{"id":"https://openalex.org/W7163932494","doi":"https://doi.org/10.48550/arxiv.2606.06800","title":"Exploring Reinforcement Learning for Fluid Transitions Between Clinical Mental Healthcare and Everyday Wellness Support","display_name":"Exploring Reinforcement Learning for Fluid Transitions Between Clinical Mental Healthcare and Everyday Wellness Support","publication_year":2026,"publication_date":"2026-06-05","ids":{"openalex":"https://openalex.org/W7163932494","doi":"https://doi.org/10.48550/arxiv.2606.06800"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.06800","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.06800","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2606.06800","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114424426","display_name":"Tony Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Tony","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5138118966","display_name":"Qian Yang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Qian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"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":0.9775999784469604,"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":0.9775999784469604,"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":0.003000000026077032,"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/T10629","display_name":"Health Policy Implementation Science","score":0.0012000000569969416,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.7843000292778015},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.6510999798774719},{"id":"https://openalex.org/keywords/burnout","display_name":"Burnout","score":0.5067999958992004},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.5041999816894531},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4966000020503998},{"id":"https://openalex.org/keywords/journaling-file-system","display_name":"Journaling file system","score":0.4821999967098236},{"id":"https://openalex.org/keywords/motivational-interviewing","display_name":"Motivational interviewing","score":0.3781999945640564},{"id":"https://openalex.org/keywords/exploratory-research","display_name":"Exploratory research","score":0.3499999940395355},{"id":"https://openalex.org/keywords/psychological-resilience","display_name":"Psychological resilience","score":0.313400000333786}],"concepts":[{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.7843000292778015},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6510999798774719},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5931000113487244},{"id":"https://openalex.org/C143916079","wikidata":"https://www.wikidata.org/wiki/Q2629248","display_name":"Burnout","level":2,"score":0.5067999958992004},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.5041999816894531},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4966000020503998},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.4918000102043152},{"id":"https://openalex.org/C2225880","wikidata":"https://www.wikidata.org/wiki/Q579047","display_name":"Journaling file system","level":3,"score":0.4821999967098236},{"id":"https://openalex.org/C2777016617","wikidata":"https://www.wikidata.org/wiki/Q1759158","display_name":"Motivational interviewing","level":3,"score":0.3781999945640564},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.37599998712539673},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.3580999970436096},{"id":"https://openalex.org/C85973986","wikidata":"https://www.wikidata.org/wiki/Q1091731","display_name":"Exploratory research","level":2,"score":0.3499999940395355},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.34279999136924744},{"id":"https://openalex.org/C137176749","wikidata":"https://www.wikidata.org/wiki/Q4105337","display_name":"Psychological resilience","level":2,"score":0.313400000333786},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.2937000095844269},{"id":"https://openalex.org/C14262774","wikidata":"https://www.wikidata.org/wiki/Q4880695","display_name":"Behavior change","level":2,"score":0.2912999987602234},{"id":"https://openalex.org/C12505134","wikidata":"https://www.wikidata.org/wiki/Q718809","display_name":"Positive psychology","level":2,"score":0.2892000079154968},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.288100004196167},{"id":"https://openalex.org/C2781089641","wikidata":"https://www.wikidata.org/wiki/Q7310684","display_name":"Relapse prevention","level":2,"score":0.27639999985694885},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.27570000290870667},{"id":"https://openalex.org/C155164915","wikidata":"https://www.wikidata.org/wiki/Q1403186","display_name":"Health psychology","level":3,"score":0.2750999927520752},{"id":"https://openalex.org/C2780444219","wikidata":"https://www.wikidata.org/wiki/Q341045","display_name":"Mindfulness","level":2,"score":0.2745000123977661},{"id":"https://openalex.org/C2779018934","wikidata":"https://www.wikidata.org/wiki/Q1129653","display_name":"Everyday life","level":2,"score":0.2709999978542328},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.2685000002384186},{"id":"https://openalex.org/C2776436463","wikidata":"https://www.wikidata.org/wiki/Q4967030","display_name":"Brief intervention","level":3,"score":0.2590999901294708},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.2578999996185303},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2567000091075897},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.2531999945640564}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.06800","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.06800","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2606.06800","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.06800","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Mental":[0],"health":[1,31,77],"struggles":[2],"wax":[3],"and":[4,8,36,69,81,122,148,162],"wane,":[5],"yet":[6],"clinical":[7,35,68,161],"wellness":[9,37,70,163],"interventions":[10,38,103,130,164],"typically":[11],"operate":[12],"separately,":[13],"causing":[14],"frequent":[15],"breakdowns":[16],"at":[17],"care":[18,45,114],"transitions.":[19],"We":[20,47,57,90],"explore":[21],"reinforcement":[22],"learning":[23],"(RL)":[24],"as":[25,40],"a":[26,43,54,59,85,141,158],"means":[27],"to":[28,72,145,167,174],"build":[29],"digital":[30],"systems":[32,109],"that":[33,62,110],"deliver":[34],"proactively,":[39],"part":[41],"of":[42,96],"coherent":[44,112],"journey.":[46],"ask:":[48],"what":[49],"complexities":[50],"does":[51],"designing":[52],"such":[53],"system":[55,159],"involve?":[56],"built":[58],"contextual":[60],"bandit":[61],"dynamically":[63],"selects":[64],"journaling":[65],"prompts":[66],"from":[67],"repertoires":[71],"optimize":[73],"for":[74],"an":[75],"overarching":[76],"goal":[78],"(sustained":[79],"journaling)":[80],"deployed":[82],"it":[83,173],"in":[84,170],"four-week":[86],"exploratory":[87],"study":[88],"(N=38).":[89],"found":[91],"that,":[92],"first,":[93],"many":[94],"benefits":[95],"RL-optimized":[97],"intervention":[98,143],"sequences":[99],"appeared":[100],"only":[101],"after":[102],"ended,":[104],"raising":[105],"the":[106,154],"question:":[107,155],"Should":[108],"offer":[111],"clinical-wellness":[113],"journeys":[115],"include":[116],"stepping-back":[117],"periods?":[118],"If":[119],"so,":[120],"when":[121],"how?":[123],"Second,":[124],"participants":[125],"most":[126,138],"engaged":[127,139],"with":[128,140],"RL-generated":[129],"deepened":[131],"their":[132],"engagement":[133],"over":[134],"time,":[135],"while":[136],"those":[137],"constant":[142],"tended":[144],"burn":[146],"out":[147,150],"drop":[149],"later.":[151],"It":[152],"raises":[153],"When":[156],"should":[157],"blending":[160],"reduce":[165],"intensity":[166],"prevent":[168],"burnout":[169],"versus":[171],"sustain":[172],"maximize":[175],"treatment":[176],"gains?":[177]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-06-09T00:00:00"}