{"id":21177,"name":"osiris","description":"A R package to process climate impacts on agricultural yields for the Global Change Analysis Model.","url":"https://github.com/JGCRI/osiris","last_synced_at":"2026-05-28T15:00:41.081Z","repository":{"id":39704661,"uuid":"468438991","full_name":"JGCRI/osiris","owner":"JGCRI","description":"Processes climate impacts on agricultural yields for GCAM","archived":false,"fork":false,"pushed_at":"2025-05-02T23:02:16.000Z","size":11575,"stargazers_count":7,"open_issues_count":1,"forks_count":4,"subscribers_count":3,"default_branch":"main","last_synced_at":"2026-05-26T14:05:33.117Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://jgcri.github.io/osiris/","language":"R","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/JGCRI.png","metadata":{"files":{"readme":"README.md","changelog":"NEWS.md","contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.md","codeowners":null,"security":null,"support":"SUPPORT.md","governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":".zenodo.json"}},"created_at":"2022-03-10T17:09:42.000Z","updated_at":"2025-07-20T02:39:39.000Z","dependencies_parsed_at":"2024-06-13T04:18:15.393Z","dependency_job_id":"d52326e2-71b7-40fb-af31-210c57794228","html_url":"https://github.com/JGCRI/osiris","commit_stats":{"total_commits":109,"total_committers":3,"mean_commits":"36.333333333333336","dds":"0.19266055045871555","last_synced_commit":"b139720827440bfeee094e6cdf50e5f1b36200dc"},"previous_names":[],"tags_count":5,"template":false,"template_full_name":null,"purl":"pkg:github/JGCRI/osiris","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JGCRI%2Fosiris","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JGCRI%2Fosiris/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JGCRI%2Fosiris/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JGCRI%2Fosiris/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/JGCRI","download_url":"https://codeload.github.com/JGCRI/osiris/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JGCRI%2Fosiris/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33613431,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-05-28T02:00:06.440Z","response_time":99,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"owner":{"login":"JGCRI","name":"Joint Global Change Research Institute","uuid":"8431983","kind":"organization","description":"Advancing fundamental understanding of human and Earth systems","email":null,"website":"https://www.pnnl.gov/projects/jgcri","location":"College Park, MD, USA","twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/8431983?v=4","repositories_count":129,"last_synced_at":"2023-08-13T09:31:28.823Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/JGCRI","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-07T04:03:22.182Z","updated_at":"2023-08-13T09:31:30.169Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/JGCRI","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/JGCRI/repositories"},"packages":[],"commits":{"id":1335992,"full_name":"JGCRI/osiris","default_branch":"main","total_commits":110,"total_committers":3,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":36.666666666666664,"dds":0.19090909090909092,"past_year_total_commits":0,"past_year_total_committers":0,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":0.0,"past_year_dds":0.0,"last_synced_at":"2026-05-26T14:02:21.886Z","last_synced_commit":"1c4d5015d4ffd658fc6cedee023e175d2fe93f08","created_at":"2023-09-12T07:38:24.359Z","updated_at":"2026-05-26T14:02:18.672Z","committers":[{"name":"hahsan1","email":"72406931+hahsan1","login":"hahsan1","count":89},{"name":"Zarrar Khan","email":"zarrar.khan@pnnl.gov","login":null,"count":19},{"name":"Zarrar Khan","email":"khanzarrarkhan@gmail.com","login":"zarrarkhan","count":2}],"past_year_committers":[],"commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/JGCRI%2Fosiris/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-05-26T00:00:10.885Z","repositories_count":6242289,"commits_count":883059142,"contributors_count":34926544,"owners_count":1157797,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"JGCRI/osiris","html_url":"https://github.com/JGCRI/osiris","last_synced_at":"2026-04-06T14:00:28.469Z","status":"error","issues_count":2,"pull_requests_count":25,"avg_time_to_close_issue":2752410.0,"avg_time_to_close_pull_request":295994.92,"issues_closed_count":1,"pull_requests_closed_count":25,"pull_request_authors_count":2,"issue_authors_count":2,"avg_comments_per_issue":2.0,"avg_comments_per_pull_request":0.04,"merged_pull_requests_count":25,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":1,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":1,"past_year_avg_comments_per_issue":3.0,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"created_at":"2023-09-12T07:38:43.200Z","updated_at":"2026-04-06T14:00:28.470Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/JGCRI%2Fosiris","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/JGCRI%2Fosiris/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{"NONE":2},"pull_request_author_associations_count":{"COLLABORATOR":25},"issue_authors":{"kauedesousa":1,"Tonyzhao610":1},"pull_request_authors":{"hahsan1":16,"zarrarkhan":9},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-05-22T00:00:21.018Z","repositories_count":14663096,"issues_count":34147617,"pull_requests_count":111763670,"authors_count":11269358,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{},"past_year_pull_request_authors":{},"maintainers":[{"login":"hahsan1","count":16,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/hahsan1"},{"login":"zarrarkhan","count":9,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/zarrarkhan"}],"active_maintainers":[]},"events":{"total":{"ReleaseEvent":1,"ForkEvent":2,"IssuesEvent":1,"WatchEvent":3,"IssueCommentEvent":2,"PushEvent":2,"CreateEvent":1},"last_year":{"WatchEvent":1,"IssueCommentEvent":1}},"keywords":[],"dependencies":[{"ecosystem":"cran","filepath":"DESCRIPTION","sha":null,"kind":"manifest","created_at":"2022-08-02T11:52:07.330Z","updated_at":"2022-08-02T11:52:07.330Z","repository_link":"https://github.com/JGCRI/osiris/blob/main/DESCRIPTION","dependencies":[{"id":539317078,"package_name":"R","ecosystem":"cran","requirements":"\u003e= 2.10","direct":true,"kind":"depends","optional":false},{"id":539317079,"package_name":"dplyr","ecosystem":"cran","requirements":"*","direct":true,"kind":"imports","optional":false},{"id":539317080,"package_name":"data.table","ecosystem":"cran","requirements":"*","direct":true,"kind":"imports","optional":false},{"id":539317081,"package_name":"ncdf4","ecosystem":"cran","requirements":"*","direct":true,"kind":"imports","optional":false},{"id":539317082,"package_name":"rlang","ecosystem":"cran","requirements":"*","direct":true,"kind":"imports","optional":false},{"id":539317083,"package_name":"tibble","ecosystem":"cran","requirements":"*","direct":true,"kind":"imports","optional":false},{"id":539317084,"package_name":"tidyr","ecosystem":"cran","requirements":"*","direct":true,"kind":"imports","optional":false},{"id":539317085,"package_name":"magrittr","ecosystem":"cran","requirements":"*","direct":true,"kind":"imports","optional":false},{"id":539317086,"package_name":"sp","ecosystem":"cran","requirements":"*","direct":true,"kind":"imports","optional":false},{"id":539317087,"package_name":"raster","ecosystem":"cran","requirements":"*","direct":true,"kind":"imports","optional":false},{"id":539317088,"package_name":"class","ecosystem":"cran","requirements":"*","direct":true,"kind":"imports","optional":false},{"id":539317089,"package_name":"foreach","ecosystem":"cran","requirements":"*","direct":true,"kind":"imports","optional":false},{"id":539317090,"package_name":"gcamdata","ecosystem":"cran","requirements":"*","direct":true,"kind":"imports","optional":false},{"id":539317091,"package_name":"rmarkdown","ecosystem":"cran","requirements":"*","direct":true,"kind":"suggests","optional":false},{"id":539317092,"package_name":"testthat","ecosystem":"cran","requirements":"\u003e= 3.0.0","direct":true,"kind":"suggests","optional":false},{"id":539317093,"package_name":"knitr","ecosystem":"cran","requirements":"*","direct":true,"kind":"suggests","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/build.yml","sha":null,"kind":"manifest","created_at":"2023-09-21T19:28:42.880Z","updated_at":"2023-09-21T19:28:42.880Z","repository_link":"https://github.com/JGCRI/osiris/blob/main/.github/workflows/build.yml","dependencies":[{"id":13856695142,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false},{"id":13856695143,"package_name":"r-lib/actions/setup-r","ecosystem":"actions","requirements":"v2-branch","direct":true,"kind":"composite","optional":false},{"id":13856695144,"package_name":"r-lib/actions/setup-pandoc","ecosystem":"actions","requirements":"v2-branch","direct":true,"kind":"composite","optional":false},{"id":13856695145,"package_name":"r-lib/actions/setup-tinytex","ecosystem":"actions","requirements":"v2-branch","direct":true,"kind":"composite","optional":false},{"id":13856695146,"package_name":"actions/cache","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/docs.yaml","sha":null,"kind":"manifest","created_at":"2023-09-21T19:28:44.023Z","updated_at":"2023-09-21T19:28:44.023Z","repository_link":"https://github.com/JGCRI/osiris/blob/main/.github/workflows/docs.yaml","dependencies":[{"id":13856695184,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":13856695185,"package_name":"r-lib/actions/setup-pandoc","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":13856695186,"package_name":"r-lib/actions/setup-r","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":13856695187,"package_name":"r-lib/actions/setup-r-dependencies","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/test_coverage.yml","sha":null,"kind":"manifest","created_at":"2023-09-21T19:28:46.418Z","updated_at":"2023-09-21T19:28:46.418Z","repository_link":"https://github.com/JGCRI/osiris/blob/main/.github/workflows/test_coverage.yml","dependencies":[{"id":13856698793,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false},{"id":13856698794,"package_name":"r-lib/actions/setup-r","ecosystem":"actions","requirements":"v2-branch","direct":true,"kind":"composite","optional":false},{"id":13856698795,"package_name":"r-lib/actions/setup-pandoc","ecosystem":"actions","requirements":"v2-branch","direct":true,"kind":"composite","optional":false},{"id":13856698796,"package_name":"r-lib/actions/setup-tinytex","ecosystem":"actions","requirements":"v2-branch","direct":true,"kind":"composite","optional":false},{"id":13856698797,"package_name":"actions/cache","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false}]}],"score":3.1780538303479453,"created_at":"2023-09-12T07:37:03.576Z","updated_at":"2026-05-28T15:00:41.085Z","avatar_url":"https://github.com/JGCRI.png","language":"R","category":"Consumption","sub_category":"Agriculture and Nutrition","monthly_downloads":0,"total_dependent_repos":0,"total_dependent_packages":0,"readme":"\u003c!-- badges: start --\u003e\n[![build](https://github.com/JGCRI/osiris/workflows/build/badge.svg)](https://github.com/JGCRI/osiris/workflows/build/badge.svg?branch=main)\n[![test_coverage](https://github.com/JGCRI/osiris/actions/workflows/test_coverage.yml/badge.svg?branch=main)](https://github.com/JGCRI/osiris/actions/workflows/test_coverage.yml)\n[![codecov](https://codecov.io/gh/JGCRI/osiris/branch/main/graph/badge.svg?token=XQ913U4IYM)](https://codecov.io/gh/JGCRI/osiris) \n[![docs](https://github.com/JGCRI/osiris/actions/workflows/docs.yaml/badge.svg?branch=main)](https://github.com/JGCRI/osiris/actions/workflows/docs.yaml)\n[![DOI](https://joss.theoj.org/papers/10.21105/joss.05226/status.svg)](https://doi.org/10.21105/joss.05226)\n\u003c!-- badges: end --\u003e\n\n\n\u003c!-- ------------------------\u003e\n\u003c!-- ------------------------\u003e\n# \u003ca name=\"Introduction\"\u003e\u003c/a\u003eIntroduction\n\u003c!-- ------------------------\u003e\n\u003c!-- ------------------------\u003e\n\n`osiris` is R package to process climate impacts on agricultural yields for the Global Change Analysis Model (GCAM).\n\n\u003cbr\u003e\n\n\u003cp align=\"center\"\u003e\n\u003ca href=\"https://jgcri.github.io/osiris/articles/vignette.html\" target=\"_blank\"\u003e\u003cimg src=\"https://github.com/JGCRI/jgcricolors/blob/main/vignettes/button_user_guide.PNG?raw=true\" alt=\"https://jgcri.github.io/osiris/articles/vignette.html\" height=\"60\"/\u003e\u003c/a\u003e \n\u003c/p\u003e\n\n\u003c!-- ------------------------\u003e\n\u003c!-- ------------------------\u003e\n# \u003ca name=\"Citation\"\u003e\u003c/a\u003eCitation\n\u003c!-- ------------------------\u003e\n\u003c!-- ------------------------\u003e\nAhsan, H., Khan, Z., Snyder, A., Kyle, P., \u0026 Vernon, C.R. (2023). osiris: An R package to process climate impacts on agricultural yields for the Global Change Analysis Model. Journal of Open Source Software, 8(85), 5226. https://doi.org/10.21105/joss.05226 \n\n\u003c!-- ------------------------\u003e\n\u003c!-- ------------------------\u003e\n# \u003ca name=\"InstallGuide\"\u003e\u003c/a\u003eInstallation Guide\n\u003c!-- ------------------------\u003e\n\u003c!-- ------------------------\u003e\n\n1. Download and install:\n    - R (https://www.r-project.org/)\n    - R studio (https://www.rstudio.com/) (Optional)\n    \n    \n2. In R or R studio:\n\n```r\ninstall.packages(\"devtools\")\ndevtools::install_github(\"JGCRI/osiris\")\n```\n\nAdditional steps for UBUNTU from a terminal\n```\nsudo add-apt-repository ppa:ubuntugis/ppa\nsudo apt-get update\nsudo apt-get install -y libcurl4-openssl-dev libssl-dev libxml2-dev libudunits2-dev libproj-dev libavfilter-dev\n```\n\nAdditional steps for MACOSX from a terminal\n```\nbrew install pkg-config\n```\n\n\n\u003c!-- ------------------------\u003e\n\u003c!-- ------------------------\u003e\n# \u003ca name=\"Publications\"\u003e\u003c/a\u003eRelated Publications\n\u003c!-- ------------------------\u003e\n\u003c!-- ------------------------\u003e\n\n- Müller, C., Franke, J., Jägermeyr, J., Ruane, A.C., Elliott, J., Moyer, E., Heinke, J., Falloon, P.D., Folberth, C., Francois, L. and Hank, T., 2021. Exploring uncertainties in global crop yield projections in a large ensemble of crop models and CMIP5 and CMIP6 climate scenarios. Environmental Research Letters, 16(3), p.034040. https://doi.org/10.1088/1748-9326/abd8fc\n- Franke, J.A., Müller, C., Elliott, J., Ruane, A.C., Jägermeyr, J., Snyder, A., Dury, M., Falloon, P.D., Folberth, C., François, L. and Hank, T., 2020. The GGCMI Phase 2 emulators: global gridded crop model responses to changes in CO 2, temperature, water, and nitrogen (version 1.0). Geoscientific Model Development, 13(9), pp.3995-4018. https://doi.org/10.5194/gmd-13-3995-2020\n- Snyder, A., Calvin, K.V., Phillips, M. and Ruane, A.C., 2019. A crop yield change emulator for use in GCAM and similar models: Persephone v1. 0. Geoscientific Model Development, 12(4), pp.1319-1350. https://doi.org/10.5194/gmd-12-1319-2019\n\n  \n","funding_links":[],"readme_doi_urls":["https://doi.org/10.21105/joss.05226","https://doi.org/10.1088/1748-9326/abd8fc","https://doi.org/10.5194/gmd-13-3995-2020","https://doi.org/10.5194/gmd-12-1319-2019"],"works":{"https://doi.org/10.21105/joss.05226":{"id":"https://openalex.org/W4378070248","doi":"https://doi.org/10.21105/joss.05226","title":"osiris: An R package to process climate impacts on agricultural yields for the Global Change Analysis Model","display_name":"osiris: An R package to process climate impacts on agricultural yields for the Global Change Analysis Model","publication_year":2023,"publication_date":"2023-05-24","ids":{"openalex":"https://openalex.org/W4378070248","doi":"https://doi.org/10.21105/joss.05226"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.05226","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.05226.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"Journal of open source software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://joss.theoj.org/papers/10.21105/joss.05226.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013213460","display_name":"Hamza Ahsan","orcid":"https://orcid.org/0000-0003-1631-1789"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hamza Ahsan","raw_affiliation_string":"","raw_affiliation_strings":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084699340","display_name":"Zarrar Khan","orcid":"https://orcid.org/0000-0002-8147-8553"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zarrar Khan","raw_affiliation_string":"","raw_affiliation_strings":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039306343","display_name":"Abigail Snyder","orcid":"https://orcid.org/0000-0002-9034-9948"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abigail Snyder","raw_affiliation_string":"","raw_affiliation_strings":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041270866","display_name":"Page Kyle","orcid":"https://orcid.org/0000-0002-1257-8358"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Page Kyle","raw_affiliation_string":"","raw_affiliation_strings":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5006939159","display_name":"Chris R. Vernon","orcid":"https://orcid.org/0000-0002-3406-6214"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chris Vernon","raw_affiliation_string":"","raw_affiliation_strings":[]}],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":0,"currency":"USD","value_usd":0,"provenance":"doaj"},"apc_paid":{"value":0,"currency":"USD","value_usd":0,"provenance":"doaj"},"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":0,"cited_by_percentile_year":{"min":0,"max":87},"biblio":{"volume":"8","issue":"85","first_page":"5226","last_page":"5226"},"is_retracted":false,"is_paratext":false,"keywords":[{"keyword":"climate impacts","score":0.6102},{"keyword":"agricultural yields","score":0.5581}],"concepts":[{"id":"https://openalex.org/C2779851584","wikidata":"https://www.wikidata.org/wiki/Q4046015","display_name":"Osiris","level":2,"score":0.8383797},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.606167},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.58150685},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.5298134},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5268587},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.38361716},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.22402593},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.19906506},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.08003765},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.077497065},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.05226","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.05226.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"Journal of open source software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.05226","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.05226.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"Journal of open source software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.7},{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.26}],"grants":[],"referenced_works_count":11,"referenced_works":["https://openalex.org/W2020936186","https://openalex.org/W2142231247","https://openalex.org/W2144720528","https://openalex.org/W2802665621","https://openalex.org/W2896083460","https://openalex.org/W2922318159","https://openalex.org/W2996270315","https://openalex.org/W3005656389","https://openalex.org/W3081929796","https://openalex.org/W3202493163","https://openalex.org/W4387141093"],"related_works":["https://openalex.org/W2969710402","https://openalex.org/W2564275375","https://openalex.org/W2514826730","https://openalex.org/W3118136195","https://openalex.org/W4241970906","https://openalex.org/W1489811854","https://openalex.org/W2793214877","https://openalex.org/W2009138554","https://openalex.org/W2951485019","https://openalex.org/W4249821358"],"ngrams_url":"https://api.openalex.org/works/W4378070248/ngrams","abstract_inverted_index":{"Ahsan":[0],"et":[1],"al.,":[2],"(2023).":[3],"osiris:":[4],"An":[5],"R":[6],"package":[7],"to":[8],"process":[9],"climate":[10],"impacts":[11],"on":[12],"agricultural":[13],"yields":[14],"for":[15],"the":[16],"Global":[17],"Change":[18],"Analysis":[19],"Model.":[20],"Journal":[21],"of":[22],"Open":[23],"Source":[24],"Software,":[25],"8(85),":[26],"5226,":[27],"https://doi.org/10.21105/joss.05226":[28]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4378070248","counts_by_year":[],"updated_date":"2023-12-15T08:38:12.462980","created_date":"2023-05-25"},"https://doi.org/10.1088/1748-9326/abd8fc":{"id":"https://openalex.org/W3120044900","doi":"https://doi.org/10.1088/1748-9326/abd8fc","title":"Exploring uncertainties in global crop yield projections in a large ensemble of crop models and CMIP5 and CMIP6 climate scenarios","display_name":"Exploring uncertainties in global crop yield projections in a large ensemble of crop models and CMIP5 and CMIP6 climate scenarios","publication_year":2021,"publication_date":"2021-02-26","ids":{"openalex":"https://openalex.org/W3120044900","doi":"https://doi.org/10.1088/1748-9326/abd8fc","mag":"3120044900"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1088/1748-9326/abd8fc","pdf_url":null,"source":{"id":"https://openalex.org/S139338987","display_name":"Environmental Research Letters","issn_l":"1748-9326","issn":["1748-9326"],"is_oa":true,"is_in_doaj":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310311669","https://openalex.org/P4310320083"],"host_organization_lineage_names":["Institute of Physics","IOP Publishing"],"type":"journal"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1088/1748-9326/abd8fc","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079972031","display_name":"Christoph Müller","orcid":"https://orcid.org/0000-0002-9491-3550"},"institutions":[{"id":"https://openalex.org/I60200437","display_name":"Potsdam Institute for Climate Impact Research","ror":"https://ror.org/03e8s1d88","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I60200437"]},{"id":"https://openalex.org/I315704651","display_name":"Leibniz Association","ror":"https://ror.org/01n6r0e97","country_code":"DE","type":"government","lineage":["https://openalex.org/I315704651"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Christoph Müller","raw_affiliation_string":"Potsdam Institute for Climate Impact Research, Member of the Leibniz Association, Potsdam, Germany","raw_affiliation_strings":["Potsdam Institute for Climate Impact Research, Member of the Leibniz Association, Potsdam, Germany"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080205152","display_name":"James Franke","orcid":"https://orcid.org/0000-0001-8598-750X"},"institutions":[{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James Franke","raw_affiliation_string":"Department of the Geophysical Sciences, University of Chicago, Chicago, IL, United States of America","raw_affiliation_strings":["Department of the Geophysical Sciences, University of Chicago, Chicago, IL, United States of America"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065620590","display_name":"Jonas Jägermeyr","orcid":null},"institutions":[{"id":"https://openalex.org/I116578957","display_name":"Goddard Institute for Space Studies","ror":"https://ror.org/01cyfxe35","country_code":"US","type":"facility","lineage":["https://openalex.org/I116578957","https://openalex.org/I4210124779"]},{"id":"https://openalex.org/I2802152550","display_name":"Earth Island Institute","ror":"https://ror.org/005y2a635","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I2802152550"]},{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]},{"id":"https://openalex.org/I60200437","display_name":"Potsdam Institute for Climate Impact Research","ror":"https://ror.org/03e8s1d88","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I60200437"]},{"id":"https://openalex.org/I315704651","display_name":"Leibniz Association","ror":"https://ror.org/01n6r0e97","country_code":"DE","type":"government","lineage":["https://openalex.org/I315704651"]}],"countries":["DE","US"],"is_corresponding":false,"raw_author_name":"Jonas Jägermeyr","raw_affiliation_string":"Center for Climate Systems Research, Columbia University Earth Institute, New York, United States of America; NASA Goddard Institute for Space Studies, New York, NY, United States of America; Potsdam Institute for Climate Impact Research, Member of the Leibniz Association, Potsdam, Germany","raw_affiliation_strings":["Center for Climate Systems Research, Columbia University Earth Institute, New York, United States of America","NASA Goddard Institute for Space Studies, New York, NY, United States of America","Potsdam Institute for Climate Impact Research, Member of the Leibniz Association, Potsdam, Germany"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050787568","display_name":"Alex C. Ruane","orcid":null},"institutions":[{"id":"https://openalex.org/I116578957","display_name":"Goddard Institute for Space Studies","ror":"https://ror.org/01cyfxe35","country_code":"US","type":"facility","lineage":["https://openalex.org/I116578957","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alex C. Ruane","raw_affiliation_string":"NASA Goddard Institute for Space Studies, New York, NY, United States of America","raw_affiliation_strings":["NASA Goddard Institute for Space Studies, New York, NY, United States of America"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078998252","display_name":"Joshua Elliott","orcid":"https://orcid.org/0000-0002-9005-623X"},"institutions":[{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joshua Elliott","raw_affiliation_string":"Center for Robust Decision-making on Climate and Energy Policy (RDCEP), University of Chicago, Chicago, IL, United States of America","raw_affiliation_strings":["Center for Robust Decision-making on Climate and Energy Policy (RDCEP), University of Chicago, Chicago, IL, United States of America"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082670005","display_name":"E. J. Moyer","orcid":"https://orcid.org/0000-0003-1829-5196"},"institutions":[{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elisabeth Moyer","raw_affiliation_string":"Department of the Geophysical Sciences, University of Chicago, Chicago, IL, United States of America","raw_affiliation_strings":["Department of the Geophysical Sciences, University of Chicago, Chicago, IL, United States of America"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048366733","display_name":"Jens Heinke","orcid":"https://orcid.org/0000-0001-5256-0024"},"institutions":[{"id":"https://openalex.org/I60200437","display_name":"Potsdam Institute for Climate Impact Research","ror":"https://ror.org/03e8s1d88","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I60200437"]},{"id":"https://openalex.org/I315704651","display_name":"Leibniz Association","ror":"https://ror.org/01n6r0e97","country_code":"DE","type":"government","lineage":["https://openalex.org/I315704651"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jens Heinke","raw_affiliation_string":"Potsdam Institute for Climate Impact Research, Member of the Leibniz Association, Potsdam, Germany","raw_affiliation_strings":["Potsdam Institute for Climate Impact Research, Member of the Leibniz Association, Potsdam, Germany"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007708789","display_name":"Pete Falloon","orcid":"https://orcid.org/0000-0001-7567-8885"},"institutions":[{"id":"https://openalex.org/I1293035123","display_name":"Met Office","ror":"https://ror.org/01ch2yn61","country_code":"GB","type":"government","lineage":["https://openalex.org/I1293035123"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Pete D. Falloon","raw_affiliation_string":"Met Office Hadley Centre, Exeter, United Kingdom","raw_affiliation_strings":["Met Office Hadley Centre, Exeter, United Kingdom"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033109660","display_name":"Christian Folberth","orcid":"https://orcid.org/0000-0002-6738-5238"},"institutions":[{"id":"https://openalex.org/I1317774081","display_name":"International Institute for Applied Systems Analysis","ror":"https://ror.org/02wfhk785","country_code":"AT","type":"nonprofit","lineage":["https://openalex.org/I1317774081"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Christian Folberth","raw_affiliation_string":"Ecosystem Services and Management Program, International Institute for Applied Systems Analysis, Laxenburg, Austria","raw_affiliation_strings":["Ecosystem Services and Management Program, International Institute for Applied Systems Analysis, Laxenburg, Austria"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033439605","display_name":"Louis François","orcid":"https://orcid.org/0000-0001-8292-8360"},"institutions":[{"id":"https://openalex.org/I157674565","display_name":"University of Liège","ror":"https://ror.org/00afp2z80","country_code":"BE","type":"education","lineage":["https://openalex.org/I157674565"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Louis Francois","raw_affiliation_string":"Unité de Modélisation du Climat et des Cycles Biogéochimiques, UR SPHERES, Institut d’Astrophysique et de Géophysique, University of Liège, Liège, Belgium","raw_affiliation_strings":["Unité de Modélisation du Climat et des Cycles Biogéochimiques, UR SPHERES, Institut d’Astrophysique et de Géophysique, University of Liège, Liège, Belgium"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056866914","display_name":"Tobias Hank","orcid":"https://orcid.org/0000-0001-7491-0291"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universität München","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tobias Hank","raw_affiliation_string":"Department of Geography, Ludwig-Maximilians-Universität München (LMU), Munich, Germany","raw_affiliation_strings":["Department of Geography, Ludwig-Maximilians-Universität München (LMU), Munich, Germany"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015635783","display_name":"R. C. Izaurralde","orcid":null},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I1317227900","https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"R. César Izaurralde","raw_affiliation_string":"Department of Geographical Sciences, University of Maryland, College Park, MD, United States of America","raw_affiliation_strings":["Department of Geographical Sciences, University of Maryland, College Park, MD, United States of America"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031688389","display_name":"Ingrid Jacquemin","orcid":null},"institutions":[{"id":"https://openalex.org/I157674565","display_name":"University of Liège","ror":"https://ror.org/00afp2z80","country_code":"BE","type":"education","lineage":["https://openalex.org/I157674565"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Ingrid Jacquemin","raw_affiliation_string":"Unité de Modélisation du Climat et des Cycles Biogéochimiques, UR SPHERES, Institut d’Astrophysique et de Géophysique, University of Liège, Liège, Belgium","raw_affiliation_strings":["Unité de Modélisation du Climat et des Cycles Biogéochimiques, UR SPHERES, Institut d’Astrophysique et de Géophysique, University of Liège, Liège, Belgium"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088750452","display_name":"Wenfeng Liu","orcid":"https://orcid.org/0000-0002-8699-3677"},"institutions":[{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenfeng Liu","raw_affiliation_string":"College of Water Resources and Civil Engineering, China Agricultural University, Beijing, People’s Republic of China","raw_affiliation_strings":["College of Water Resources and Civil Engineering, China Agricultural University, Beijing, People’s Republic of China"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033316743","display_name":"Stefan Olin","orcid":"https://orcid.org/0000-0002-8621-3300"},"institutions":[{"id":"https://openalex.org/I187531555","display_name":"Lund University","ror":"https://ror.org/012a77v79","country_code":"SE","type":"education","lineage":["https://openalex.org/I187531555"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Stefan Olin","raw_affiliation_string":"Department of Physical Geography and Ecosystem Science, Lund University, Lund, Sweden","raw_affiliation_strings":["Department of Physical Geography and Ecosystem Science, Lund University, Lund, Sweden"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069912221","display_name":"Thomas A. M. Pugh","orcid":"https://orcid.org/0000-0002-6242-7371"},"institutions":[{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]},{"id":"https://openalex.org/I4210134612","display_name":"Forest Research","ror":"https://ror.org/03wcc3744","country_code":"GB","type":"other","lineage":["https://openalex.org/I4210134612"]},{"id":"https://openalex.org/I187531555","display_name":"Lund University","ror":"https://ror.org/012a77v79","country_code":"SE","type":"education","lineage":["https://openalex.org/I187531555"]}],"countries":["GB","SE"],"is_corresponding":false,"raw_author_name":"Thomas A.M. Pugh","raw_affiliation_string":"Birmingham Institute of Forest Research, University of Birmingham, Birmingham, United Kingdom; Department of Physical Geography and Ecosystem Science, Lund University, Lund, Sweden","raw_affiliation_strings":["Birmingham Institute of Forest Research, University of Birmingham, Birmingham, United Kingdom","Department of Physical Geography and Ecosystem Science, Lund University, Lund, Sweden"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022831179","display_name":"K. D. Williams","orcid":null},"institutions":[{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]},{"id":"https://openalex.org/I1293035123","display_name":"Met Office","ror":"https://ror.org/01ch2yn61","country_code":"GB","type":"government","lineage":["https://openalex.org/I1293035123"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Karina Williams","raw_affiliation_string":"Global Systems Institute, University of Exeter, Exeter, United Kingdom; Met Office Hadley Centre, Exeter, United Kingdom","raw_affiliation_strings":["Global Systems Institute, University of Exeter, Exeter, United Kingdom","Met Office Hadley Centre, Exeter, United Kingdom"]},{"author_position":"last","author":{"id":"https://openalex.org/A5030740782","display_name":"Florian Zabel","orcid":"https://orcid.org/0000-0002-2923-4412"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universität München","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Florian Zabel","raw_affiliation_string":"Department of Geography, Ludwig-Maximilians-Universität München (LMU), Munich, Germany","raw_affiliation_strings":["Department of Geography, Ludwig-Maximilians-Universität München (LMU), Munich, Germany"]}],"countries_distinct_count":7,"institutions_distinct_count":16,"corresponding_author_ids":["https://openalex.org/A5079972031"],"corresponding_institution_ids":["https://openalex.org/I60200437","https://openalex.org/I315704651"],"apc_list":{"value":1550,"currency":"GBP","value_usd":1901,"provenance":"doaj"},"apc_paid":{"value":1550,"currency":"GBP","value_usd":1901,"provenance":"doaj"},"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":44,"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"16","issue":"3","first_page":"034040","last_page":"034040"},"is_retracted":false,"is_paratext":false,"keywords":[{"keyword":"global crop yield projections","score":0.766},{"keyword":"crop models","score":0.5646},{"keyword":"climate","score":0.397},{"keyword":"cmip5","score":0.3797}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6570886},{"id":"https://openalex.org/C168754636","wikidata":"https://www.wikidata.org/wiki/Q620920","display_name":"Climate model","level":3,"score":0.6334426},{"id":"https://openalex.org/C126343540","wikidata":"https://www.wikidata.org/wiki/Q889514","display_name":"Crop yield","level":2,"score":0.611932},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.5905613},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.49901462},{"id":"https://openalex.org/C137580998","wikidata":"https://www.wikidata.org/wiki/Q235352","display_name":"Crop","level":2,"score":0.45924145},{"id":"https://openalex.org/C134121241","wikidata":"https://www.wikidata.org/wiki/Q899301","display_name":"Yield (engineering)","level":2,"score":0.43308282},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.41841307},{"id":"https://openalex.org/C25022447","wikidata":"https://www.wikidata.org/wiki/Q5178021","display_name":"Coupled model intercomparison project","level":4,"score":0.41763258},{"id":"https://openalex.org/C197115733","wikidata":"https://www.wikidata.org/wiki/Q1003136","display_name":"Forcing (mathematics)","level":2,"score":0.41394973},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.16101417},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.09992123},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1088/1748-9326/abd8fc","pdf_url":null,"source":{"id":"https://openalex.org/S139338987","display_name":"Environmental Research Letters","issn_l":"1748-9326","issn":["1748-9326"],"is_oa":true,"is_in_doaj":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310311669","https://openalex.org/P4310320083"],"host_organization_lineage_names":["Institute of Physics","IOP Publishing"],"type":"journal"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://publications.pik-potsdam.de/pubman/item/item_25050_5/component/file_25463/25050oa.pdf","pdf_url":"https://publications.pik-potsdam.de/pubman/item/item_25050_5/component/file_25463/25050oa.pdf","source":{"id":"https://openalex.org/S4306400891","display_name":"Publication Database PIK (Potsdam Institute for Climate Impact Research (PIK))","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I60200437","host_organization_name":"Potsdam Institute for Climate Impact Research","host_organization_lineage":["https://openalex.org/I60200437"],"host_organization_lineage_names":["Potsdam Institute for Climate Impact Research"],"type":"repository"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://publications.pik-potsdam.de/pubman/item/item_25050","pdf_url":"https://publications.pik-potsdam.de/pubman/item/item_25050_7/component/file_25463/25050oa.pdf","source":{"id":"https://openalex.org/S4306400891","display_name":"Publication Database PIK (Potsdam Institute for Climate Impact Research (PIK))","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I60200437","host_organization_name":"Potsdam Institute for Climate Impact Research","host_organization_lineage":["https://openalex.org/I60200437"],"host_organization_lineage_names":["Potsdam Institute for Climate Impact Research"],"type":"repository"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"http://pure-oai.bham.ac.uk/ws/files/125572856/M_ller_2021_Environ._Res._Lett._16_034040.pdf","pdf_url":"http://pure-oai.bham.ac.uk/ws/files/125572856/M_ller_2021_Environ._Res._Lett._16_034040.pdf","source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":["University of Birmingham"],"type":"repository"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://orbi.uliege.be/handle/2268/259604","pdf_url":"https://orbi.uliege.be/bitstream/2268/259604/1/M%c3%bcller_2021_Environ._Res._Lett._16_034040.pdf","source":{"id":"https://openalex.org/S4306400651","display_name":"Open Repository and Bibliography (University of Liège)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I157674565","host_organization_name":"University of Liège","host_organization_lineage":["https://openalex.org/I157674565"],"host_organization_lineage_names":["University of Liège"],"type":"repository"},"license":null,"version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"http://pure.iiasa.ac.at/id/eprint/17127/1/M%C3%BCller_2021_Environ._Res._Lett._16_034040.pdf","pdf_url":"http://pure.iiasa.ac.at/id/eprint/17127/1/M%C3%BCller_2021_Environ._Res._Lett._16_034040.pdf","source":{"id":"https://openalex.org/S4306401423","display_name":"IIASA PURE (International Institute of Applied Systems Analysis)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I1317774081","host_organization_name":"International Institute for Applied Systems Analysis","host_organization_lineage":["https://openalex.org/I1317774081"],"host_organization_lineage_names":["International Institute for Applied Systems Analysis"],"type":"repository"},"license":null,"version":"acceptedVersion","is_accepted":true,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1088/1748-9326/abd8fc","pdf_url":null,"source":{"id":"https://openalex.org/S139338987","display_name":"Environmental Research Letters","issn_l":"1748-9326","issn":["1748-9326"],"is_oa":true,"is_in_doaj":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310311669","https://openalex.org/P4310320083"],"host_organization_lineage_names":["Institute of Physics","IOP Publishing"],"type":"journal"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.72},{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.15}],"grants":[],"referenced_works_count":54,"referenced_works":["https://openalex.org/W1890407888","https://openalex.org/W1970220400","https://openalex.org/W1982627164","https://openalex.org/W1985129959","https://openalex.org/W1991308688","https://openalex.org/W1994552280","https://openalex.org/W1996404883","https://openalex.org/W1996653992","https://openalex.org/W1997065014","https://openalex.org/W2011652601","https://openalex.org/W2012134942","https://openalex.org/W2024966118","https://openalex.org/W2035135646","https://openalex.org/W2039323753","https://openalex.org/W2064019196","https://openalex.org/W2118604661","https://openalex.org/W2118921617","https://openalex.org/W2142231247","https://openalex.org/W2152581109","https://openalex.org/W2155380844","https://openalex.org/W2155861221","https://openalex.org/W2164896790","https://openalex.org/W2193503481","https://openalex.org/W2274220569","https://openalex.org/W2308575793","https://openalex.org/W2337225114","https://openalex.org/W2337599630","https://openalex.org/W2394515166","https://openalex.org/W2462583090","https://openalex.org/W2521677216","https://openalex.org/W2527737192","https://openalex.org/W2537682884","https://openalex.org/W2557755133","https://openalex.org/W2766769711","https://openalex.org/W2795828292","https://openalex.org/W2806192798","https://openalex.org/W2924122332","https://openalex.org/W2930116318","https://openalex.org/W2972837290","https://openalex.org/W2979202165","https://openalex.org/W2982202141","https://openalex.org/W2985717446","https://openalex.org/W3005656389","https://openalex.org/W3010860482","https://openalex.org/W3015567566","https://openalex.org/W3037215227","https://openalex.org/W3037496774","https://openalex.org/W3039440702","https://openalex.org/W3048881556","https://openalex.org/W3077757483","https://openalex.org/W3081713732","https://openalex.org/W3082471186","https://openalex.org/W3085056483","https://openalex.org/W3110982403"],"related_works":["https://openalex.org/W1992579369","https://openalex.org/W2599971815","https://openalex.org/W4294904548","https://openalex.org/W2139356554","https://openalex.org/W2363598589","https://openalex.org/W2769415684","https://openalex.org/W2074043800","https://openalex.org/W2878488489","https://openalex.org/W4379647530","https://openalex.org/W2152379107"],"ngrams_url":"https://api.openalex.org/works/W3120044900/ngrams","abstract_inverted_index":{"Abstract":[0],"Concerns":[1],"over":[2,35],"climate":[3,37,76,102,172,201,220,251],"change":[4],"are":[5,123,186,196,268],"motivated":[6],"in":[7,48,127],"large":[8],"part":[9],"because":[10],"of":[11,20,46,64,94,115,153,236,283],"their":[12],"impact":[13,126],"on":[14,23],"human":[15],"society.":[16],"Assessing":[17],"the":[18,113,137,150,154,162,189,200,234,263,281,294],"effect":[19],"that":[21,101,170,219,239,265],"uncertainty":[22,47],"specific":[24],"potential":[25],"impacts":[26,39,217,229,249],"is":[27,132,161,259],"demanding,":[28],"since":[29],"it":[30],"requires":[31],"a":[32,43,62,91,224],"systematic":[33],"survey":[34],"both":[36],"and":[38,55,59,68,73,103,120,157,183,194,261,291],"models.":[40],"We":[41,99],"provide":[42],"comprehensive":[44],"evaluation":[45],"projected":[49],"crop":[50,66,96,104,165,190,245,254,295],"yields":[51,246],"for":[52,78,136,144,158,275],"maize,":[53],"spring":[54],"winter":[56],"wheat,":[57],"rice,":[58],"soybean,":[60],"using":[61],"suite":[63],"nine":[65],"models":[67,105,166,204],"up":[69],"to":[70,109,141,147,199,213,227,288],"45":[71],"CMIP5":[72,119,145],"34":[74],"CMIP6":[75,121,138],"projections":[77,122,139,267],"three":[79],"different":[80,215],"forcing":[81],"scenarios.":[82],"To":[83],"make":[84],"this":[85],"task":[86],"computationally":[87],"tractable,":[88],"we":[89,175],"use":[90],"new":[92],"set":[93],"statistical":[95],"model":[97,221,255,277],"emulators.":[98],"find":[100,176],"contribute":[106],"about":[107],"equally":[108,269],"overall":[110],"uncertainty.":[111,230],"While":[112],"ranges":[114],"yield":[116],"uncertainties":[117,185,222],"under":[118,250],"similar,":[124],"median":[125],"aggregate":[128,216],"total":[129],"caloric":[130],"production":[131],"typically":[133,167],"more":[134,197],"negative":[135],"(+1%":[140],"−19%)":[142],"than":[143,169],"(+5%":[146],"−13%).":[148],"In":[149],"first":[151],"half":[152],"21st":[155],"century":[156],"individual":[159,284],"crops":[160],"spread":[163],"across":[164,171],"wider":[168],"models,":[173,191],"but":[174,192],"distinct":[177],"differences":[178],"between":[179],"crops:":[180],"globally,":[181],"wheat":[182],"maize":[184],"dominated":[187],"by":[188,293],"soybean":[193],"rice":[195],"sensitive":[198],"projections.":[202],"Climate":[203],"with":[205],"very":[206,214],"similar":[207],"global":[208],"mean":[209],"warming":[210],"can":[211],"lead":[212],"so":[218],"remain":[223],"significant":[225],"contributor":[226],"agricultural":[228],"These":[231],"results":[232],"show":[233],"utility":[235],"large-ensemble":[237],"methods":[238,274],"allow":[240],"comprehensively":[241],"evaluating":[242],"factors":[243],"affecting":[244],"or":[247],"other":[248],"change.":[252],"The":[253],"ensemble":[256],"used":[257],"here":[258],"unbalanced":[260],"pulls":[262],"assumption":[264],"all":[266],"plausible":[270],"into":[271],"question.":[272],"Better":[273],"consistent":[276],"testing,":[278],"also":[279],"at":[280],"level":[282],"processes,":[285],"will":[286],"have":[287],"be":[289],"developed":[290],"applied":[292],"modeling":[296],"community.":[297]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W3120044900","counts_by_year":[{"year":2023,"cited_by_count":21},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":1}],"updated_date":"2023-12-11T09:57:44.631610","created_date":"2021-01-18"},"https://doi.org/10.5194/gmd-13-3995-2020":{"id":"https://openalex.org/W3005656389","doi":"https://doi.org/10.5194/gmd-13-3995-2020","title":"The GGCMI Phase 2 emulators: global gridded crop model responses to changes in CO\u0026amp;lt;sub\u0026amp;gt;2\u0026amp;lt;/sub\u0026amp;gt;, temperature, water, and nitrogen (version 1.0)","display_name":"The GGCMI Phase 2 emulators: global gridded crop model responses to changes in CO\u0026amp;lt;sub\u0026amp;gt;2\u0026amp;lt;/sub\u0026amp;gt;, temperature, water, and nitrogen (version 1.0)","publication_year":2020,"publication_date":"2020-09-03","ids":{"openalex":"https://openalex.org/W3005656389","doi":"https://doi.org/10.5194/gmd-13-3995-2020","mag":"3005656389"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.5194/gmd-13-3995-2020","pdf_url":"https://gmd.copernicus.org/articles/13/3995/2020/gmd-13-3995-2020.pdf","source":{"id":"https://openalex.org/S60406085","display_name":"Geoscientific Model Development","issn_l":"1991-959X","issn":["1991-9603","1991-959X"],"is_oa":true,"is_in_doaj":true,"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"journal"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://gmd.copernicus.org/articles/13/3995/2020/gmd-13-3995-2020.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080205152","display_name":"James Franke","orcid":"https://orcid.org/0000-0001-8598-750X"},"institutions":[{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"James A. Franke","raw_affiliation_string":"Department of the Geophysical Sciences, University of Chicago, Chicago, IL, USA","raw_affiliation_strings":["Department of the Geophysical Sciences, University of Chicago, Chicago, IL, USA"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079972031","display_name":"Christoph Müller","orcid":"https://orcid.org/0000-0002-9491-3550"},"institutions":[{"id":"https://openalex.org/I60200437","display_name":"Potsdam Institute for Climate Impact Research","ror":"https://ror.org/03e8s1d88","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I60200437"]},{"id":"https://openalex.org/I315704651","display_name":"Leibniz Association","ror":"https://ror.org/01n6r0e97","country_code":"DE","type":"government","lineage":["https://openalex.org/I315704651"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Christoph Müller","raw_affiliation_string":"Potsdam Institute for Climate Impact Research, Member of the Leibniz Association, Potsdam,\nGermany","raw_affiliation_strings":["Potsdam Institute for Climate Impact Research, Member of the Leibniz Association, Potsdam,\nGermany"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078998252","display_name":"Joshua Elliott","orcid":"https://orcid.org/0000-0002-9005-623X"},"institutions":[{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]},{"id":"https://openalex.org/I116578957","display_name":"Goddard Institute for Space Studies","ror":"https://ror.org/01cyfxe35","country_code":"US","type":"facility","lineage":["https://openalex.org/I116578957","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Joshua Elliott","raw_affiliation_string":"Center for Robust Decision-making on Climate and Energy Policy (RDCEP), University of\nChicago, Chicago, IL, USA; NASA Goddard Institute for Space Studies, New York, NY, USA","raw_affiliation_strings":["Center for Robust Decision-making on Climate and Energy Policy (RDCEP), University of\nChicago, Chicago, IL, USA","NASA Goddard Institute for Space Studies, New York, NY, USA"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050787568","display_name":"Alex C. Ruane","orcid":null},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Alex C. Ruane","raw_affiliation_string":"Center for Climate Systems Research, Columbia University, New York, NY 10025, USA","raw_affiliation_strings":["Center for Climate Systems Research, Columbia University, New York, NY 10025, USA"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065620590","display_name":"Jonas Jägermeyr","orcid":null},"institutions":[{"id":"https://openalex.org/I116578957","display_name":"Goddard Institute for Space Studies","ror":"https://ror.org/01cyfxe35","country_code":"US","type":"facility","lineage":["https://openalex.org/I116578957","https://openalex.org/I4210124779"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]},{"id":"https://openalex.org/I60200437","display_name":"Potsdam Institute for Climate Impact Research","ror":"https://ror.org/03e8s1d88","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I60200437"]},{"id":"https://openalex.org/I315704651","display_name":"Leibniz Association","ror":"https://ror.org/01n6r0e97","country_code":"DE","type":"government","lineage":["https://openalex.org/I315704651"]},{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["DE","US"],"is_corresponding":true,"raw_author_name":"Jonas Jägermeyr","raw_affiliation_string":"Center for Climate Systems Research, Columbia University, New York, NY 10025, USA; Center for Robust Decision-making on Climate and Energy Policy (RDCEP), University of\nChicago, Chicago, IL, USA; NASA Goddard Institute for Space Studies, New York, NY, USA; Potsdam Institute for Climate Impact Research, Member of the Leibniz Association, Potsdam,\nGermany","raw_affiliation_strings":["Center for Climate Systems Research, Columbia University, New York, NY 10025, USA","Center for Robust Decision-making on Climate and Energy Policy (RDCEP), University of\nChicago, Chicago, IL, USA","NASA Goddard Institute for Space Studies, New York, NY, USA","Potsdam Institute for Climate Impact Research, Member of the Leibniz Association, Potsdam,\nGermany"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039306343","display_name":"Abigail Snyder","orcid":"https://orcid.org/0000-0002-9034-9948"},"institutions":[{"id":"https://openalex.org/I112475681","display_name":"Joint Global Change Research Institute","ror":"https://ror.org/058cmd703","country_code":"US","type":"facility","lineage":["https://openalex.org/I112475681","https://openalex.org/I142606810","https://openalex.org/I66946132"]},{"id":"https://openalex.org/I142606810","display_name":"Pacific Northwest National Laboratory","ror":"https://ror.org/05h992307","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I142606810"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Abigail Snyder","raw_affiliation_string":"Joint Global Change Research Institute, Pacific Northwest National Laboratory, College Park, MD, USA","raw_affiliation_strings":["Joint Global Change Research Institute, Pacific Northwest National Laboratory, College Park, MD, USA"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010897768","display_name":"Marie Dury","orcid":null},"institutions":[],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Marie Dury","raw_affiliation_string":"UnitÃ© de ModÃ©lisation du Climat et des Cycles BiogÃ©ochimiques, UR SPHERES,  Institut d'Astrophysique et de GÃ©ophysique, University of LiÃ¨ge, LiÃ¨ge, Belgium","raw_affiliation_strings":["UnitÃ© de ModÃ©lisation du Climat et des Cycles BiogÃ©ochimiques, UR SPHERES,  Institut d'Astrophysique et de GÃ©ophysique, University of LiÃ¨ge, LiÃ¨ge, Belgium"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007708789","display_name":"Pete Falloon","orcid":"https://orcid.org/0000-0001-7567-8885"},"institutions":[{"id":"https://openalex.org/I1293035123","display_name":"Met Office","ror":"https://ror.org/01ch2yn61","country_code":"GB","type":"government","lineage":["https://openalex.org/I1293035123"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Pete D. Falloon","raw_affiliation_string":"Met Office Hadley Centre, Exeter, UK","raw_affiliation_strings":["Met Office Hadley Centre, Exeter, UK"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033109660","display_name":"Christian Folberth","orcid":"https://orcid.org/0000-0002-6738-5238"},"institutions":[{"id":"https://openalex.org/I1317774081","display_name":"International Institute for Applied Systems Analysis","ror":"https://ror.org/02wfhk785","country_code":"AT","type":"nonprofit","lineage":["https://openalex.org/I1317774081"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Christian Folberth","raw_affiliation_string":"Ecosystem Services and Management Program, International Institute for Applied Systems Analysis, Laxenburg, Austria","raw_affiliation_strings":["Ecosystem Services and Management Program, International Institute for Applied Systems Analysis, Laxenburg, Austria"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033439605","display_name":"Louis François","orcid":"https://orcid.org/0000-0001-8292-8360"},"institutions":[],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Louis François","raw_affiliation_string":"UnitÃ© de ModÃ©lisation du Climat et des Cycles BiogÃ©ochimiques, UR SPHERES,  Institut d'Astrophysique et de GÃ©ophysique, University of LiÃ¨ge, LiÃ¨ge, Belgium","raw_affiliation_strings":["UnitÃ© de ModÃ©lisation du Climat et des Cycles BiogÃ©ochimiques, UR SPHERES,  Institut d'Astrophysique et de GÃ©ophysique, University of LiÃ¨ge, LiÃ¨ge, Belgium"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056866914","display_name":"Tobias Hank","orcid":"https://orcid.org/0000-0001-7491-0291"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universität München","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Tobias Hank","raw_affiliation_string":"Department of Geography, Ludwig-Maximilians-UniversitÃ¤t MÃ¼nchen, Munich,\nGermany","raw_affiliation_strings":["Department of Geography, Ludwig-Maximilians-UniversitÃ¤t MÃ¼nchen, Munich,\nGermany"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015635783","display_name":"R. C. Izaurralde","orcid":null},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I1317227900","https://openalex.org/I66946132"]},{"id":"https://openalex.org/I91045830","display_name":"Texas A\u0026M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I173268674","https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"R. Cesar Izaurralde","raw_affiliation_string":"Department of Geographical Sciences, University of Maryland, College Park, MD, USA; Texas Agrilife Research and Extension, Texas A\u0026M University, Temple, TX, USA","raw_affiliation_strings":["Department of Geographical Sciences, University of Maryland, College Park, MD, USA","Texas Agrilife Research and Extension, Texas A\u0026M University, Temple, TX, USA"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031688389","display_name":"Ingrid Jacquemin","orcid":null},"institutions":[],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Ingrid Jacquemin","raw_affiliation_string":"UnitÃ© de ModÃ©lisation du Climat et des Cycles BiogÃ©ochimiques, UR SPHERES,  Institut d'Astrophysique et de GÃ©ophysique, University of LiÃ¨ge, LiÃ¨ge, Belgium","raw_affiliation_strings":["UnitÃ© de ModÃ©lisation du Climat et des Cycles BiogÃ©ochimiques, UR SPHERES,  Institut d'Astrophysique et de GÃ©ophysique, University of LiÃ¨ge, LiÃ¨ge, Belgium"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026138663","display_name":"Curtis D. Jones","orcid":"https://orcid.org/0000-0002-4008-5964"},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I1317227900","https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Curtis Jones","raw_affiliation_string":"Department of Geographical Sciences, University of Maryland, College Park, MD, USA","raw_affiliation_strings":["Department of Geographical Sciences, University of Maryland, College Park, MD, USA"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082199987","display_name":"Michelle Li","orcid":null},"institutions":[{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Michelle Li","raw_affiliation_string":"Center for Robust Decision-making on Climate and Energy Policy (RDCEP), University of\nChicago, Chicago, IL, USA","raw_affiliation_strings":["Center for Robust Decision-making on Climate and Energy Policy (RDCEP), University of\nChicago, Chicago, IL, USA"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088750452","display_name":"Wenfeng Liu","orcid":"https://orcid.org/0000-0002-8699-3677"},"institutions":[{"id":"https://openalex.org/I63664421","display_name":"Swiss Federal Institute of Aquatic Science and Technology","ror":"https://ror.org/00pc48d59","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I63664421"]},{"id":"https://openalex.org/I4210124937","display_name":"Laboratoire des Sciences du Climat et de l'Environnement","ror":"https://ror.org/03dsd0g48","country_code":"FR","type":"facility","lineage":["https://openalex.org/I195731000","https://openalex.org/I2738703131","https://openalex.org/I4210113668","https://openalex.org/I4210124937","https://openalex.org/I4210148025"]},{"id":"https://openalex.org/I195731000","display_name":"Versailles Saint-Quentin-en-Yvelines University","ror":"https://ror.org/03mkjjy25","country_code":"FR","type":"education","lineage":["https://openalex.org/I195731000","https://openalex.org/I277688954"]},{"id":"https://openalex.org/I2738703131","display_name":"Atomic Energy and Alternative Energies Commission","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]},{"id":"https://openalex.org/I4210128565","display_name":"CEA Saclay","ror":"https://ror.org/03n15ch10","country_code":"FR","type":"government","lineage":["https://openalex.org/I4210127723","https://openalex.org/I4210128565"]},{"id":"https://openalex.org/I1294671590","display_name":"French National Centre for Scientific Research","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]}],"countries":["CH","FR"],"is_corresponding":true,"raw_author_name":"Wenfeng Liu","raw_affiliation_string":"EAWAG, Swiss Federal Institute of Aquatic Science and Technology, DÃ¼bendorf, Switzerland; Laboratoire des Sciences du Climat et de l'Environnement, LSCE/IPSL, CEA-CNRS-UVSQ, UniversitÃ© Paris-Saclay, Gif-sur-Yvette, France","raw_affiliation_strings":["EAWAG, Swiss Federal Institute of Aquatic Science and Technology, DÃ¼bendorf, Switzerland","Laboratoire des Sciences du Climat et de l'Environnement, LSCE/IPSL, CEA-CNRS-UVSQ, UniversitÃ© Paris-Saclay, Gif-sur-Yvette, France"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033316743","display_name":"Stefan Olin","orcid":"https://orcid.org/0000-0002-8621-3300"},"institutions":[{"id":"https://openalex.org/I187531555","display_name":"Lund University","ror":"https://ror.org/012a77v79","country_code":"SE","type":"education","lineage":["https://openalex.org/I187531555"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Stefan Olin","raw_affiliation_string":"Department of Physical Geography and Ecosystem Science, Lund University, Lund, Sweden","raw_affiliation_strings":["Department of Physical Geography and Ecosystem Science, Lund University, Lund, Sweden"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002234101","display_name":"Meridel Phillips","orcid":"https://orcid.org/0000-0002-7288-1586"},"institutions":[{"id":"https://openalex.org/I116578957","display_name":"Goddard Institute for Space Studies","ror":"https://ror.org/01cyfxe35","country_code":"US","type":"facility","lineage":["https://openalex.org/I116578957","https://openalex.org/I4210124779"]},{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Meridel Phillips","raw_affiliation_string":"Earth Institute Center for Climate Systems Research, Columbia University, New York, NY, USA; NASA Goddard Institute for Space Studies, New York, NY, USA","raw_affiliation_strings":["Earth Institute Center for Climate Systems Research, Columbia University, New York, NY, USA","NASA Goddard Institute for Space Studies, New York, NY, USA"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069912221","display_name":"Thomas A. M. Pugh","orcid":"https://orcid.org/0000-0002-6242-7371"},"institutions":[{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]},{"id":"https://openalex.org/I4210134612","display_name":"Forest Research","ror":"https://ror.org/03wcc3744","country_code":"GB","type":"other","lineage":["https://openalex.org/I4210134612"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Thomas A. M. Pugh","raw_affiliation_string":"Birmingham Institute of Forest Research, University of Birmingham, Birmingham, UK; School of Geography, Earth and Environmental Sciences, University of Birmingham, Birmingham, UK","raw_affiliation_strings":["Birmingham Institute of Forest Research, University of Birmingham, Birmingham, UK","School of Geography, Earth and Environmental Sciences, University of Birmingham, Birmingham, UK"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089221055","display_name":"Ashwan Reddy","orcid":null},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I1317227900","https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ashwan Reddy","raw_affiliation_string":"Department of Geographical Sciences, University of Maryland, College Park, MD, USA","raw_affiliation_strings":["Department of Geographical Sciences, University of Maryland, College Park, MD, USA"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022831179","display_name":"K. D. Williams","orcid":null},"institutions":[{"id":"https://openalex.org/I1293035123","display_name":"Met Office","ror":"https://ror.org/01ch2yn61","country_code":"GB","type":"government","lineage":["https://openalex.org/I1293035123"]},{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Karina Williams","raw_affiliation_string":"Global Systems Institute, University of Exeter, Laver Building, North Park Road, Exeter, UK; Met Office Hadley Centre, Exeter, UK","raw_affiliation_strings":["Global Systems Institute, University of Exeter, Laver Building, North Park Road, Exeter, UK","Met Office Hadley Centre, Exeter, UK"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035806240","display_name":"Ziwei Wang","orcid":"https://orcid.org/0000-0001-7813-4488"},"institutions":[{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ziwei Wang","raw_affiliation_string":"Department of the Geophysical Sciences, University of Chicago, Chicago, IL, USA","raw_affiliation_strings":["Department of the Geophysical Sciences, University of Chicago, Chicago, IL, USA"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030740782","display_name":"Florian Zabel","orcid":"https://orcid.org/0000-0002-2923-4412"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universität München","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Florian Zabel","raw_affiliation_string":"Department of Geography, Ludwig-Maximilians-UniversitÃ¤t MÃ¼nchen, Munich,\nGermany","raw_affiliation_strings":["Department of Geography, Ludwig-Maximilians-UniversitÃ¤t MÃ¼nchen, Munich,\nGermany"]},{"author_position":"last","author":{"id":"https://openalex.org/A5082670005","display_name":"E. J. Moyer","orcid":"https://orcid.org/0000-0003-1829-5196"},"institutions":[{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Elisabeth J. Moyer","raw_affiliation_string":"Department of the Geophysical Sciences, University of Chicago, Chicago, IL, USA","raw_affiliation_strings":["Department of the Geophysical Sciences, University of Chicago, Chicago, IL, USA"]}],"countries_distinct_count":8,"institutions_distinct_count":22,"corresponding_author_ids":["https://openalex.org/A5080205152","https://openalex.org/A5079972031","https://openalex.org/A5078998252","https://openalex.org/A5050787568","https://openalex.org/A5065620590","https://openalex.org/A5039306343","https://openalex.org/A5010897768","https://openalex.org/A5007708789","https://openalex.org/A5033109660","https://openalex.org/A5033439605","https://openalex.org/A5056866914","https://openalex.org/A5015635783","https://openalex.org/A5031688389","https://openalex.org/A5026138663","https://openalex.org/A5082199987","https://openalex.org/A5088750452","https://openalex.org/A5033316743","https://openalex.org/A5002234101","https://openalex.org/A5069912221","https://openalex.org/A5089221055","https://openalex.org/A5022831179","https://openalex.org/A5035806240","https://openalex.org/A5030740782","https://openalex.org/A5082670005"],"corresponding_institution_ids":["https://openalex.org/I40347166","https://openalex.org/I60200437","https://openalex.org/I315704651","https://openalex.org/I40347166","https://openalex.org/I116578957","https://openalex.org/I78577930","https://openalex.org/I116578957","https://openalex.org/I40347166","https://openalex.org/I60200437","https://openalex.org/I315704651","https://openalex.org/I78577930","https://openalex.org/I112475681","https://openalex.org/I142606810","https://openalex.org/I1293035123","https://openalex.org/I1317774081","https://openalex.org/I8204097","https://openalex.org/I66946132","https://openalex.org/I91045830","https://openalex.org/I66946132","https://openalex.org/I40347166","https://openalex.org/I63664421","https://openalex.org/I4210124937","https://openalex.org/I195731000","https://openalex.org/I2738703131","https://openalex.org/I4210128565","https://openalex.org/I1294671590","https://openalex.org/I187531555","https://openalex.org/I116578957","https://openalex.org/I78577930","https://openalex.org/I79619799","https://openalex.org/I4210134612","https://openalex.org/I66946132","https://openalex.org/I1293035123","https://openalex.org/I23923803","https://openalex.org/I40347166","https://openalex.org/I8204097","https://openalex.org/I40347166"],"apc_list":{"value":1600,"currency":"EUR","value_usd":1725,"provenance":"doaj"},"apc_paid":{"value":1600,"currency":"EUR","value_usd":1725,"provenance":"doaj"},"has_fulltext":false,"cited_by_count":16,"cited_by_percentile_year":{"min":93,"max":94},"biblio":{"volume":"13","issue":"9","first_page":"3995","last_page":"4018"},"is_retracted":false,"is_paratext":false,"keywords":[{"keyword":"ggcmi phase","score":0.6081},{"keyword":"crop","score":0.4115},{"keyword":"emulators","score":0.2629}],"concepts":[{"id":"https://openalex.org/C25022447","wikidata":"https://www.wikidata.org/wiki/Q5178021","display_name":"Coupled model intercomparison project","level":4,"score":0.8303679},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6865905},{"id":"https://openalex.org/C107054158","wikidata":"https://www.wikidata.org/wiki/Q25257","display_name":"Precipitation","level":2,"score":0.58145416},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.57872},{"id":"https://openalex.org/C168754636","wikidata":"https://www.wikidata.org/wiki/Q620920","display_name":"Climate model","level":3,"score":0.56129795},{"id":"https://openalex.org/C126343540","wikidata":"https://www.wikidata.org/wiki/Q889514","display_name":"Crop yield","level":2,"score":0.5304555},{"id":"https://openalex.org/C2777106113","wikidata":"https://www.wikidata.org/wiki/Q18349347","display_name":"Crop simulation model","level":3,"score":0.503992},{"id":"https://openalex.org/C149810388","wikidata":"https://www.wikidata.org/wiki/Q5374873","display_name":"Emulation","level":2,"score":0.49954438},{"id":"https://openalex.org/C137580998","wikidata":"https://www.wikidata.org/wiki/Q235352","display_name":"Crop","level":2,"score":0.46244982},{"id":"https://openalex.org/C137660486","wikidata":"https://www.wikidata.org/wiki/Q732240","display_name":"Growing season","level":2,"score":0.4474287},{"id":"https://openalex.org/C134121241","wikidata":"https://www.wikidata.org/wiki/Q899301","display_name":"Yield (engineering)","level":2,"score":0.42748237},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.41233003},{"id":"https://openalex.org/C91586092","wikidata":"https://www.wikidata.org/wiki/Q757520","display_name":"Atmospheric sciences","level":1,"score":0.40780362},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.35053623},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.17851213},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.13693568},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1008147},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[],"locations_count":11,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.5194/gmd-13-3995-2020","pdf_url":"https://gmd.copernicus.org/articles/13/3995/2020/gmd-13-3995-2020.pdf","source":{"id":"https://openalex.org/S60406085","display_name":"Geoscientific Model Development","issn_l":"1991-959X","issn":["1991-9603","1991-959X"],"is_oa":true,"is_in_doaj":true,"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"journal"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://hal.science/hal-02968695","pdf_url":"https://hal.science/hal-02968695/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"French National Centre for Scientific Research","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["French National Centre for Scientific Research"],"type":"repository"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":false,"landing_page_url":"https://www.osti.gov/biblio/1770073","pdf_url":null,"source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"host_organization_lineage_names":["Office of Scientific and Technical Information"],"type":"repository"},"license":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"http://nbn-resolving.de/urn:nbn:de:bvb:19-epub-90453-8","pdf_url":"https://epub.ub.uni-muenchen.de/90453/1/gmd-13-3995-2020.pdf","source":{"id":"https://openalex.org/S4377196273","display_name":"Open Acess LMU (Ludwig-Maximilians-Universität München)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"host_organization":"https://openalex.org/I8204097","host_organization_name":"Ludwig-Maximilians-Universität München","host_organization_lineage":["https://openalex.org/I8204097"],"host_organization_lineage_names":["Ludwig-Maximilians-Universität München"],"type":"repository"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://hal.archives-ouvertes.fr/hal-02968695/file/gmd-13-3995-2020.pdf","pdf_url":"https://hal.archives-ouvertes.fr/hal-02968695/file/gmd-13-3995-2020.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"French National Centre for Scientific Research","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["French National Centre for Scientific Research"],"type":"repository"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://hal.science/hal-02968695/file/gmd-13-3995-2020.pdf","pdf_url":"https://hal.science/hal-02968695/file/gmd-13-3995-2020.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"French National Centre for Scientific Research","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["French National Centre for Scientific Research"],"type":"repository"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://publications.pik-potsdam.de/pubman/item/item_24280_2/component/file_25134/24280oa.pdf","pdf_url":"https://publications.pik-potsdam.de/pubman/item/item_24280_2/component/file_25134/24280oa.pdf","source":{"id":"https://openalex.org/S4306400891","display_name":"Publication Database PIK (Potsdam Institute for Climate Impact Research (PIK))","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I60200437","host_organization_name":"Potsdam Institute for Climate Impact Research","host_organization_lineage":["https://openalex.org/I60200437"],"host_organization_lineage_names":["Potsdam Institute for Climate Impact Research"],"type":"repository"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://publications.pik-potsdam.de/pubman/item/item_24280","pdf_url":"https://publications.pik-potsdam.de/pubman/item/item_24280_4/component/file_25134/24280oa.pdf","source":{"id":"https://openalex.org/S4306400891","display_name":"Publication Database PIK (Potsdam Institute for Climate Impact Research (PIK))","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I60200437","host_organization_name":"Potsdam Institute for Climate Impact Research","host_organization_lineage":["https://openalex.org/I60200437"],"host_organization_lineage_names":["Potsdam Institute for Climate Impact Research"],"type":"repository"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://www.dora.lib4ri.ch/eawag/islandora/object/eawag%3A21284","pdf_url":"https://www.dora.lib4ri.ch/eawag/islandora/object/eawag%3A21284/datastream/PDF/Franke-2020-The_GGCMI_Phase%C2%A02_emulators-%28published_version%29.pdf","source":{"id":"https://openalex.org/S4306400127","display_name":"DORA Eawag (Swiss Federal Institute of Aquatic Science and Technology (Eawag))","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I63664421","host_organization_name":"Swiss Federal Institute of Aquatic Science and Technology","host_organization_lineage":["https://openalex.org/I63664421"],"host_organization_lineage_names":["Swiss Federal Institute of Aquatic Science and Technology"],"type":"repository"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://hal.archives-ouvertes.fr/hal-02968695/document","pdf_url":"https://hal.archives-ouvertes.fr/hal-02968695/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"French National Centre for Scientific Research","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["French National Centre for Scientific Research"],"type":"repository"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://doi.org/10.5194/gmd-2019-365","pdf_url":"https://doi.org/10.5194/gmd-2019-365","source":null,"license":null,"version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.5194/gmd-13-3995-2020","pdf_url":"https://gmd.copernicus.org/articles/13/3995/2020/gmd-13-3995-2020.pdf","source":{"id":"https://openalex.org/S60406085","display_name":"Geoscientific Model Development","issn_l":"1991-959X","issn":["1991-9603","1991-959X"],"is_oa":true,"is_in_doaj":true,"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"journal"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.69}],"grants":[{"funder":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation","award_id":"SES-1463644"},{"funder":"https://openalex.org/F4320334678","funder_display_name":"European Research Council","award_id":null},{"funder":"https://openalex.org/F4320337368","funder_display_name":"Division of Graduate Education","award_id":"DGE-173535"}],"referenced_works_count":89,"referenced_works":["https://openalex.org/W1487147273","https://openalex.org/W1524170368","https://openalex.org/W1528483814","https://openalex.org/W1534619124","https://openalex.org/W1630534919","https://openalex.org/W1845868556","https://openalex.org/W1855101823","https://openalex.org/W1965220775","https://openalex.org/W1970220400","https://openalex.org/W1996404883","https://openalex.org/W1997065014","https://openalex.org/W2003888205","https://openalex.org/W2009442089","https://openalex.org/W2011969193","https://openalex.org/W2012134942","https://openalex.org/W2020035341","https://openalex.org/W2024966118","https://openalex.org/W2025540709","https://openalex.org/W2035135646","https://openalex.org/W2039323753","https://openalex.org/W2047684158","https://openalex.org/W2052067198","https://openalex.org/W2052809582","https://openalex.org/W2064019196","https://openalex.org/W2065639733","https://openalex.org/W2065775831","https://openalex.org/W2069079992","https://openalex.org/W2069466983","https://openalex.org/W2070576684","https://openalex.org/W2072613263","https://openalex.org/W2077766806","https://openalex.org/W2080281876","https://openalex.org/W2081607272","https://openalex.org/W2084099731","https://openalex.org/W2099447171","https://openalex.org/W2108182541","https://openalex.org/W2110534701","https://openalex.org/W2117162642","https://openalex.org/W2118604661","https://openalex.org/W2118921617","https://openalex.org/W2121745948","https://openalex.org/W2125107816","https://openalex.org/W2140155467","https://openalex.org/W2140570228","https://openalex.org/W2142231247","https://openalex.org/W2142638622","https://openalex.org/W2150234230","https://openalex.org/W2155162055","https://openalex.org/W2155380844","https://openalex.org/W2158883105","https://openalex.org/W2161994757","https://openalex.org/W2164896790","https://openalex.org/W2171363478","https://openalex.org/W2175813351","https://openalex.org/W2178055167","https://openalex.org/W2180126142","https://openalex.org/W2257579174","https://openalex.org/W2274220569","https://openalex.org/W2322166108","https://openalex.org/W2330742964","https://openalex.org/W2512939225","https://openalex.org/W2514779108","https://openalex.org/W2520448605","https://openalex.org/W2521620749","https://openalex.org/W2521677216","https://openalex.org/W2527737192","https://openalex.org/W2537682884","https://openalex.org/W2566270204","https://openalex.org/W2581615635","https://openalex.org/W2582457732","https://openalex.org/W2724299548","https://openalex.org/W2735391348","https://openalex.org/W2743735602","https://openalex.org/W2747319455","https://openalex.org/W2753613426","https://openalex.org/W2759257303","https://openalex.org/W2766769711","https://openalex.org/W2769369823","https://openalex.org/W2884629410","https://openalex.org/W2888246749","https://openalex.org/W2889668982","https://openalex.org/W2907373137","https://openalex.org/W2911546748","https://openalex.org/W2942591112","https://openalex.org/W2954047878","https://openalex.org/W2963391648","https://openalex.org/W2979202165","https://openalex.org/W2982202141","https://openalex.org/W4254282862"],"related_works":["https://openalex.org/W3132712337","https://openalex.org/W2988748982","https://openalex.org/W2088267788","https://openalex.org/W4291721252","https://openalex.org/W4316037858","https://openalex.org/W3005656389","https://openalex.org/W4383695503","https://openalex.org/W2965966360","https://openalex.org/W2173864361","https://openalex.org/W2556442003"],"ngrams_url":"https://api.openalex.org/works/W3005656389/ngrams","abstract_inverted_index":{"Abstract.":[0],"Statistical":[1],"emulation":[2,162],"allows":[3,111,119],"combining":[4],"advantageous":[5],"features":[6],"of":[7,17,29,62,125,224,236,263,271],"statistical":[8],"and":[9,36,88,107,228,268],"process-based":[10,33],"crop":[11,22,34,78,170,245],"models":[12,35,127,171],"for":[13,31,68],"understanding":[14],"the":[15,27,42,59,121,195,209,222],"effects":[16,223],"future":[18,204],"climate":[19,143,175,205,272],"changes":[20,225],"on":[21,157],"yields.":[23],"We":[24,192],"describe":[25],"here":[26,149],"development":[28,70],"emulators":[30,198,241],"nine":[32],"five":[37],"crops":[38,187],"using":[39],"output":[40],"from":[41],"Global":[43],"Gridded":[44],"Model":[45],"Intercomparison":[46],"Project":[47],"(GGCMI)":[48],"Phase":[49,53,211],"2.":[50],"The":[51,117,239],"GGCMI":[52,197,210],"2":[54,212],"experiment":[55],"is":[56,214],"designed":[57],"with":[58,128,216],"explicit":[60],"goal":[61],"producing":[63],"a":[64,129,139,249,255],"structured":[65],"training":[66],"dataset":[67,118,213],"emulator":[69],"that":[71,100,108,150,194,221,257],"samples":[72],"across":[73,169,174],"four":[74],"dimensions":[75],"relevant":[76,244],"to":[77,114,167,234],"yields:":[79],"atmospheric":[80],"carbon":[81],"dioxide":[82],"(CO2)":[83],"concentrations,":[84],"temperature,":[85],"water":[86],"supply,":[87],"nitrogen":[89],"inputs":[90],"(CTWN).":[91],"Simulations":[92],"are":[93,138,164,188,231],"run":[94],"under":[95,202],"two":[96],"different":[97],"adaptation":[98],"assumptions:":[99],"growing":[101,112],"seasons":[102,113],"shorten":[103],"in":[104,132,142,182,226,248],"warmer":[105],"climates,":[106],"cultivar":[109],"choice":[110],"remain":[115],"fixed.":[116],"emulating":[120],"climatological-mean":[122],"yield":[123],"response":[124],"all":[126],"simple":[130],"polynomial":[131],"mean":[133],"growing-season":[134],"values.":[135],"Climatological-mean":[136],"yields":[137,201],"central":[140],"metric":[141],"change":[144],"impact":[145],"analysis;":[146],"we":[147],"show":[148],"they":[151],"can":[152,199,258],"be":[153],"captured":[154],"without":[155],"relying":[156],"interannual":[158],"variations.":[159],"In":[160],"general,":[161],"errors":[163,178],"negligible":[165],"relative":[166,233],"differences":[168],"or":[172],"even":[173,207],"model":[176,246,260],"scenarios;":[177],"become":[179],"significant":[180],"only":[181],"some":[183],"marginal":[184],"lands":[185],"where":[186],"not":[189],"currently":[190],"grown.":[191],"demonstrate":[193],"resulting":[196,240],"reproduce":[200],"realistic":[203],"simulations,":[206],"though":[208],"constructed":[215],"uniform":[217],"CTWN":[218],"offsets,":[219],"suggesting":[220],"temperature":[227],"precipitation":[229],"distributions":[230],"small":[232],"those":[235],"changing":[237],"means.":[238],"therefore":[242],"capture":[243],"responses":[247],"lightweight,":[250],"computationally":[251],"tractable":[252],"form,":[253],"providing":[254],"tool":[256],"facilitate":[259],"comparison,":[261],"diagnosis":[262],"interacting":[264],"factors":[265],"affecting":[266],"yields,":[267],"integrated":[269],"assessment":[270],"impacts.":[273]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W3005656389","counts_by_year":[{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4}],"updated_date":"2023-12-12T11:30:44.949906","created_date":"2020-02-24"},"https://doi.org/10.5194/gmd-12-1319-2019":{"id":"https://openalex.org/W2889668982","doi":"https://doi.org/10.5194/gmd-12-1319-2019","title":"A crop yield change emulator for use in GCAM and similar models: Persephone v1.0","display_name":"A crop yield change emulator for use in GCAM and similar models: Persephone v1.0","publication_year":2019,"publication_date":"2019-04-03","ids":{"openalex":"https://openalex.org/W2889668982","doi":"https://doi.org/10.5194/gmd-12-1319-2019","mag":"2889668982"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.5194/gmd-12-1319-2019","pdf_url":"https://gmd.copernicus.org/articles/12/1319/2019/gmd-12-1319-2019.pdf","source":{"id":"https://openalex.org/S60406085","display_name":"Geoscientific Model Development","issn_l":"1991-959X","issn":["1991-9603","1991-959X"],"is_oa":true,"is_in_doaj":true,"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"journal"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://gmd.copernicus.org/articles/12/1319/2019/gmd-12-1319-2019.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039306343","display_name":"Abigail Snyder","orcid":"https://orcid.org/0000-0002-9034-9948"},"institutions":[{"id":"https://openalex.org/I112475681","display_name":"Joint Global Change Research Institute","ror":"https://ror.org/058cmd703","country_code":"US","type":"facility","lineage":["https://openalex.org/I112475681","https://openalex.org/I142606810","https://openalex.org/I66946132"]},{"id":"https://openalex.org/I142606810","display_name":"Pacific Northwest National Laboratory","ror":"https://ror.org/05h992307","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I142606810"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Abigail Snyder","raw_affiliation_string":"Joint Global Change Research Institute, Pacific Northwest National Laboratory, College Park, MD, USA","raw_affiliation_strings":["Joint Global Change Research Institute, Pacific Northwest National Laboratory, College Park, MD, USA"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029098577","display_name":"Katherine Calvin","orcid":"https://orcid.org/0000-0003-2191-4189"},"institutions":[{"id":"https://openalex.org/I112475681","display_name":"Joint Global Change Research Institute","ror":"https://ror.org/058cmd703","country_code":"US","type":"facility","lineage":["https://openalex.org/I112475681","https://openalex.org/I142606810","https://openalex.org/I66946132"]},{"id":"https://openalex.org/I142606810","display_name":"Pacific Northwest National Laboratory","ror":"https://ror.org/05h992307","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I142606810"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Katherine V. Calvin","raw_affiliation_string":"Joint Global Change Research Institute, Pacific Northwest National Laboratory, College Park, MD, USA","raw_affiliation_strings":["Joint Global Change Research Institute, Pacific Northwest National Laboratory, College Park, MD, USA"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002234101","display_name":"Meridel Phillips","orcid":"https://orcid.org/0000-0002-7288-1586"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]},{"id":"https://openalex.org/I116578957","display_name":"Goddard Institute for Space Studies","ror":"https://ror.org/01cyfxe35","country_code":"US","type":"facility","lineage":["https://openalex.org/I116578957","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Meridel Phillips","raw_affiliation_string":"Earth Institute Center For Climate Systems Research, Columbia University, New York, NY, USA; Goddard Institute for Space Studies, NASA, New York, NY, USA","raw_affiliation_strings":["Earth Institute Center For Climate Systems Research, Columbia University, New York, NY, USA","Goddard Institute for Space Studies, NASA, New York, NY, USA"]},{"author_position":"last","author":{"id":"https://openalex.org/A5050787568","display_name":"Alex C. Ruane","orcid":null},"institutions":[{"id":"https://openalex.org/I116578957","display_name":"Goddard Institute for Space Studies","ror":"https://ror.org/01cyfxe35","country_code":"US","type":"facility","lineage":["https://openalex.org/I116578957","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Alex C. Ruane","raw_affiliation_string":"Goddard Institute for Space Studies, NASA, New York, NY, USA","raw_affiliation_strings":["Goddard Institute for Space Studies, NASA, New York, NY, USA"]}],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5039306343","https://openalex.org/A5029098577","https://openalex.org/A5002234101","https://openalex.org/A5050787568"],"corresponding_institution_ids":["https://openalex.org/I112475681","https://openalex.org/I142606810","https://openalex.org/I112475681","https://openalex.org/I142606810","https://openalex.org/I78577930","https://openalex.org/I116578957","https://openalex.org/I116578957"],"apc_list":{"value":1600,"currency":"EUR","value_usd":1725,"provenance":"doaj"},"apc_paid":{"value":1600,"currency":"EUR","value_usd":1725,"provenance":"doaj"},"has_fulltext":false,"cited_by_count":10,"cited_by_percentile_year":{"min":89,"max":90},"biblio":{"volume":"12","issue":"4","first_page":"1319","last_page":"1350"},"is_retracted":false,"is_paratext":false,"keywords":[{"keyword":"crop yield change emulator","score":0.7804},{"keyword":"gcam","score":0.4638},{"keyword":"persephone","score":0.3586}],"concepts":[{"id":"https://openalex.org/C134121241","wikidata":"https://www.wikidata.org/wiki/Q899301","display_name":"Yield (engineering)","level":2,"score":0.6562552},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.61760384},{"id":"https://openalex.org/C126343540","wikidata":"https://www.wikidata.org/wiki/Q889514","display_name":"Crop yield","level":2,"score":0.5804993},{"id":"https://openalex.org/C137580998","wikidata":"https://www.wikidata.org/wiki/Q235352","display_name":"Crop","level":2,"score":0.53836066},{"id":"https://openalex.org/C199491958","wikidata":"https://www.wikidata.org/wiki/Q737514","display_name":"Global change","level":3,"score":0.5175521},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.47161013},{"id":"https://openalex.org/C80368990","wikidata":"https://www.wikidata.org/wiki/Q3046459","display_name":"Earth system science","level":2,"score":0.46804047},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.4146},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.36246705},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.25581342},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.14648348},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.13204482},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.5194/gmd-12-1319-2019","pdf_url":"https://gmd.copernicus.org/articles/12/1319/2019/gmd-12-1319-2019.pdf","source":{"id":"https://openalex.org/S60406085","display_name":"Geoscientific Model Development","issn_l":"1991-959X","issn":["1991-9603","1991-959X"],"is_oa":true,"is_in_doaj":true,"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"journal"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":false,"landing_page_url":"https://www.osti.gov/biblio/1524152","pdf_url":null,"source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"host_organization_lineage_names":["Office of Scientific and Technical Information"],"type":"repository"},"license":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://www.osti.gov/biblio/1504787","pdf_url":null,"source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"host_organization_lineage_names":["Office of Scientific and Technical Information"],"type":"repository"},"license":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"http://hdl.handle.net/2060/20190002291","pdf_url":"https://ntrs.nasa.gov/api/citations/20190002291/downloads/20190002291.pdf","source":{"id":"https://openalex.org/S4377196257","display_name":"NASA STI Repository (National Aeronautics and Space Administration)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"host_organization":"https://openalex.org/I4210124779","host_organization_name":"National Aeronautics and Space Administration","host_organization_lineage":["https://openalex.org/I4210124779"],"host_organization_lineage_names":["National Aeronautics and Space Administration"],"type":"repository"},"license":"cc-by","version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.5194/gmd-12-1319-2019","pdf_url":"https://gmd.copernicus.org/articles/12/1319/2019/gmd-12-1319-2019.pdf","source":{"id":"https://openalex.org/S60406085","display_name":"Geoscientific Model Development","issn_l":"1991-959X","issn":["1991-9603","1991-959X"],"is_oa":true,"is_in_doaj":true,"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"journal"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.47},{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.43}],"grants":[{"funder":"https://openalex.org/F4320332359","funder_display_name":"Office of Science","award_id":"DE-AC05-76RLO1830"}],"referenced_works_count":40,"referenced_works":["https://openalex.org/W53688207","https://openalex.org/W1630534919","https://openalex.org/W1885078460","https://openalex.org/W1998022304","https://openalex.org/W2011652601","https://openalex.org/W2037460094","https://openalex.org/W2052809582","https://openalex.org/W2064019196","https://openalex.org/W2069079992","https://openalex.org/W2087527604","https://openalex.org/W2103517990","https://openalex.org/W2118604661","https://openalex.org/W2118921617","https://openalex.org/W2122430292","https://openalex.org/W2123281117","https://openalex.org/W2123577962","https://openalex.org/W2130444042","https://openalex.org/W2130902307","https://openalex.org/W2142231247","https://openalex.org/W2144720528","https://openalex.org/W2152581109","https://openalex.org/W2153328324","https://openalex.org/W2155380844","https://openalex.org/W2158883105","https://openalex.org/W2161994757","https://openalex.org/W2171363478","https://openalex.org/W2178055167","https://openalex.org/W2521677216","https://openalex.org/W2581615635","https://openalex.org/W2586649172","https://openalex.org/W2620179896","https://openalex.org/W2735391348","https://openalex.org/W2743735602","https://openalex.org/W2753613426","https://openalex.org/W2754728645","https://openalex.org/W2766611875","https://openalex.org/W2769369823","https://openalex.org/W2896083460","https://openalex.org/W4211049957","https://openalex.org/W4248681815"],"related_works":["https://openalex.org/W2375865294","https://openalex.org/W2742247290","https://openalex.org/W2254426893","https://openalex.org/W819365297","https://openalex.org/W2437189682","https://openalex.org/W3137032523","https://openalex.org/W2001602333","https://openalex.org/W2018149064","https://openalex.org/W1987089763","https://openalex.org/W2985080412"],"ngrams_url":"https://api.openalex.org/works/W2889668982/ngrams","abstract_inverted_index":{"Abstract.":[0],"Future":[1],"changes":[2,35,232],"in":[3,95,134,188,224,233,239],"Earth":[4,33,108],"system":[5,34,109],"state":[6],"will":[7,78,205],"impact":[8,203,241],"agricultural":[9,202,227],"yields":[10,39],"and,":[11],"through":[12],"these":[13,32],"changed":[14],"yields,":[15],"can":[16],"have":[17],"profound":[18],"impacts":[19,219],"on":[20,36,139,160],"the":[21,29,56,82,92,103,140,183,189,194,217,236,242],"global":[22,50],"economy.":[23],"Global":[24,57],"gridded":[25],"crop":[26,38,71,99,112,123],"models":[27,165],"estimate":[28],"influence":[30],"of":[31,84,122,170,182,201,220],"future":[37],"but":[40],"are":[41,126,137,158],"often":[42],"too":[43],"computationally":[44],"intensive":[45],"to":[46,74,87,172,179,208,235],"dynamically":[47],"couple":[48],"into":[49],"multi-sector":[51],"economic":[52,212,218,231],"models,":[53],"such":[54],"as":[55],"Change":[58],"Assessment":[59],"Model":[60,142],"(GCAM)":[61],"and":[62,81,111,144,157,163,210,229],"other":[63,211],"similar-in-scale":[64],"models.":[65,100],"Yet,":[66],"generalizing":[67],"a":[68,167,180,198,221,225],"faster":[69],"site-specific":[70],"model's":[72],"results":[73],"be":[75,206],"used":[76],"globally":[77],"introduce":[79],"inaccuracies,":[80],"question":[83],"which":[85],"model":[86],"use":[88],"is":[89],"unclear":[90],"given":[91],"wide":[93],"variation":[94],"yield":[96,113,117,175,184],"response":[97,124,131,176,185,196,234],"across":[98],"To":[101],"examine":[102],"feedback":[104],"loop":[105],"among":[106],"socioeconomics,":[107],"changes,":[110,114],"rapidly":[115],"generated":[116],"responses":[118],"with":[119,166],"some":[120],"quantification":[121],"uncertainty":[125],"desirable.":[127],"The":[128],"Persephone":[129,195],"v1.0":[130],"functions":[132,177],"presented":[133],"this":[135],"work":[136],"based":[138],"Agricultural":[141],"Intercomparison":[143],"Improvement":[145],"Project":[146,151],"(AgMIP)":[147],"Coordinated":[148],"Climate-Crop":[149],"Modeling":[150],"(C3MP)":[152],"sensitivity":[153],"test":[154],"data":[155,191],"set":[156],"focused":[159],"providing":[161],"GCAM":[162,209],"similar":[164],"tractable":[168],"number":[169],"rapid":[171],"evaluate":[173],"dynamic":[174],"corresponding":[178],"range":[181],"sensitivities":[186],"seen":[187],"C3MP":[190],"set.":[192],"With":[193],"functions,":[197],"new":[199],"variety":[200],"experiments":[204],"open":[207],"models:":[213],"for":[214],"example,":[215],"examining":[216],"multi-year":[222],"drought":[223,237],"key":[226],"region":[228],"how":[230],"can,":[238],"turn,":[240],"drought.":[243]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2889668982","counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":5}],"updated_date":"2023-12-14T02:40:07.104668","created_date":"2018-09-27"}},"citation_counts":{"https://doi.org/10.21105/joss.05226":0,"https://doi.org/10.1088/1748-9326/abd8fc":44,"https://doi.org/10.5194/gmd-13-3995-2020":15,"https://doi.org/10.5194/gmd-12-1319-2019":10},"total_citations":69,"keywords_from_contributors":[],"project_url":"https://ost.ecosyste.ms/api/v1/projects/21177","html_url":"https://ost.ecosyste.ms/projects/21177"}