{"id":"https://openalex.org/W7126100219","doi":"https://doi.org/10.1109/bibm66473.2025.11356485","title":"Uncovering the Impact of Productivity on Mental Health Among Older Adults: A Data-Driven Analysis","display_name":"Uncovering the Impact of Productivity on Mental Health Among Older Adults: A Data-Driven Analysis","publication_year":2025,"publication_date":"2025-12-15","ids":{"openalex":"https://openalex.org/W7126100219","doi":"https://doi.org/10.1109/bibm66473.2025.11356485"},"language":null,"primary_location":{"id":"doi:10.1109/bibm66473.2025.11356485","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm66473.2025.11356485","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5124268685","display_name":"Rachel Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I2800306684","display_name":"Acton Institute","ror":"https://ror.org/03zp31h16","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I2800306684"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Rachel Zhang","raw_affiliation_strings":["Acton-Boxborough Regional High School,Acton,MA,USA,01720"],"affiliations":[{"raw_affiliation_string":"Acton-Boxborough Regional High School,Acton,MA,USA,01720","institution_ids":["https://openalex.org/I2800306684"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103011004","display_name":"Ziqing Zhao","orcid":"https://orcid.org/0009-0004-3874-1530"},"institutions":[{"id":"https://openalex.org/I111088046","display_name":"Boston University","ror":"https://ror.org/05qwgg493","country_code":"US","type":"education","lineage":["https://openalex.org/I111088046"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ziqing Zhao","raw_affiliation_strings":["Boston University,Dept. Mechanical Engineering,Boston,MA,USA"],"affiliations":[{"raw_affiliation_string":"Boston University,Dept. Mechanical Engineering,Boston,MA,USA","institution_ids":["https://openalex.org/I111088046"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124169695","display_name":"Elizaveta Tremsina","orcid":null},"institutions":[{"id":"https://openalex.org/I4210110987","display_name":"IIT@MIT","ror":"https://ror.org/01wp8zh54","country_code":"US","type":"facility","lineage":["https://openalex.org/I30771326","https://openalex.org/I4210110987"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elizaveta Tremsina","raw_affiliation_strings":["EECS, MIT,Cambridge,MA,USA"],"affiliations":[{"raw_affiliation_string":"EECS, MIT,Cambridge,MA,USA","institution_ids":["https://openalex.org/I4210110987"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5124240171","display_name":"Tingying Helen Zeng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tingying Helen Zeng","raw_affiliation_strings":["Innobridge Institute,Cambridge,MA,USA"],"affiliations":[{"raw_affiliation_string":"Innobridge Institute,Cambridge,MA,USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5124268685"],"corresponding_institution_ids":["https://openalex.org/I2800306684"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.80156303,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"6854","last_page":"6857"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.37380000948905945,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T12488","display_name":"Mental Health via Writing","score":0.37380000948905945,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.30309998989105225,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10272","display_name":"Mental Health Treatment and Access","score":0.08529999852180481,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/mental-health","display_name":"Mental health","score":0.8093000054359436},{"id":"https://openalex.org/keywords/productivity","display_name":"Productivity","score":0.7736999988555908},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.714900016784668},{"id":"https://openalex.org/keywords/anxiety","display_name":"Anxiety","score":0.680899977684021},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.6732000112533569},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.6244999766349792}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.8093000054359436},{"id":"https://openalex.org/C204983608","wikidata":"https://www.wikidata.org/wiki/Q2111958","display_name":"Productivity","level":2,"score":0.7736999988555908},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.714900016784668},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.680899977684021},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.6732000112533569},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.6244999766349792},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.51419997215271},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.39089998602867126},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.3711000084877014},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.3700000047683716},{"id":"https://openalex.org/C3019858935","wikidata":"https://www.wikidata.org/wiki/Q4340209","display_name":"Depressive symptoms","level":3,"score":0.33809998631477356},{"id":"https://openalex.org/C2779943754","wikidata":"https://www.wikidata.org/wiki/Q5570863","display_name":"Global mental health","level":3,"score":0.27570000290870667},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.27250000834465027},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2696000039577484},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.2662000060081482},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.2529999911785126}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm66473.2025.11356485","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm66473.2025.11356485","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.5503089427947998}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1995722763","https://openalex.org/W2165626243","https://openalex.org/W3044828207","https://openalex.org/W4200088285","https://openalex.org/W4200117091","https://openalex.org/W4233280328","https://openalex.org/W4391350259","https://openalex.org/W4395037654","https://openalex.org/W4402555024"],"related_works":[],"abstract_inverted_index":{"Mental":[0],"health":[1,41,56,139],"challenges":[2,23],"such":[3],"as":[4],"depression":[5,64,77,98,126],"and":[6,42,83,125,140,154],"anxiety":[7],"continue":[8],"to":[9,33,39,43,60,75,146],"affect":[10],"a":[11,52,103,118],"significant":[12,95],"portion":[13],"of":[14,21,63,97,107,134],"the":[15,19,35,93,131],"global":[16],"population.":[17],"As":[18],"understanding":[20],"these":[22],"evolves,":[24],"there":[25],"is":[26],"an":[27],"increasing":[28],"need":[29],"for":[30,46,143],"data-driven":[31],"methods":[32],"identify":[34],"factors":[36],"that":[37,89],"contribute":[38],"mental":[40,55,138],"strengthen":[44],"resources":[45],"at-risk":[47],"individuals.":[48],"This":[49],"study":[50],"utilizes":[51],"publicly":[53],"available":[54],"dataset":[57],"from":[58],"Kaggle":[59],"investigate":[61],"predictors":[62],"in":[65,99,136],"older":[66,100,159],"adults.":[67,160],"An":[68],"XGBoost":[69],"machine":[70],"learning":[71],"model":[72],"was":[73,92],"employed":[74],"estimate":[76],"scores":[78],"based":[79],"on":[80],"multiple":[81],"psychological":[82],"behavioral":[84],"variables.":[85],"The":[86],"analysis":[87],"revealed":[88],"productivity":[90,123,135],"score":[91,106],"most":[94],"predictor":[96],"adults,":[101],"exhibiting":[102],"feature":[104],"importance":[105],"0.762,":[108],"substantially":[109],"higher":[110],"than":[111],"other":[112],"contributing":[113],"factors.":[114],"Visual":[115],"analyses":[116],"confirmed":[117],"strong":[119],"negative":[120],"correlation":[121],"between":[122],"levels":[124],"severity.":[127],"These":[128],"findings":[129],"underscore":[130],"pivotal":[132],"role":[133],"late-life":[137],"highlight":[141],"opportunities":[142],"healthcare":[144],"practitioners":[145],"develop":[147],"targeted":[148],"interventions":[149],"aimed":[150],"at":[151],"improving":[152],"well-being":[153],"reducing":[155],"depressive":[156],"symptoms":[157],"among":[158]},"counts_by_year":[],"updated_date":"2026-02-01T03:34:12.195049","created_date":"2026-01-30T00:00:00"}
