{"id":"https://openalex.org/W4322761474","doi":"https://doi.org/10.1016/j.compag.2023.107721","title":"Machine learning technology for early prediction of grain yield at the field scale: A systematic review","display_name":"Machine learning technology for early prediction of grain yield at the field scale: A systematic review","publication_year":2023,"publication_date":"2023-03-02","ids":{"openalex":"https://openalex.org/W4322761474","doi":"https://doi.org/10.1016/j.compag.2023.107721"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.compag.2023.107721","pdf_url":null,"source":{"id":"https://openalex.org/S116775814","display_name":"Computers and Electronics in Agriculture","issn_l":"0168-1699","issn":["0168-1699","1872-7107"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"review","type_crossref":"journal-article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065001181","display_name":"Joerg Leukel","orcid":"https://orcid.org/0000-0002-4146-9812"},"institutions":[{"id":"https://openalex.org/I110079840","display_name":"University of Hohenheim","ror":"https://ror.org/00b1c9541","country_code":"DE","type":"education","lineage":["https://openalex.org/I110079840"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Joerg Leukel","raw_affiliation_strings":["Department of Information Systems 2, University of Hohenheim, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems 2, University of Hohenheim, Germany","institution_ids":["https://openalex.org/I110079840"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024881346","display_name":"Tobias Zimpel","orcid":"https://orcid.org/0000-0001-8238-8747"},"institutions":[{"id":"https://openalex.org/I110079840","display_name":"University of Hohenheim","ror":"https://ror.org/00b1c9541","country_code":"DE","type":"education","lineage":["https://openalex.org/I110079840"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tobias Zimpel","raw_affiliation_strings":["Department of Information Systems 2, University of Hohenheim, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems 2, University of Hohenheim, Germany","institution_ids":["https://openalex.org/I110079840"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080909049","display_name":"Christoph Stumpe","orcid":"https://orcid.org/0000-0001-7812-225X"},"institutions":[{"id":"https://openalex.org/I110079840","display_name":"University of Hohenheim","ror":"https://ror.org/00b1c9541","country_code":"DE","type":"education","lineage":["https://openalex.org/I110079840"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Stumpe","raw_affiliation_strings":["Department of Fundamentals of Agricultural Engineering, University of Hohenheim, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Fundamentals of Agricultural Engineering, University of Hohenheim, Germany","institution_ids":["https://openalex.org/I110079840"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5065001181"],"corresponding_institution_ids":["https://openalex.org/I110079840"],"apc_list":{"value":3680,"currency":"USD","value_usd":3680,"provenance":"doaj"},"apc_paid":null,"fwci":3.699,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.994737,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"207","issue":null,"first_page":"107721","last_page":"107721"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10439","display_name":"Climate change impacts on agriculture","score":0.9846,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"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/T10439","display_name":"Climate change impacts on agriculture","score":0.9846,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"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/T12310","display_name":"Crop Yield and Soil Fertility","score":0.9835,"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":0.9833,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.5182619},{"id":"https://openalex.org/keywords/data-extraction","display_name":"Data extraction","score":0.48424503}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.639942},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5974432},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5653812},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.53307277},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.5182619},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.51626754},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.48433793},{"id":"https://openalex.org/C2777466982","wikidata":"https://www.wikidata.org/wiki/Q5227287","display_name":"Data extraction","level":3,"score":0.48424503},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4841936},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4373304},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.41377345},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.413686},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3775918},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3258433},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.18867263},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1735987},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15314251},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.1276547},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.compag.2023.107721","pdf_url":null,"source":{"id":"https://openalex.org/S116775814","display_name":"Computers and Electronics in Agriculture","issn_l":"0168-1699","issn":["0168-1699","1872-7107"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":74,"referenced_works":["https://openalex.org/W1533073574","https://openalex.org/W1901616594","https://openalex.org/W2003143162","https://openalex.org/W2027315254","https://openalex.org/W2039240409","https://openalex.org/W2087506358","https://openalex.org/W2100483895","https://openalex.org/W2102148524","https://openalex.org/W2156098321","https://openalex.org/W2167101736","https://openalex.org/W2559680241","https://openalex.org/W2567262610","https://openalex.org/W2587466508","https://openalex.org/W2594639291","https://openalex.org/W2617056706","https://openalex.org/W2786151605","https://openalex.org/W2804741209","https://openalex.org/W2905983018","https://openalex.org/W2910729503","https://openalex.org/W2919115771","https://openalex.org/W2953686964","https://openalex.org/W2958537907","https://openalex.org/W2971456001","https://openalex.org/W2990219572","https://openalex.org/W2990259822","https://openalex.org/W3005029250","https://openalex.org/W3006608465","https://openalex.org/W3010621365","https://openalex.org/W3010838566","https://openalex.org/W3021148129","https://openalex.org/W3038986268","https://openalex.org/W3040221110","https://openalex.org/W3042701400","https://openalex.org/W3045852038","https://openalex.org/W3047562107","https://openalex.org/W3079760979","https://openalex.org/W3082114226","https://openalex.org/W3085646241","https://openalex.org/W3088885014","https://openalex.org/W3110648706","https://openalex.org/W3119938903","https://openalex.org/W3121452939","https://openalex.org/W3122790351","https://openalex.org/W3128862757","https://openalex.org/W3135366015","https://openalex.org/W3135871359","https://openalex.org/W3137150559","https://openalex.org/W3139128190","https://openalex.org/W3142740975","https://openalex.org/W3159310484","https://openalex.org/W3163463785","https://openalex.org/W3164548801","https://openalex.org/W3165319944","https://openalex.org/W3170338608","https://openalex.org/W3172851299","https://openalex.org/W3174823696","https://openalex.org/W3179864921","https://openalex.org/W3184446186","https://openalex.org/W3189330863","https://openalex.org/W3192393044","https://openalex.org/W3194684502","https://openalex.org/W3197611689","https://openalex.org/W3198579256","https://openalex.org/W3200376579","https://openalex.org/W3201460303","https://openalex.org/W3205105141","https://openalex.org/W3205788253","https://openalex.org/W3206207436","https://openalex.org/W3207463009","https://openalex.org/W4200528078","https://openalex.org/W4210675531","https://openalex.org/W4214577775","https://openalex.org/W4224308360","https://openalex.org/W4281562469"],"related_works":["https://openalex.org/W4247116873","https://openalex.org/W4205762803","https://openalex.org/W2576709312","https://openalex.org/W2397288865","https://openalex.org/W2393746579","https://openalex.org/W2392797073","https://openalex.org/W2389015757","https://openalex.org/W2384907669","https://openalex.org/W2368524271","https://openalex.org/W2023657818"],"abstract_inverted_index":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4322761474","counts_by_year":[{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":9}],"updated_date":"2024-12-28T09:08:32.761304","created_date":"2023-03-03"}