{"id":"https://openalex.org/W4404739922","doi":"https://doi.org/10.1109/icbase63199.2024.10762292","title":"The compatibility of psychological research and machine learning analysis based on theoretical frameworks","display_name":"The compatibility of psychological research and machine learning analysis based on theoretical frameworks","publication_year":2024,"publication_date":"2024-09-20","ids":{"openalex":"https://openalex.org/W4404739922","doi":"https://doi.org/10.1109/icbase63199.2024.10762292"},"language":"en","primary_location":{"id":"doi:10.1109/icbase63199.2024.10762292","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icbase63199.2024.10762292","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 5th International Conference on Big Data & Artificial Intelligence & Software Engineering (ICBASE)","raw_type":"proceedings-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/A5052569848","display_name":"Jie Zhou","orcid":"https://orcid.org/0000-0002-0769-2543"},"institutions":[{"id":"https://openalex.org/I4210124264","display_name":"Sany (China)","ror":"https://ror.org/023jrwe36","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210124264"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jie Zhou","raw_affiliation_strings":["Hunan SANY Industrial Vocational and Technical College,Changsha,China"],"affiliations":[{"raw_affiliation_string":"Hunan SANY Industrial Vocational and Technical College,Changsha,China","institution_ids":["https://openalex.org/I4210124264"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101912844","display_name":"Shaojun Shi","orcid":"https://orcid.org/0000-0003-2243-1015"},"institutions":[{"id":"https://openalex.org/I4210124264","display_name":"Sany (China)","ror":"https://ror.org/023jrwe36","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210124264"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaojun Shi","raw_affiliation_strings":["Hunan SANY Industrial Vocational and Technical College,Changsha,China"],"affiliations":[{"raw_affiliation_string":"Hunan SANY Industrial Vocational and Technical College,Changsha,China","institution_ids":["https://openalex.org/I4210124264"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5052569848"],"corresponding_institution_ids":["https://openalex.org/I4210124264"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25116491,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"499","last_page":"502"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.21899999678134918,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.21899999678134918,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/compatibility","display_name":"Compatibility (geochemistry)","score":0.7820808291435242},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6440705060958862},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17954012751579285},{"id":"https://openalex.org/keywords/chemical-engineering","display_name":"Chemical engineering","score":0.06523305177688599}],"concepts":[{"id":"https://openalex.org/C2778648169","wikidata":"https://www.wikidata.org/wiki/Q967768","display_name":"Compatibility (geochemistry)","level":2,"score":0.7820808291435242},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6440705060958862},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17954012751579285},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.06523305177688599}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icbase63199.2024.10762292","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icbase63199.2024.10762292","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 5th International Conference on Big Data & Artificial Intelligence & Software Engineering (ICBASE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390255551","https://openalex.org/W2367511445","https://openalex.org/W2381930792","https://openalex.org/W2358901819","https://openalex.org/W745733672","https://openalex.org/W2983545107","https://openalex.org/W2389102290"],"abstract_inverted_index":{"The":[0],"use":[1],"of":[2,54,58,70,85,96,154,162,172],"supervised":[3],"machine":[4,128,137,191],"learning":[5,40,138,192],"in":[6,15,26,111,124,142,201],"psychological":[7,125,186],"and":[8,48,92,121,160,211],"psychiatric":[9],"research":[10,109,126,179],"has":[11],"been":[12],"rapidly":[13],"increasing":[14],"recent":[16],"years,":[17],"offering":[18],"significant":[19],"advantages":[20],"over":[21],"traditional":[22],"statistical":[23,46],"methods,":[24],"particularly":[25],"developing":[27],"models":[28],"from":[29],"sample":[30],"data":[31,122,197],"to":[32,44,76,104,207],"enhance":[33],"predictions":[34],"on":[35,66],"independent":[36],"test":[37],"datasets.":[38],"Machine":[39],"also":[41,176],"provides":[42],"access":[43],"sophisticated":[45],"algorithms":[47],"allows":[49],"for":[50,132,196],"the":[51,83,94,108,136,152,158,163,170],"empirical":[52],"selection":[53,120,153],"a":[55,67,147],"smaller":[56],"subset":[57],"predictor":[59,155],"variables.":[60],"However,":[61],"many":[62],"researchers":[63],"often":[64],"rely":[65],"large":[68],"number":[69],"predictors":[71],"without":[72],"utilizing":[73,127],"theoretical":[74,148,205],"frameworks":[75],"inform":[77,151],"their":[78],"selections,":[79],"which":[80],"can":[81,117,150],"elevate":[82],"risks":[84],"Type":[86],"I":[87],"errors,":[88],"increase":[89],"false":[90],"positives,":[91],"diminish":[93],"generalizability":[95],"findings.":[97],"To":[98],"address":[99],"this,":[100],"it":[101],"is":[102],"crucial":[103],"incorporate":[105],"theory":[106,116,134],"into":[107,135],"process":[110],"psychology.":[112],"We":[113],"examine":[114],"how":[115,146],"guide":[118],"variable":[119],"analysis":[123],"learning,":[129],"providing":[130],"recommendations":[131],"integrating":[133],"framework.":[139],"For":[140],"instance,":[141],"cyberpsychology,":[143],"we":[144],"demonstrate":[145],"framework":[149],"variables,":[156],"enhancing":[157],"robustness":[159],"interpretability":[161],"model.":[164],"This":[165],"approach":[166],"not":[167],"only":[168],"mitigates":[169],"risk":[171],"spurious":[173],"results":[174],"but":[175],"ensures":[177],"that":[178],"outcomes":[180],"are":[181],"closely":[182],"aligned":[183],"with":[184],"established":[185],"theories.":[187],"In":[188],"summary,":[189],"while":[190],"offers":[193],"powerful":[194],"tools":[195],"analysis,":[198],"its":[199],"application":[200],"psychology":[202],"requires":[203],"careful":[204],"guidance":[206],"avoid":[208],"common":[209],"pitfalls":[210],"yield":[212],"meaningful,":[213],"generalizable":[214],"insights.":[215]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}