{"id":"https://openalex.org/W7130946283","doi":"https://doi.org/10.31449/inf.v50i8.11347","title":"RL-AMHA: A Reinforcement Learning-Based Adaptive System for Personalized Mental Health Education and Intervention","display_name":"RL-AMHA: A Reinforcement Learning-Based Adaptive System for Personalized Mental Health Education and Intervention","publication_year":2026,"publication_date":"2026-02-21","ids":{"openalex":"https://openalex.org/W7130946283","doi":"https://doi.org/10.31449/inf.v50i8.11347"},"language":null,"primary_location":{"id":"doi:10.31449/inf.v50i8.11347","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i8.11347","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/11347/6523","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.informatica.si/index.php/informatica/article/download/11347/6523","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5126567927","display_name":"Jine Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210117382","display_name":"Anyang Normal University","ror":"https://ror.org/02g9nss57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210117382"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jine Wang","raw_affiliation_strings":["Anyang Normal University, Anyang, Henan, 455000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anyang Normal University, Anyang, Henan, 455000, China","institution_ids":["https://openalex.org/I4210117382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5126567927"],"corresponding_institution_ids":["https://openalex.org/I4210117382"],"apc_list":null,"apc_paid":null,"fwci":8.2748,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.95662724,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"50","issue":"8","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":0.9842000007629395,"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":0.9842000007629395,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.004800000227987766,"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"}},{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.003100000089034438,"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":0.6797999739646912},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5282999873161316},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.5281000137329102},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.48260000348091125},{"id":"https://openalex.org/keywords/mhealth","display_name":"mHealth","score":0.4578000009059906},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.42170000076293945},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.3474999964237213},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.3212999999523163}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6797999739646912},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.565500020980835},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.5375000238418579},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5282999873161316},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.5281000137329102},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.48260000348091125},{"id":"https://openalex.org/C2779363104","wikidata":"https://www.wikidata.org/wiki/Q17069079","display_name":"mHealth","level":3,"score":0.4578000009059906},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.42170000076293945},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.3747999966144562},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3634999990463257},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.3474999964237213},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3425000011920929},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.3212999999523163},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.3124000132083893},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.3050999939441681},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2946999967098236},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.2921999990940094},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.2777000069618225},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2655999958515167},{"id":"https://openalex.org/C14262774","wikidata":"https://www.wikidata.org/wiki/Q4880695","display_name":"Behavior change","level":2,"score":0.2644999921321869},{"id":"https://openalex.org/C113807197","wikidata":"https://www.wikidata.org/wiki/Q60894","display_name":"Health education","level":3,"score":0.26330000162124634},{"id":"https://openalex.org/C68784500","wikidata":"https://www.wikidata.org/wiki/Q1570691","display_name":"Adaptive behavior","level":2,"score":0.26269999146461487},{"id":"https://openalex.org/C32220436","wikidata":"https://www.wikidata.org/wiki/Q2072214","display_name":"Personalized medicine","level":2,"score":0.2581999897956848},{"id":"https://openalex.org/C2780732545","wikidata":"https://www.wikidata.org/wiki/Q7315969","display_name":"Response to intervention","level":3,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.31449/inf.v50i8.11347","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i8.11347","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/11347/6523","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.31449/inf.v50i8.11347","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i8.11347","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/11347/6523","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320314997","display_name":"Strong","ror":"https://ror.org/041vyzr56"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7130946283.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Effective":[0],"mental":[1,58],"health":[2,59],"education":[3],"requires":[4],"personalized":[5],"recommendations":[6],"and":[7,17,35,42,52,72,79,91,110,129,160,181,199,209],"intervention":[8],"strategies":[9],"that":[10,31,96],"align":[11],"with":[12,86],"an":[13],"individual's":[14],"psychological":[15,203],"condition":[16],"learning":[18],"preferences.":[19],"This":[20],"study":[21],"introduces":[22],"a":[23,39,56,87,92,126,157],"Reinforcement":[24],"Learning-Based":[25],"Adaptive":[26],"Mental":[27],"Health":[28],"Advisor":[29],"(RL-AMHA)":[30],"selects":[32],"instructional":[33],"content":[34,98,108],"self-care":[36,162],"interventions":[37],"using":[38,69],"PPO":[40,113],"agent":[41,47],"actor-critic":[43],"neural":[44],"architecture.":[45],"The":[46,82],"uses":[48],"self-reports,":[49],"in-app":[50],"behavior,":[51],"contextual":[53],"cues":[54],"from":[55,144,151,165,186],"mobile":[57,206],"platform.":[60],"It":[61],"was":[62],"trained":[63,133],"on":[64,100,125,156],"1,200":[65],"anonymized":[66],"user":[67,149],"sessions":[68],"log":[70],"data":[71],"validated":[73],"questionnaire":[74],"scores,":[75],"after":[76],"ethics":[77],"approval":[78],"informed":[80],"consent.":[81],"experiment":[83],"contrasts":[84],"RL-AMHA":[85,140,195],"static":[88],"rule-based":[89],"curriculum":[90],"supervised":[93],"recommendation":[94],"model":[95],"predicts":[97],"based":[99],"past":[101],"clicks.":[102],"All":[103],"models":[104],"share":[105],"the":[106,135,172],"same":[107],"pool":[109],"interaction":[111],"constraints;":[112],"hyperparameters":[114],"(learning":[115],"rate,":[116],"discount":[117],"factor,":[118],"clipping":[119],"range,":[120],"batch":[121],"size)":[122],"were":[123,132],"tweaked":[124],"validation":[127],"split,":[128],"500":[130],"episodes":[131],"until":[134],"average":[136],"episodic":[137],"reward":[138],"converged.":[139],"improves":[141],"engagement":[142,184],"rate":[143],"75.2%":[145],"to":[146,153,167,171,188],"88.1%":[147],"(+2.9%),":[148],"satisfaction":[150],"4.21":[152],"4.85":[154],"(+0.64":[155],"5-point":[158],"scale),":[159],"weekly":[161],"activity":[163],"frequency":[164],"9.4":[166],"13.1":[168],"(+39%)":[169],"compared":[170],"baseline.":[173],"Additionally,":[174],"it":[175],"enhances":[176],"stress-reduction":[177],"scores":[178],"by":[179],"18.6%":[180],"increases":[182],"continuous":[183],"time":[185],"21.3":[187],"29.0":[189],"minutes.":[190],"With":[191],"minimal":[192],"implementation":[193],"costs,":[194],"demonstrates":[196],"scalability,":[197],"adaptability,":[198],"effectiveness":[200],"for":[201],"long-term":[202],"support":[204],"across":[205],"health,":[207],"e-learning,":[208],"clinical":[210],"decision-support":[211],"environments.":[212]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2026-02-23T00:00:00"}
