{"id":"https://openalex.org/W4411540588","doi":"https://doi.org/10.1287/isre.2024.1071","title":"Short-Form Videos and Mental Health: A Knowledge-Guided Neural Topic Model","display_name":"Short-Form Videos and Mental Health: A Knowledge-Guided Neural Topic Model","publication_year":2025,"publication_date":"2025-06-23","ids":{"openalex":"https://openalex.org/W4411540588","doi":"https://doi.org/10.1287/isre.2024.1071"},"language":"en","primary_location":{"id":"doi:10.1287/isre.2024.1071","is_oa":false,"landing_page_url":"https://doi.org/10.1287/isre.2024.1071","pdf_url":null,"source":{"id":"https://openalex.org/S202812398","display_name":"Information Systems Research","issn_l":"1047-7047","issn":["1047-7047","1526-5536"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315699","host_organization_name":"Institute for Operations Research and the Management Sciences","host_organization_lineage":["https://openalex.org/P4310315699"],"host_organization_lineage_names":["Institute for Operations Research and the Management Sciences"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Systems Research","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/A5101803810","display_name":"Jiaheng Xie","orcid":"https://orcid.org/0000-0001-9415-3726"},"institutions":[{"id":"https://openalex.org/I86501945","display_name":"University of Delaware","ror":"https://ror.org/01sbq1a82","country_code":"US","type":"education","lineage":["https://openalex.org/I86501945"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiaheng Xie","raw_affiliation_strings":["Department of Accounting & MIS, Lerner College of Business and Economics, University of Delaware, Newark, Delaware 19716"],"raw_orcid":"https://orcid.org/0000-0001-9415-3726","affiliations":[{"raw_affiliation_string":"Department of Accounting & MIS, Lerner College of Business and Economics, University of Delaware, Newark, Delaware 19716","institution_ids":["https://openalex.org/I86501945"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030014366","display_name":"Yidong Chai","orcid":"https://orcid.org/0000-0003-0260-7589"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]},{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Yidong Chai","raw_affiliation_strings":["School of Management, Hefei University of Technology, Hefei 230009, China; and Department of Information Systems, City University of Hong Kong, Hong Kong 999077, China"],"raw_orcid":"https://orcid.org/0000-0003-0260-7589","affiliations":[{"raw_affiliation_string":"School of Management, Hefei University of Technology, Hefei 230009, China; and Department of Information Systems, City University of Hong Kong, Hong Kong 999077, China","institution_ids":["https://openalex.org/I168719708","https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025447683","display_name":"Ruicheng Liang","orcid":"https://orcid.org/0000-0001-6266-2657"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]},{"id":"https://openalex.org/I188935350","display_name":"Anhui University of Finance and Economics","ror":"https://ror.org/0152zzg30","country_code":"CN","type":"education","lineage":["https://openalex.org/I188935350"]},{"id":"https://openalex.org/I39774598","display_name":"Hefei University","ror":"https://ror.org/01f5rdf64","country_code":"CN","type":"education","lineage":["https://openalex.org/I39774598"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruicheng Liang","raw_affiliation_strings":["School of Management Science and Engineering, Anhui University of Finance and Economics, Bengbu 233030, China; and School of Management, Hefei University of Technology, Hefei 230009, China; and Key Laboratory of Philosophy and Social Sciences for Cyberspace Behaviour and Management, Hefei 230009, China","School of Management, Hefei University of Technology, Hefei 230009, China; and School of Management Science and Engineering, Anhui University of Finance and Economics, Bengbu 233030, China; and Key Laboratory of Philosophy and Social Sciences for Cyberspace Behaviour and Management, Hefei 230009, China"],"raw_orcid":"https://orcid.org/0000-0001-6266-2657","affiliations":[{"raw_affiliation_string":"School of Management Science and Engineering, Anhui University of Finance and Economics, Bengbu 233030, China; and School of Management, Hefei University of Technology, Hefei 230009, China; and Key Laboratory of Philosophy and Social Sciences for Cyberspace Behaviour and Management, Hefei 230009, China","institution_ids":["https://openalex.org/I126520041","https://openalex.org/I16365422","https://openalex.org/I39774598"]},{"raw_affiliation_string":"School of Management, Hefei University of Technology, Hefei 230009, China; and School of Management Science and Engineering, Anhui University of Finance and Economics, Bengbu 233030, China; and Key Laboratory of Philosophy and Social Sciences for Cyberspace Behaviour and Management, Hefei 230009, China","institution_ids":["https://openalex.org/I188935350","https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100313471","display_name":"Yang Liu","orcid":"https://orcid.org/0000-0003-3435-7473"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Liu","raw_affiliation_strings":["School of Management, Hefei University of Technology, Hefei 230009, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management, Hefei University of Technology, Hefei 230009, China","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038521974","display_name":"Daniel Zeng","orcid":"https://orcid.org/0000-0002-9046-222X"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Daniel Dajun Zeng","raw_affiliation_strings":["Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.0031,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.97143754,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"37","issue":"1","first_page":"356","last_page":"377"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12214","display_name":"Media Influence and Health","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/1208","display_name":"Literature and Literary Theory"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.98580002784729,"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":0.6678125262260437},{"id":"https://openalex.org/keywords/harm","display_name":"Harm","score":0.6658573150634766},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.6463366150856018},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6022475361824036},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5766655802726746},{"id":"https://openalex.org/keywords/moderation","display_name":"Moderation","score":0.5742788910865784},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.534948468208313},{"id":"https://openalex.org/keywords/digital-content","display_name":"Digital content","score":0.48925042152404785},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.48068150877952576},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43829724192619324},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40845856070518494},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.39677029848098755},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37555012106895447},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.24261966347694397},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.23431098461151123},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.19306740164756775},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.1353025734424591},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.10815224051475525}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6678125262260437},{"id":"https://openalex.org/C2777363581","wikidata":"https://www.wikidata.org/wiki/Q15098235","display_name":"Harm","level":2,"score":0.6658573150634766},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.6463366150856018},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6022475361824036},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5766655802726746},{"id":"https://openalex.org/C93225998","wikidata":"https://www.wikidata.org/wiki/Q1941972","display_name":"Moderation","level":2,"score":0.5742788910865784},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.534948468208313},{"id":"https://openalex.org/C2779344036","wikidata":"https://www.wikidata.org/wiki/Q11320476","display_name":"Digital content","level":2,"score":0.48925042152404785},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.48068150877952576},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43829724192619324},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40845856070518494},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.39677029848098755},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37555012106895447},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.24261966347694397},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.23431098461151123},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.19306740164756775},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.1353025734424591},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.10815224051475525}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1287/isre.2024.1071","is_oa":false,"landing_page_url":"https://doi.org/10.1287/isre.2024.1071","pdf_url":null,"source":{"id":"https://openalex.org/S202812398","display_name":"Information Systems Research","issn_l":"1047-7047","issn":["1047-7047","1526-5536"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315699","host_organization_name":"Institute for Operations Research and the Management Sciences","host_organization_lineage":["https://openalex.org/P4310315699"],"host_organization_lineage_names":["Institute for Operations Research and the Management Sciences"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Systems Research","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4300000071525574,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2154212984","https://openalex.org/W2197590357","https://openalex.org/W2225156818","https://openalex.org/W2306119308","https://openalex.org/W2403615398","https://openalex.org/W2738291168","https://openalex.org/W2797568851","https://openalex.org/W2927148761","https://openalex.org/W2957614298","https://openalex.org/W2957822178","https://openalex.org/W2964045146","https://openalex.org/W3045464143","https://openalex.org/W3094644839","https://openalex.org/W3101267588","https://openalex.org/W3121322315","https://openalex.org/W3171376656","https://openalex.org/W4213413974","https://openalex.org/W4220873409","https://openalex.org/W4223943285","https://openalex.org/W4248139934","https://openalex.org/W4282943090","https://openalex.org/W4283815599","https://openalex.org/W4287881512","https://openalex.org/W4307559973","https://openalex.org/W4312569488","https://openalex.org/W4318589309","https://openalex.org/W4362632884","https://openalex.org/W4386783472","https://openalex.org/W4387198719","https://openalex.org/W4398251646"],"related_works":["https://openalex.org/W2740268725","https://openalex.org/W3093710306","https://openalex.org/W750217911","https://openalex.org/W4206949499","https://openalex.org/W2296969234","https://openalex.org/W4226254121","https://openalex.org/W4388229525","https://openalex.org/W1988755696","https://openalex.org/W2085920416","https://openalex.org/W4211238358"],"abstract_inverted_index":{"Short-form":[0],"video":[1],"platforms":[2],"such":[3],"as":[4],"TikTok":[5],"and":[6,70,88,132,161],"Douyin":[7],"are":[8],"widely":[9],"used":[10],"but":[11,92],"have":[12],"sparked":[13],"serious":[14],"concerns":[15],"about":[16],"their":[17],"impact":[18],"on":[19,59,73],"youth":[20,141],"mental":[21,142,163],"health,":[22,143],"especially":[23],"suicidal":[24,42,100],"thoughts.":[25],"This":[26,151],"study":[27],"introduces":[28],"a":[29,37,130,154],"novel":[30],"knowledge-guided":[31],"neural":[32],"topic":[33],"model":[34,81],"that":[35],"predicts":[36],"video\u2019s":[38],"potential":[39],"to":[40,66,99,136,140],"induce":[41],"thoughts":[43],"in":[44,158,166],"viewers":[45],"at":[46],"the":[47,80,167],"time":[48],"of":[49,169],"upload.":[50],"Unlike":[51],"existing":[52],"models,":[53],"our":[54],"approach":[55],"integrates":[56],"medical":[57],"knowledge":[58],"suicide":[60],"risk":[61],"factors":[62],"with":[63,147],"user-generated":[64],"content":[65,96,113,148],"improve":[67],"prediction":[68],"accuracy":[69],"explainability.":[71],"Tested":[72],"real-world":[74],"data":[75],"from":[76],"two":[77],"major":[78],"platforms,":[79],"not":[82],"only":[83],"outperforms":[84],"current":[85],"machine":[86],"learning":[87,90],"deep":[89],"benchmarks":[91],"also":[93],"uncovers":[94],"emerging":[95],"themes":[97],"linked":[98],"thought":[101],"risk.":[102],"For":[103,126],"practice,":[104],"this":[105],"tool":[106],"can":[107],"be":[108],"directly":[109],"integrated":[110],"into":[111],"platforms\u2019":[112],"moderation":[114],"pipelines,":[115],"identifying":[116],"high-risk":[117],"videos":[118],"for":[119],"follow-up":[120],"human":[121],"review":[122],"before":[123],"harm":[124],"spreads.":[125],"policy,":[127],"it":[128],"offers":[129,153],"scalable":[131],"ethically":[133],"informed":[134],"method":[135],"mitigate":[137],"digital":[138],"risks":[139],"balancing":[144],"user":[145],"safety":[146],"creator":[149],"rights.":[150],"work":[152],"critical":[155],"step":[156],"forward":[157],"responsible":[159],"AI":[160],"public":[162],"health":[164],"protection":[165],"era":[168],"algorithm-driven":[170],"media.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
