{"id":"https://openalex.org/W3006561979","doi":"https://doi.org/10.1002/csc2.20109","title":"Integrating genetic gain and gap analysis to predict improvements in crop productivity","display_name":"Integrating genetic gain and gap analysis to predict improvements in crop productivity","publication_year":2020,"publication_date":"2020-02-12","ids":{"openalex":"https://openalex.org/W3006561979","doi":"https://doi.org/10.1002/csc2.20109","mag":"3006561979"},"language":"en","primary_location":{"id":"doi:10.1002/csc2.20109","doi":"https://doi.org/10.1002/csc2.20109","is_oa":true,"landing_page_url":"https://doi.org/10.1002/csc2.20109","pdf_url":"https://acsess.onlinelibrary.wiley.com/doi/pdfdirect/10.1002/csc2.20109","source":{"id":"https://openalex.org/S48277251","display_name":"Crop Science","issn_l":"0011-183X","issn":["0011-183X","1435-0653"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-100","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Crop Science","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://acsess.onlinelibrary.wiley.com/doi/pdfdirect/10.1002/csc2.20109","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083105570","display_name":"Mark Cooper","orcid":"https://orcid.org/0000-0002-9418-3359","observed_orcids":["https://orcid.org/0000-0002-9418-3359"]},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Mark Cooper","raw_affiliation_strings":["Queensland Alliance for Agriculture and Food Innovation, Centre for Crop Science, University of Queensland, Brisbane, QLD, 4072 Australia"],"raw_orcid":"https://orcid.org/0000-0002-9418-3359","affiliations":[{"raw_affiliation_string":"Queensland Alliance for Agriculture and Food Innovation, Centre for Crop Science, University of Queensland, Brisbane, QLD, 4072 Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084401978","display_name":"Tom Tang","orcid":"https://orcid.org/0000-0002-9085-8822","observed_orcids":["https://orcid.org/0000-0002-9085-8822","https://orcid.org/0000-0003-2589-703X"]},"institutions":[{"id":"https://openalex.org/I4210121787","display_name":"Corteva (United States)","ror":"https://ror.org/02pm1jf23","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121787"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tom Tang","raw_affiliation_strings":["Research and Development, Corteva Agriscience, Johnston, IA, 50131 USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research and Development, Corteva Agriscience, Johnston, IA, 50131 USA","institution_ids":["https://openalex.org/I4210121787"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085250945","display_name":"Carla Gho","orcid":"https://orcid.org/0000-0001-8361-5366","observed_orcids":["https://orcid.org/0000-0001-8361-5366"]},"institutions":[{"id":"https://openalex.org/I4210121787","display_name":"Corteva (United States)","ror":"https://ror.org/02pm1jf23","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121787"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carla Gho","raw_affiliation_strings":["Viluco Experiment Station, Corteva Agriscience, Santa Filomena 1609, PO Box 267, Buin, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Viluco Experiment Station, Corteva Agriscience, Santa Filomena 1609, PO Box 267, Buin, Chile","institution_ids":["https://openalex.org/I4210121787"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tim Hart","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210121787","display_name":"Corteva (United States)","ror":"https://ror.org/02pm1jf23","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121787"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tim Hart","raw_affiliation_strings":["Research and Development, Corteva Agriscience, Johnston, IA, 50131 USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research and Development, Corteva Agriscience, Johnston, IA, 50131 USA","institution_ids":["https://openalex.org/I4210121787"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060800572","display_name":"Graeme Hammer","orcid":"https://orcid.org/0000-0002-1180-7374","observed_orcids":["https://orcid.org/0000-0002-1180-7374"]},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Graeme Hammer","raw_affiliation_strings":["Queensland Alliance for Agriculture and Food Innovation, Centre for Crop Science, University of Queensland, Brisbane, QLD, 4072 Australia"],"raw_orcid":"https://orcid.org/0000-0002-1180-7374","affiliations":[{"raw_affiliation_string":"Queensland Alliance for Agriculture and Food Innovation, Centre for Crop Science, University of Queensland, Brisbane, QLD, 4072 Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089812471","display_name":"Carlos D. Messina","orcid":"https://orcid.org/0000-0002-5501-9281","observed_orcids":["https://orcid.org/0000-0002-5501-9281"]},"institutions":[{"id":"https://openalex.org/I4210121787","display_name":"Corteva (United States)","ror":"https://ror.org/02pm1jf23","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121787"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carlos Messina","raw_affiliation_strings":["Research and Development, Corteva Agriscience, Johnston, IA, 50131 USA"],"raw_orcid":"https://orcid.org/0000-0002-5501-9281","affiliations":[{"raw_affiliation_string":"Research and Development, Corteva Agriscience, Johnston, IA, 50131 USA","institution_ids":["https://openalex.org/I4210121787"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5083105570"],"corresponding_institution_ids":["https://openalex.org/I165143802"],"apc_list":{"value":1980,"currency":"USD","value_usd":1980},"apc_paid":{"value":1980,"currency":"USD","value_usd":1980},"fwci":14.2183,"has_fulltext":true,"cited_by_count":131,"citation_normalized_percentile":{"value":0.99456565,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"60","issue":"2","first_page":"582","last_page":"604"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12310","display_name":"Crop Yield and Soil Fertility","score":0.7749000191688538,"subfield":{"id":"https://openalex.org/subfields/1102","display_name":"Agronomy and Crop Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12310","display_name":"Crop Yield and Soil Fertility","score":0.7749000191688538,"subfield":{"id":"https://openalex.org/subfields/1102","display_name":"Agronomy and Crop Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11229","display_name":"Genetics and Plant Breeding","score":0.20069999992847443,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13628","display_name":"Agricultural Productivity and Crop Improvement","score":0.012500000186264515,"subfield":{"id":"https://openalex.org/subfields/1102","display_name":"Agronomy and Crop Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/crop-growth-model","display_name":"crop growth simulation","score":0.8629999756813049},{"id":"https://openalex.org/keywords/genetic-gain","display_name":"genetic gain","score":0.7630000114440918},{"id":"https://openalex.org/keywords/yield-gap","display_name":"yield gap","score":0.7820000052452087},{"id":"https://openalex.org/keywords/maize","display_name":"maize","score":0.7540000081062317},{"id":"https://openalex.org/keywords/drought-stress","display_name":"drought stress","score":0.4650000035762787},{"id":"https://openalex.org/keywords/water-use","display_name":"water consumption","score":0.4909999966621399},{"id":"https://openalex.org/keywords/yield-prediction","display_name":"yield prediction","score":0.6039999723434448},{"id":"https://openalex.org/keywords/integrated-crop-management","display_name":"integrated crop management","score":0.5120000243186951},{"id":"https://openalex.org/keywords/yield-potential","display_name":"yield potential","score":0.4189999997615814},{"id":"https://openalex.org/keywords/corn-belt","display_name":"Corn Belt","score":0.6710000038146973}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.7053765058517456},{"id":"https://openalex.org/C126343540","wikidata":"https://www.wikidata.org/wiki/Q889514","display_name":"Crop yield","level":2,"score":0.5703684687614441},{"id":"https://openalex.org/C197640229","wikidata":"https://www.wikidata.org/wiki/Q2534066","display_name":"Predictability","level":2,"score":0.5476046204566956},{"id":"https://openalex.org/C204983608","wikidata":"https://www.wikidata.org/wiki/Q2111958","display_name":"Productivity","level":2,"score":0.5242353081703186},{"id":"https://openalex.org/C2777106113","wikidata":"https://www.wikidata.org/wiki/Q18349347","display_name":"Crop simulation model","level":3,"score":0.4848962426185608},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.438507616519928},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.43315401673316956},{"id":"https://openalex.org/C134121241","wikidata":"https://www.wikidata.org/wiki/Q899301","display_name":"Yield (engineering)","level":2,"score":0.4285241365432739},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.33863481879234314},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.32221871614456177},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.2077808380126953},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.1420997679233551},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13873660564422607},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12152829766273499},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0845378041267395},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.07562670111656189},{"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/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1002/csc2.20109","doi":"https://doi.org/10.1002/csc2.20109","is_oa":true,"landing_page_url":"https://doi.org/10.1002/csc2.20109","pdf_url":"https://acsess.onlinelibrary.wiley.com/doi/pdfdirect/10.1002/csc2.20109","source":{"id":"https://openalex.org/S48277251","display_name":"Crop Science","issn_l":"0011-183X","issn":["0011-183X","1435-0653"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-100","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Crop Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1002/csc2.20109","doi":"https://doi.org/10.1002/csc2.20109","is_oa":true,"landing_page_url":"https://doi.org/10.1002/csc2.20109","pdf_url":"https://acsess.onlinelibrary.wiley.com/doi/pdfdirect/10.1002/csc2.20109","source":{"id":"https://openalex.org/S48277251","display_name":"Crop Science","issn_l":"0011-183X","issn":["0011-183X","1435-0653"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-100","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Crop Science","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.991100013256073,"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320315944","display_name":"Corteva Agriscience","ror":"https://ror.org/02pm1jf23"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3006561979.pdf","grobid_xml":"https://content.openalex.org/works/W3006561979.grobid-xml"},"referenced_works_count":56,"referenced_works":["https://openalex.org/W3314149","https://openalex.org/W174969146","https://openalex.org/W934015849","https://openalex.org/W1529503172","https://openalex.org/W1544941085","https://openalex.org/W1551468003","https://openalex.org/W1594031697","https://openalex.org/W1602851398","https://openalex.org/W1838843610","https://openalex.org/W1893185967","https://openalex.org/W1914585819","https://openalex.org/W1984570338","https://openalex.org/W1991281905","https://openalex.org/W2001230597","https://openalex.org/W2009072918","https://openalex.org/W2009847636","https://openalex.org/W2023645530","https://openalex.org/W2030139194","https://openalex.org/W2035277391","https://openalex.org/W2040417533","https://openalex.org/W2043153600","https://openalex.org/W2078326179","https://openalex.org/W2082164506","https://openalex.org/W2083381655","https://openalex.org/W2096904991","https://openalex.org/W2104413388","https://openalex.org/W2113927720","https://openalex.org/W2114891756","https://openalex.org/W2114996790","https://openalex.org/W2118182941","https://openalex.org/W2129192099","https://openalex.org/W2160655336","https://openalex.org/W2165021426","https://openalex.org/W2175307180","https://openalex.org/W2185348057","https://openalex.org/W2186864671","https://openalex.org/W2284086940","https://openalex.org/W2326982326","https://openalex.org/W2336737201","https://openalex.org/W2582743722","https://openalex.org/W2788833444","https://openalex.org/W2804894055","https://openalex.org/W2806985348","https://openalex.org/W2899848994","https://openalex.org/W2904851729","https://openalex.org/W2943533665","https://openalex.org/W2949236852","https://openalex.org/W2949280173","https://openalex.org/W2951529407","https://openalex.org/W2952918888","https://openalex.org/W2999572663","https://openalex.org/W3000336815","https://openalex.org/W3004305681","https://openalex.org/W3004723931","https://openalex.org/W3027199388","https://openalex.org/W4256180616"],"related_works":["https://openalex.org/W174969146","https://openalex.org/W2952918888","https://openalex.org/W2284086940","https://openalex.org/W4225961976","https://openalex.org/W3137379633","https://openalex.org/W136173461","https://openalex.org/W3214273546","https://openalex.org/W4393411077","https://openalex.org/W7163164123","https://openalex.org/W4393304114"],"abstract_inverted_index":{"Abstract":[0],"A":[1,107,114,121],"Crop":[2],"Growth":[3],"Model":[4],"(CGM)":[5],"is":[6,78],"used":[7,79],"to":[8,32,84,95,216,229],"demonstrate":[9,85],"a":[10,30,68,81],"biophysical":[11,41,199],"framework":[12,149,161,228],"for":[13,18,67,150,165,191,205],"predicting":[14],"grain":[15],"yield":[16,100,116,189,246],"outcomes":[17],"Genotype":[19],"by":[20,22],"Environment":[21],"Management":[23],"(G\u00d7E\u00d7M)":[24],"scenarios.":[25],"This":[26],"required":[27],"development":[28],"of":[29,35,40,56,62,65,71,87,98,126,138,146,152,170,180,203,213,225],"CGM":[31,134,185],"encode":[33],"contributions":[34],"genetic":[36,110,236],"and":[37,51,119,135,168,201,211,240],"environmental":[38],"determinants":[39],"processes":[42],"that":[43,187,234,244],"influence":[44],"key":[45,129],"resource":[46],"(radiation,":[47],"water,":[48],"nutrients)":[49],"use":[50,224],"yield\u2010productivity":[52,64],"within":[53],"the":[54,57,75,88,104,133,136,139,147,184,188,192,198,206,226],"context":[55],"target":[58],"agricultural":[59],"system.":[60,208],"Prediction":[61],"water\u2010driven":[63],"maize":[66,108,115,122],"wide":[69],"range":[70],"G\u00d7E\u00d7M":[72,99,130,181,193],"scenarios":[73,194],"in":[74,197],"U.S.":[76],"corn\u2010belt":[77],"as":[80],"case":[82],"study":[83],"applications":[86,145],"framework.":[89],"Three":[90],"experimental":[91],"evaluations":[92],"are":[93,142,157,195],"conducted":[94],"test":[96],"predictions":[97,131,190],"expectations":[101],"derived":[102],"from":[103,132,238],"framework:":[105],"(1)":[106],"hybrid":[109],"gain":[111],"study,":[112,118],"(2)":[113],"potential":[117],"(3)":[120],"drought":[123],"study.":[124],"Examples":[125],"convergence":[127],"between":[128],"results":[137],"empirical":[140],"studies":[141],"demonstrated.":[143],"Potential":[144],"prediction":[148,160],"design":[151,167,230],"integrated":[153,178],"crop":[154,172,207,218,231,241],"improvement":[155,173,232],"strategies":[156,174,233,243],"discussed.":[158],"The":[159,209],"opens":[162],"new":[163],"opportunities":[164],"rapid":[166],"testing":[169],"novel":[171,214],"based":[175],"on":[176],"an":[177],"understanding":[179],"interactions.":[182],"Importantly":[183],"ensures":[186],"grounded":[196],"properties":[200],"limits":[202],"predictability":[204],"identification":[210],"delivery":[212],"pathways":[215],"improved":[217],"productivity":[219],"can":[220],"be":[221],"accelerated":[222],"through":[223],"proposed":[227],"integrate":[235],"gains":[237],"breeding":[239],"management":[242],"reduce":[245],"gaps.":[247]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":26},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":26},{"year":2020,"cited_by_count":13}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2020-02-24T00:00:00"}
