{"id":"https://openalex.org/W4400224336","doi":"https://doi.org/10.1093/gpbjnl/qzae051","title":"Machine Learning for AI Breeding in Plants","display_name":"Machine Learning for AI Breeding in Plants","publication_year":2024,"publication_date":"2024-06-01","ids":{"openalex":"https://openalex.org/W4400224336","doi":"https://doi.org/10.1093/gpbjnl/qzae051","pmid":"https://pubmed.ncbi.nlm.nih.gov/38954837"},"language":"en","primary_location":{"id":"doi:10.1093/gpbjnl/qzae051","is_oa":true,"landing_page_url":"https://doi.org/10.1093/gpbjnl/qzae051","pdf_url":null,"source":{"id":"https://openalex.org/S155547894","display_name":"Genomics Proteomics & Bioinformatics","issn_l":"1672-0229","issn":["1672-0229","2210-3244"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Genomics, Proteomics &amp; Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1093/gpbjnl/qzae051","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064364027","display_name":"Qian Cheng","orcid":"https://orcid.org/0000-0001-6873-8923"},"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":true,"raw_author_name":"Qian Cheng","raw_affiliation_strings":["State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, Frontiers Science Center for Molecular Design Breeding, China Agricultural University , Beijing 100094,","State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, Frontiers Science Center for Molecular Design Breeding, China Agricultural University, Beijing 100094, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, Frontiers Science Center for Molecular Design Breeding, China Agricultural University , Beijing 100094,","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, Frontiers Science Center for Molecular Design Breeding, China Agricultural University, Beijing 100094, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101927067","display_name":"Xiangfeng Wang","orcid":"https://orcid.org/0000-0002-6406-5597"},"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":"Xiangfeng Wang","raw_affiliation_strings":["State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, Frontiers Science Center for Molecular Design Breeding, China Agricultural University , Beijing 100094,","State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, Frontiers Science Center for Molecular Design Breeding, China Agricultural University, Beijing 100094, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, Frontiers Science Center for Molecular Design Breeding, China Agricultural University , Beijing 100094,","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, Frontiers Science Center for Molecular Design Breeding, China Agricultural University, Beijing 100094, China","institution_ids":["https://openalex.org/I52158045"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5064364027"],"corresponding_institution_ids":["https://openalex.org/I52158045"],"apc_list":{"value":3500,"currency":"USD","value_usd":3500},"apc_paid":{"value":3500,"currency":"USD","value_usd":3500},"fwci":9.2519,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.98278932,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"22","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11468","display_name":"Genetic Mapping and Diversity in Plants and Animals","score":0.9452999830245972,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11468","display_name":"Genetic Mapping and Diversity in Plants and Animals","score":0.9452999830245972,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43590667843818665},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41375401616096497},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3260306119918823}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43590667843818665},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41375401616096497},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3260306119918823}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069600","descriptor_name":"Plant Breeding","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000069600","descriptor_name":"Plant Breeding","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000069600","descriptor_name":"Plant Breeding","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000069600","descriptor_name":"Plant Breeding","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000069600","descriptor_name":"Plant Breeding","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000069600","descriptor_name":"Plant Breeding","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010944","descriptor_name":"Plants","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D010944","descriptor_name":"Plants","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D010944","descriptor_name":"Plants","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D010944","descriptor_name":"Plants","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D010944","descriptor_name":"Plants","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D010944","descriptor_name":"Plants","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/gpbjnl/qzae051","is_oa":true,"landing_page_url":"https://doi.org/10.1093/gpbjnl/qzae051","pdf_url":null,"source":{"id":"https://openalex.org/S155547894","display_name":"Genomics Proteomics & Bioinformatics","issn_l":"1672-0229","issn":["1672-0229","2210-3244"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Genomics, Proteomics &amp; Bioinformatics","raw_type":"journal-article"},{"id":"pmid:38954837","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38954837","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Genomics, proteomics & bioinformatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11479635","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11479635","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11479635/pdf/qzae051.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Genomics Proteomics Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1093/gpbjnl/qzae051","is_oa":true,"landing_page_url":"https://doi.org/10.1093/gpbjnl/qzae051","pdf_url":null,"source":{"id":"https://openalex.org/S155547894","display_name":"Genomics Proteomics & Bioinformatics","issn_l":"1672-0229","issn":["1672-0229","2210-3244"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Genomics, Proteomics &amp; Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321131","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2032510388","https://openalex.org/W2887039631","https://openalex.org/W2974740838","https://openalex.org/W3003662894","https://openalex.org/W3011431751","https://openalex.org/W3162553660","https://openalex.org/W3200488575","https://openalex.org/W3207604048","https://openalex.org/W4210675242","https://openalex.org/W4220664284","https://openalex.org/W4285093870","https://openalex.org/W4296698254","https://openalex.org/W4308775252","https://openalex.org/W4315643362","https://openalex.org/W4385576950"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"What":[0],"makes":[1],"artificial":[2],"intelligence":[3],"(AI)":[4],"smart":[5,184],"is":[6],"machine":[7],"learning":[8],"(ML),":[9],"a":[10,56,131],"\"field":[11],"of":[12,59,62,113,169,180],"study":[13],"that":[14],"gives":[15],"computers":[16],"the":[17,47,53,69,79,167,177],"ability":[18],"to":[19,51,100,162,173],"learn":[20],"without":[21,37],"being":[22],"explicitly":[23],"programmed\",":[24],"as":[25,42],"defined":[26],"by":[27],"ML":[28,114,155,171],"pioneer":[29],"Arthur":[30],"Samuel":[31],"in":[32,72,91,139,166],"1959.ML":[33],"deduces":[34],"data":[35,66,97],"patterns":[36],"relying":[38],"on":[39],"prior":[40],"assumptions":[41],"statistics":[43],"does,":[44],"greatly":[45],"reducing":[46],"human":[48],"effort":[49],"required":[50],"understand":[52],"data.ML":[54],"comprises":[55],"large":[57],"family":[58],"algorithms,":[60],"many":[61,111],"which":[63,92],"support":[64],"big":[65],"analytics":[67],"[1].With":[68],"rapid":[70],"advances":[71],"multi-omics":[73],"technologies,":[74],"plant":[75,127,174,182],"breeding":[76,137,183],"has":[77],"entered":[78],"\"genome,":[80],"germplasm,":[81],"genes,":[82],"genomic":[83,123],"breeding,":[84,109],"and":[85,95,126,136,145,152,185],"gene":[86,118],"editing":[87],"(5G)\"":[88],"generation":[89],"[2],":[90],"biological":[93],"knowledge":[94],"omics":[96],"are":[98,157],"integrated":[99],"expedite":[101],"trait":[102],"improvement.ML":[103],"holds":[104],"great":[105],"promise":[106],"for":[107,116],"5G":[108],"with":[110,176],"reports":[112],"applications":[115],"omics-driven":[117],"discovery,":[119],"genotype-to-phenotype":[120],"(G2P)":[121],"prediction,":[122],"selection":[124],"(GS),":[125],"phenomics.However,":[128],"there":[129],"remains":[130],"gap":[132],"between":[133],"basic":[134],"research":[135],"practices":[138],"plants":[140],"[3].Given":[141],"multi-omics,":[142],"genotypic,":[143],"phenomic,":[144],"environmental":[146],"datasets":[147],"have":[148],"become":[149],"highly":[150],"dimensional":[151],"heterogeneous,":[153],"novel":[154],"algorithms":[156],"expected.Hereby,":[158],"we":[159],"propose":[160],"ways":[161],"overcome":[163],"major":[164],"challenges":[165],"application":[168],"cutting-edge":[170],"models":[172],"research,":[175],"ultimate":[178],"goal":[179],"making":[181],"easy.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":11}],"updated_date":"2026-04-04T08:04:53.788161","created_date":"2025-10-10T00:00:00"}
