{"id":"https://openalex.org/W7153283700","doi":"https://doi.org/10.48550/arxiv.2604.07558","title":"Generative Experiences for Digital Mental Health Interventions: Evidence from a Randomized Study","display_name":"Generative Experiences for Digital Mental Health Interventions: Evidence from a Randomized Study","publication_year":2026,"publication_date":"2026-04-08","ids":{"openalex":"https://openalex.org/W7153283700","doi":"https://doi.org/10.48550/arxiv.2604.07558"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.07558","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.07558","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2604.07558","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058656783","display_name":"Ananya Bhattacharjee","orcid":"https://orcid.org/0000-0002-9116-3766"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bhattacharjee, Ananya","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017029944","display_name":"Michael Liut","orcid":"https://orcid.org/0000-0003-2965-5302"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liut, Michael","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133319481","display_name":"Matthew J\u00f6rke","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"J\u00f6rke, Matthew","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133387646","display_name":"Diyi Yang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Diyi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5123020817","display_name":"Emma Brunskill","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Brunskill, Emma","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.8873000144958496,"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"}},"topics":[{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.8873000144958496,"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/T10803","display_name":"Innovative Human-Technology Interaction","score":0.08290000259876251,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T12488","display_name":"Mental Health via Writing","score":0.004600000102072954,"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/personalization","display_name":"Personalization","score":0.8402000069618225},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.6736000180244446},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.6317999958992004},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.6068000197410583},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.5321999788284302},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.49410000443458557},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4189000129699707},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.4065999984741211},{"id":"https://openalex.org/keywords/digital-health","display_name":"Digital health","score":0.35440000891685486}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.8402000069618225},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.6736000180244446},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6317999958992004},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6068000197410583},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5928999781608582},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.5321999788284302},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.5008999705314636},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.49410000443458557},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4189000129699707},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.4065999984741211},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3668000102043152},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3621000051498413},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.35440000891685486},{"id":"https://openalex.org/C168563851","wikidata":"https://www.wikidata.org/wiki/Q1436668","display_name":"Randomized controlled trial","level":2,"score":0.34470000863075256},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.34209999442100525},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3407000005245209},{"id":"https://openalex.org/C45237549","wikidata":"https://www.wikidata.org/wiki/Q1376796","display_name":"Restructuring","level":2,"score":0.31940001249313354},{"id":"https://openalex.org/C6564018","wikidata":"https://www.wikidata.org/wiki/Q849826","display_name":"Cognitive restructuring","level":3,"score":0.3167000114917755},{"id":"https://openalex.org/C143299363","wikidata":"https://www.wikidata.org/wiki/Q900584","display_name":"Attribution","level":2,"score":0.3046000003814697},{"id":"https://openalex.org/C65682993","wikidata":"https://www.wikidata.org/wiki/Q1056451","display_name":"Reflection (computer programming)","level":2,"score":0.29170000553131104},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.2847000062465668},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.2786000072956085},{"id":"https://openalex.org/C158600405","wikidata":"https://www.wikidata.org/wiki/Q5054566","display_name":"Causal inference","level":2,"score":0.2782000005245209},{"id":"https://openalex.org/C201025465","wikidata":"https://www.wikidata.org/wiki/Q11248500","display_name":"User experience design","level":2,"score":0.27619999647140503},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.26269999146461487},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.26269999146461487},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.2612000107765198},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.2572999894618988},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.25619998574256897},{"id":"https://openalex.org/C13854087","wikidata":"https://www.wikidata.org/wiki/Q1061656","display_name":"Interaction design","level":2,"score":0.2522999942302704}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.07558","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.07558","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.07558","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.07558","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Digital":[0],"mental":[1],"health":[2],"(DMH)":[3],"tools":[4],"have":[5],"extensively":[6],"explored":[7],"personalization":[8,18,133],"of":[9,82,121],"interventions":[10,144],"to":[11,110],"users'":[12],"needs":[13],"and":[14,75,101,123,152],"contexts.":[15],"However,":[16],"this":[17,65],"often":[19],"targets":[20],"what":[21],"support":[22,149],"is":[23,28,59,150],"provided,":[24],"not":[25],"how":[26,41,148],"it":[27],"experienced.":[29],"Even":[30],"well-matched":[31],"content":[32,74],"can":[33,43],"fail":[34],"when":[35],"the":[36,56,103,135,141],"interaction":[37,77,127,136],"format":[38],"misaligns":[39],"with":[40,89],"someone":[42],"engage.":[44],"We":[45,63],"introduce":[46],"generative":[47],"experience":[48,58,105],"as":[49],"a":[50,68,86],"paradigm":[51],"for":[52,143],"DMH":[53],"support,":[54],"where":[55],"intervention":[57,73],"composed":[60],"at":[61],"runtime.":[62],"instantiate":[64],"in":[66,154],"GUIDE,":[67],"system":[69],"that":[70,145],"generates":[71],"personalized":[72],"multimodal":[76],"structure":[78],"through":[79,125],"rubric-guided":[80],"generation":[81],"modular":[83],"components.":[84],"In":[85],"preregistered":[87],"study":[88],"N":[90],"=":[91,99,107],"237":[92],"participants,":[93],"GUIDE":[94,116],"significantly":[95],"reduced":[96],"stress":[97],"(p":[98,106],".02)":[100],"improved":[102],"user":[104],".04)":[108],"compared":[109],"an":[111],"LLM-based":[112],"cognitive":[113],"restructuring":[114],"control.":[115],"also":[117],"supported":[118],"diverse":[119],"forms":[120],"reflection":[122],"action":[124],"varied":[126],"flows,":[128],"while":[129],"revealing":[130],"tensions":[131],"around":[132],"across":[134],"sequence.":[137],"This":[138],"work":[139],"lays":[140],"foundation":[142],"dynamically":[146],"shape":[147],"experienced":[151],"enacted":[153],"digital":[155],"settings.":[156]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-04-11T00:00:00"}