{"id":"https://openalex.org/W4409783006","doi":"https://doi.org/10.1177/14727978251322039","title":"The application of RF algorithm integrated with F-measure in the quality evaluation of agricultural personnel training","display_name":"The application of RF algorithm integrated with F-measure in the quality evaluation of agricultural personnel training","publication_year":2025,"publication_date":"2025-04-25","ids":{"openalex":"https://openalex.org/W4409783006","doi":"https://doi.org/10.1177/14727978251322039"},"language":"en","primary_location":{"id":"doi:10.1177/14727978251322039","is_oa":false,"landing_page_url":"https://doi.org/10.1177/14727978251322039","pdf_url":null,"source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Methods in Sciences and Engineering","raw_type":"journal-article"},"type":"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/A5087197094","display_name":"Shubing Qiu","orcid":"https://orcid.org/0009-0002-3462-7998"},"institutions":[{"id":"https://openalex.org/I70908550","display_name":"Anhui Polytechnic University","ror":"https://ror.org/041sj0284","country_code":"CN","type":"education","lineage":["https://openalex.org/I70908550"]},{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shubing Qiu","raw_affiliation_strings":["Anhui Polytechnic University","Shandong University","School of Economics and Management and MPA Center, Anhui Polytechnic University, Wuhu, China","School of Economics, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Anhui Polytechnic University","institution_ids":["https://openalex.org/I70908550"]},{"raw_affiliation_string":"Shandong University","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Economics and Management and MPA Center, Anhui Polytechnic University, Wuhu, China","institution_ids":["https://openalex.org/I70908550"]},{"raw_affiliation_string":"School of Economics, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102781702","display_name":"S. L. Hu","orcid":"https://orcid.org/0009-0005-9422-7445"},"institutions":[{"id":"https://openalex.org/I70908550","display_name":"Anhui Polytechnic University","ror":"https://ror.org/041sj0284","country_code":"CN","type":"education","lineage":["https://openalex.org/I70908550"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shirong Hu","raw_affiliation_strings":["Anhui Polytechnic University","School of Economics and Management and MPA Center, Anhui Polytechnic University, Wuhu, China"],"affiliations":[{"raw_affiliation_string":"Anhui Polytechnic University","institution_ids":["https://openalex.org/I70908550"]},{"raw_affiliation_string":"School of Economics and Management and MPA Center, Anhui Polytechnic University, Wuhu, China","institution_ids":["https://openalex.org/I70908550"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101818380","display_name":"Yong Liu","orcid":"https://orcid.org/0009-0006-9274-2731"},"institutions":[{"id":"https://openalex.org/I4210106931","display_name":"Jiaxing Vocational Technical College","ror":"https://ror.org/02cydx698","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210106931"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yong Liu","raw_affiliation_strings":["Hebei Jiaotong Vocational and Technical College","Department of Logistics Management, Hebei Jiaotong Vocational and Technical College, Shijiazhuang, China"],"affiliations":[{"raw_affiliation_string":"Hebei Jiaotong Vocational and Technical College","institution_ids":["https://openalex.org/I4210106931"]},{"raw_affiliation_string":"Department of Logistics Management, Hebei Jiaotong Vocational and Technical College, Shijiazhuang, China","institution_ids":["https://openalex.org/I4210106931"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101818380"],"corresponding_institution_ids":["https://openalex.org/I4210106931"],"apc_list":null,"apc_paid":null,"fwci":1.5083,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.8220606,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"25","issue":"3","first_page":"2783","last_page":"2795"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12564","display_name":"Sensor Technology and Measurement Systems","score":0.8647000193595886,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12564","display_name":"Sensor Technology and Measurement Systems","score":0.8647000193595886,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13121","display_name":"Radio Wave Propagation Studies","score":0.7763000130653381,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.7614307403564453},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.6704629063606262},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.6501410603523254},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.621759831905365},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.5559671521186829},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3982546925544739},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3559145927429199},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33221137523651123},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3227740228176117},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.044894278049468994},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.044715166091918945}],"concepts":[{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.7614307403564453},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.6704629063606262},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.6501410603523254},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.621759831905365},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.5559671521186829},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3982546925544739},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3559145927429199},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33221137523651123},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3227740228176117},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.044894278049468994},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.044715166091918945},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/14727978251322039","is_oa":false,"landing_page_url":"https://doi.org/10.1177/14727978251322039","pdf_url":null,"source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Methods in Sciences and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2797258416","https://openalex.org/W2805406892","https://openalex.org/W2894811304","https://openalex.org/W2899423222","https://openalex.org/W2901383895","https://openalex.org/W2901899013","https://openalex.org/W2922728251","https://openalex.org/W2924973947","https://openalex.org/W2947690424","https://openalex.org/W2972335414","https://openalex.org/W3003928509","https://openalex.org/W3005705209","https://openalex.org/W3023147015","https://openalex.org/W3041691560","https://openalex.org/W3087146365","https://openalex.org/W3110175412","https://openalex.org/W3119868776","https://openalex.org/W3136501774","https://openalex.org/W3163597053","https://openalex.org/W3190838240","https://openalex.org/W3205431126","https://openalex.org/W3208109703","https://openalex.org/W3215624495","https://openalex.org/W4221167758","https://openalex.org/W4281481396","https://openalex.org/W4318912848"],"related_works":["https://openalex.org/W230091440","https://openalex.org/W2233261550","https://openalex.org/W2810751659","https://openalex.org/W258997015","https://openalex.org/W4255837520","https://openalex.org/W2997094352","https://openalex.org/W3216976533","https://openalex.org/W100620283","https://openalex.org/W2495260952","https://openalex.org/W4366179611"],"abstract_inverted_index":{"The":[0,150],"basis":[1,212],"for":[2,30,56,106,213],"societal":[3],"progress":[4],"and":[5,16,48,74,90,113,216,221],"development":[6,23],"is":[7,37,136],"the":[8,19,22,32,38,41,52,57,82,92,97,107,118,125,130,132,141,144,155,160,167,174,184,194,204],"caliber":[9,39],"of":[10,21,24,34,40,59,85,109,143,169,190,197,207],"people":[11],"training":[12,43,83,195],"provided":[13,44],"by":[14],"colleges":[15,47,89],"universities.":[17,49],"In":[18,138],"context":[20],"agricultural":[25,35,46,63,86,110,170,198,219],"modernization,":[26],"a":[27,187,211],"key":[28],"assurance":[29],"fostering":[31],"growth":[33],"modernization":[36],"staff":[42,171],"in":[45,62,71,88,159,183,192],"At":[50,124],"present,":[51],"existing":[53],"evaluation":[54,104,145,177],"models":[55],"quality":[58,84,108,196,218],"personnel":[60],"education":[61],"universities":[64],"have":[65],"defects":[66],"such":[67],"as":[68],"low":[69],"efficiency":[70],"data":[72],"processing":[73],"long":[75],"running":[76],"time.":[77],"Therefore,":[78,173],"to":[79,95,101,121,128],"better":[80],"judge":[81],"graduates":[87],"universities,":[91],"study":[93,161,185],"proposes":[94],"use":[96,117],"random":[98,175],"forest":[99,176],"algorithm":[100,120],"build":[102],"an":[103],"method":[105,135],"talent":[111,208,226],"training,":[112],"on":[114,225],"this":[115,139],"basis,":[116],"TRRF":[119],"improve":[122],"it.":[123],"same":[126],"time,":[127],"weight":[129],"data,":[131],"F-measure":[133,181],"assessment":[134],"applied.":[137],"way,":[140],"effectiveness":[142],"model":[146,157,178],"can":[147,201],"be":[148],"improved.":[149],"experimental":[151],"findings":[152],"demonstrate":[153],"that":[154],"F-TRRF":[156],"suggested":[158,182],"has":[162,186],"99.17%":[163],"accuracy":[164],"when":[165],"evaluating":[166,193],"standard":[168],"training.":[172],"integrated":[179],"with":[180],"high":[188],"level":[189],"precision":[191],"talents,":[199,220],"which":[200],"effectively":[202],"meet":[203],"actual":[205],"needs":[206],"evaluation,":[209],"provide":[210,222],"cultivating":[214],"more":[215],"higher":[217],"reference":[223],"opinions":[224],"cultivation.":[227]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
