{"id":"https://openalex.org/W7203628293","doi":"https://doi.org/10.56557/jomahr/2026/v11i210996","title":"Artificial Intelligence in Mental Healthcare: A Critical Narrative Review of Diagnosis, Treatment Personalisation and Patient Monitoring","display_name":"Artificial Intelligence in Mental Healthcare: A Critical Narrative Review of Diagnosis, Treatment Personalisation and Patient Monitoring","publication_year":2026,"publication_date":"2026-08-17","ids":{"openalex":"https://openalex.org/W7203628293","doi":"https://doi.org/10.56557/jomahr/2026/v11i210996"},"language":"en","primary_location":{"id":"doi:10.56557/jomahr/2026/v11i210996","doi":"https://doi.org/10.56557/jomahr/2026/v11i210996","is_oa":true,"landing_page_url":"https://doi.org/10.56557/jomahr/2026/v11i210996","pdf_url":null,"source":{"id":"https://openalex.org/S4387282320","display_name":"Journal of Medicine and Health Research","issn_l":"2456-9178","issn":["2456-9178"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medicine and Health Research","raw_type":"journal-article"},"volume":null,"type":"review","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.56557/jomahr/2026/v11i210996","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5117667305","display_name":"Mary Oluwabunmi Oyebode","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I35601441","display_name":"Osun State University","ror":"https://ror.org/00e16h982","country_code":"NG","type":"education","lineage":["https://openalex.org/I35601441"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Oyebode Mary Oluwabunmi","raw_affiliation_strings":["Public Health Department, Osun State University, Osun, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Public Health Department, Osun State University, Osun, Nigeria","institution_ids":["https://openalex.org/I35601441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147297345","display_name":"Anyebe Daniel Ameh","orcid":"https://orcid.org/0009-0000-4409-9960","observed_orcids":["https://orcid.org/0009-0000-4409-9960"]},"institutions":[{"id":"https://openalex.org/I131651094","display_name":"University of Denver","ror":"https://ror.org/04w7skc03","country_code":"US","type":"education","lineage":["https://openalex.org/I131651094"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Anyebe Daniel Ameh","raw_affiliation_strings":["College of Professional Studies, University of Denver. Denver, Colorado, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Professional Studies, University of Denver. Denver, Colorado, USA","institution_ids":["https://openalex.org/I131651094"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119835313","display_name":"Jacob Miracle Godswill","orcid":"https://orcid.org/0009-0009-2854-5284","observed_orcids":["https://orcid.org/0009-0009-2854-5284"]},"institutions":[{"id":"https://openalex.org/I96576516","display_name":"Rivers State University","ror":"https://ror.org/01kr7aq59","country_code":"NG","type":"education","lineage":["https://openalex.org/I96576516"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Jacob Miracle Godswill","raw_affiliation_strings":["Rivers State University of Science and technology, Port Harcourt, Rivers State, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rivers State University of Science and technology, Port Harcourt, Rivers State, Nigeria","institution_ids":["https://openalex.org/I96576516"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5092653187","display_name":"Felix Olayemi Fagbomedo","orcid":"https://orcid.org/0009-0007-9753-3346","observed_orcids":["https://orcid.org/0009-0007-9753-3346"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Felix Olayemi Fagbomedo","raw_affiliation_strings":["Department of Chemical Pathology and Immunology, Federal Teaching Hospital, Ido Ekiti, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemical Pathology and Immunology, Federal Teaching Hospital, Ido Ekiti, Nigeria","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5147297345"],"corresponding_institution_ids":["https://openalex.org/I131651094"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":"2","first_page":"221","last_page":"247"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9702000021934509,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9702000021934509,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.009800000116229057,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.004600000102072954,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"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/psychiatric-diagnosis","display_name":"psychiatric diagnosis","score":0.7250000238418579},{"id":"https://openalex.org/keywords/risk-detection","display_name":"risk detection","score":0.8410000205039978},{"id":"https://openalex.org/keywords/personalized-treatment","display_name":"personalized treatment","score":0.9729999899864197},{"id":"https://openalex.org/keywords/treatment-response-prediction","display_name":"treatment response prediction","score":0.7429999709129333},{"id":"https://openalex.org/keywords/continuous-patient-monitoring","display_name":"continuous patient monitoring","score":0.8619999885559082},{"id":"https://openalex.org/keywords/external-validation","display_name":"external validation","score":0.6579999923706055},{"id":"https://openalex.org/keywords/model-generalization","display_name":"model generalization","score":0.675000011920929},{"id":"https://openalex.org/keywords/clinical-translation-of-ai","display_name":"clinical translation of AI","score":0.6349999904632568},{"id":"https://openalex.org/keywords/ai-governance","display_name":"AI governance","score":0.6869999766349792},{"id":"https://openalex.org/keywords/outcome-definitions","display_name":"outcome definitions","score":0.5080000162124634}],"concepts":[{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5408999919891357},{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.475600004196167},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4569999873638153},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.4490000009536743},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.4462999999523163},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.42829999327659607},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.41839998960494995},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.3993000090122223},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.38179999589920044},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.37459999322891235},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.37229999899864197},{"id":"https://openalex.org/C19648533","wikidata":"https://www.wikidata.org/wiki/Q691640","display_name":"Evidence-based medicine","level":3,"score":0.3562000095844269},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34139999747276306},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.33959999680519104},{"id":"https://openalex.org/C141330323","wikidata":"https://www.wikidata.org/wiki/Q2354820","display_name":"Evidence-based practice","level":3,"score":0.3280999958515167},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.3280999958515167},{"id":"https://openalex.org/C2779549880","wikidata":"https://www.wikidata.org/wiki/Q5542226","display_name":"PsycINFO","level":3,"score":0.32179999351501465},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.30640000104904175},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.2870999872684479},{"id":"https://openalex.org/C2779621748","wikidata":"https://www.wikidata.org/wiki/Q910817","display_name":"Carr","level":2,"score":0.2849999964237213},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.2847999930381775},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.28380000591278076},{"id":"https://openalex.org/C2779328685","wikidata":"https://www.wikidata.org/wiki/Q1475557","display_name":"Patient safety","level":3,"score":0.26840001344680786},{"id":"https://openalex.org/C168563851","wikidata":"https://www.wikidata.org/wiki/Q1436668","display_name":"Randomized controlled trial","level":2,"score":0.265500009059906},{"id":"https://openalex.org/C3020000205","wikidata":"https://www.wikidata.org/wiki/Q2412849","display_name":"Narrative review","level":2,"score":0.263700008392334},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.2621999979019165},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.2596000134944916}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.56557/jomahr/2026/v11i210996","doi":"https://doi.org/10.56557/jomahr/2026/v11i210996","is_oa":true,"landing_page_url":"https://doi.org/10.56557/jomahr/2026/v11i210996","pdf_url":null,"source":{"id":"https://openalex.org/S4387282320","display_name":"Journal of Medicine and Health Research","issn_l":"2456-9178","issn":["2456-9178"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medicine and Health Research","raw_type":"journal-article"},{"id":"pmh:oai:ikprress.org:article/10996","doi":null,"is_oa":true,"landing_page_url":"https://ikprress.org/index.php/JOMAHR/article/view/10996","pdf_url":null,"source":{"id":"https://openalex.org/S4387282320","display_name":"Journal of Medicine and Health Research","issn_l":"2456-9178","issn":["2456-9178"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2456-9178","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:HAL:hal-05719560v1","doi":null,"is_oa":false,"landing_page_url":"https://hal.science/hal-05719560","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Medicine and Health Research, 2026, 11 (2), pp.221-247","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.56557/jomahr/2026/v11i210996","doi":"https://doi.org/10.56557/jomahr/2026/v11i210996","is_oa":true,"landing_page_url":"https://doi.org/10.56557/jomahr/2026/v11i210996","pdf_url":null,"source":{"id":"https://openalex.org/S4387282320","display_name":"Journal of Medicine and Health Research","issn_l":"2456-9178","issn":["2456-9178"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medicine and Health Research","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9940000176429749,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4407229447","https://openalex.org/W7133342356","https://openalex.org/W6885121777","https://openalex.org/W4415284331","https://openalex.org/W4416554667","https://openalex.org/W7204255173","https://openalex.org/W7141513857","https://openalex.org/W7117997518","https://openalex.org/W4414207982","https://openalex.org/W7160341648"],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1,58],"has":[2,35,59,85,179],"been":[3,60,180],"proposed":[4],"as":[5],"a":[6,97,101],"corrective":[7],"to":[8,64,121],"three":[9,53,188],"persistent":[10],"problems":[11],"in":[12,55,192,257],"mental":[13,65],"healthcare:":[14],"diagnostic":[15,68,210],"imprecision,":[16],"the":[17,24,52,218],"trial-and-error":[18],"character":[19],"of":[20,27,32,107,173,301],"treatment":[21,73],"selection,":[22],"and":[23,70,75,79,109,112,114,144,167,170,197,205,212,228,243,267,298],"episodic":[25],"nature":[26],"clinical":[28,91,265,306],"monitoring.":[29],"The":[30,187,221],"volume":[31],"primary":[33],"research":[34],"expanded":[36],"rapidly,":[37],"yet":[38],"few":[39],"tools":[40],"have":[41],"altered":[42],"routine":[43,255],"practice.":[44],"This":[45],"critical":[46],"narrative":[47],"review":[48],"examines":[49],"evidence":[50,204],"across":[51],"domains":[54,189],"which":[56],"artificial":[57],"most":[61],"extensively":[62],"applied":[63],"health,":[66],"namely":[67],"classification":[69,211],"risk":[71],"detection,":[72],"personalisation,":[74],"continuous":[76],"patient":[77],"monitoring,":[78],"asks":[80],"why":[81],"demonstrated":[82,90],"technical":[83],"performance":[84],"so":[86],"rarely":[87],"converted":[88],"into":[89],"benefit.":[92],"Literature":[93],"was":[94,133],"identified":[95],"through":[96],"bibliographic":[98],"metadata":[99],"registry,":[100],"biomedical":[102],"citation":[103,116],"index,":[104],"targeted":[105],"searching":[106],"scholarly":[108],"institutional":[110],"sources,":[111],"backward":[113],"forward":[115],"tracking,":[117],"covering":[118],"January":[119],"2015":[120],"11":[122],"June":[123],"2026,":[124],"with":[125],"earlier":[126],"work":[127],"retained":[128],"where":[129,176],"conceptually":[130],"necessary.":[131],"Evidence":[132],"appraised":[134],"for":[135,273],"design":[136],"adequacy,":[137],"validation":[138,178],"strategy,":[139],"sample":[140],"representativeness,":[141],"outcome":[142,238,293],"definition":[143],"reporting":[145],"transparency,":[146],"then":[147],"synthesised":[148],"thematically":[149],"rather":[150,230],"than":[151,231,287],"study":[152],"by":[153,163],"study.":[154],"Three":[155],"findings":[156],"recur.":[157],"Apparent":[158],"accuracy":[159],"is":[160],"systematically":[161],"inflated":[162],"internal":[164],"validation,":[165],"small":[166],"selected":[168],"samples,":[169],"reference":[171],"standards":[172],"limited":[174],"reliability;":[175],"external":[177],"attempted,":[181],"discrimination":[182],"frequently":[183],"falls":[184],"towards":[185],"chance.":[186],"differ":[190],"markedly":[191],"evidential":[193],"maturity,":[194],"since":[195],"monitoring":[196],"conversational":[198],"intervention":[199],"now":[200],"rest":[201],"on":[202,224,284,288],"randomised":[203],"pooled":[206],"effect":[207],"estimates,":[208],"whereas":[209],"treatment-response":[213],"prediction":[214],"remain":[215],"largely":[216],"at":[217],"model-development":[219],"stage.":[220],"binding":[222],"constraints":[223],"translation":[225],"are":[226],"infrastructural":[227],"epistemic":[229],"algorithmic,":[232],"encompassing":[233],"narrow":[234],"training":[235],"populations,":[236],"unreliable":[237],"labels,":[239],"absent":[240],"prospective":[241,258,295],"evaluation":[242,297],"immature":[244],"governance.":[245],"Unresolved":[246],"questions":[247],"include":[248],"whether":[249],"any":[250],"model":[251,285],"confers":[252],"benefit":[253],"over":[254],"care":[256],"use,":[259],"how":[260,268],"algorithmic":[261],"outputs":[262],"should":[263,270],"enter":[264],"judgement,":[266],"safety":[269],"be":[271],"established":[272],"generative":[274],"systems":[275],"operating":[276],"outside":[277],"professional":[278],"supervision.":[279],"Progress":[280],"will":[281],"depend":[282],"less":[283],"refinement":[286],"representative":[289],"longitudinal":[290],"datasets,":[291],"standardised":[292],"definitions,":[294],"impact":[296],"governance":[299],"capable":[300],"distinguishing":[302],"wellness":[303],"products":[304],"from":[305],"instruments.":[307]},"counts_by_year":[],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2026-08-18T00:00:00"}
