{"id":"https://openalex.org/W4288450780","doi":"https://doi.org/10.1080/10447318.2022.2089085","title":"Machine Learning Techniques in Adaptive and Personalized Systems for Health and Wellness","display_name":"Machine Learning Techniques in Adaptive and Personalized Systems for Health and Wellness","publication_year":2022,"publication_date":"2022-07-27","ids":{"openalex":"https://openalex.org/W4288450780","doi":"https://doi.org/10.1080/10447318.2022.2089085"},"language":"en","primary_location":{"id":"doi:10.1080/10447318.2022.2089085","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10447318.2022.2089085","pdf_url":null,"source":{"id":"https://openalex.org/S165559636","display_name":"International Journal of Human-Computer Interaction","issn_l":"1044-7318","issn":["1044-7318","1532-7590"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human\u2013Computer Interaction","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/journal_contribution/Machine_Learning_Techniques_in_Adaptive_and_Personalized_Systems_for_Health_and_Wellness/20390573","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074993442","display_name":"Oladapo Oyebode","orcid":null},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Oladapo Oyebode","raw_affiliation_strings":["Faculty of Computer Science, Dalhousie University, Halifax, Canada"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Halifax, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065939450","display_name":"Jonathon R. Fowles","orcid":"https://orcid.org/0000-0002-0268-0762"},"institutions":[{"id":"https://openalex.org/I92688161","display_name":"Acadia University","ror":"https://ror.org/00839we02","country_code":"CA","type":"education","lineage":["https://openalex.org/I92688161"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jonathon Fowles","raw_affiliation_strings":["School of Kinesiology, Acadia University, Wolfville, Canada"],"affiliations":[{"raw_affiliation_string":"School of Kinesiology, Acadia University, Wolfville, Canada","institution_ids":["https://openalex.org/I92688161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001605314","display_name":"Darren Steeves","orcid":null},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Darren Steeves","raw_affiliation_strings":["School of Health and Human Performance, Dalhousie University, Halifax, Canada"],"affiliations":[{"raw_affiliation_string":"School of Health and Human Performance, Dalhousie University, Halifax, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034768623","display_name":"Rita Orji","orcid":"https://orcid.org/0000-0001-6152-8034"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Rita Orji","raw_affiliation_strings":["Faculty of Computer Science, Dalhousie University, Halifax, Canada"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Halifax, Canada","institution_ids":["https://openalex.org/I129902397"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5074993442"],"corresponding_institution_ids":["https://openalex.org/I129902397"],"apc_list":null,"apc_paid":null,"fwci":26.4748,"has_fulltext":false,"cited_by_count":107,"citation_normalized_percentile":{"value":0.99766366,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"39","issue":"9","first_page":"1938","last_page":"1962"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9951000213623047,"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"}},"topics":[{"id":"https://openalex.org/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9951000213623047,"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"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9925000071525574,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mhealth","display_name":"mHealth","score":0.6210030317306519},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.6173369288444519},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.5528560876846313},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5066524147987366},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4626074731349945},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3756774067878723},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3212505578994751},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.17185592651367188},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.11274009943008423}],"concepts":[{"id":"https://openalex.org/C2779363104","wikidata":"https://www.wikidata.org/wiki/Q17069079","display_name":"mHealth","level":3,"score":0.6210030317306519},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.6173369288444519},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.5528560876846313},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5066524147987366},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4626074731349945},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3756774067878723},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3212505578994751},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.17185592651367188},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.11274009943008423},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1080/10447318.2022.2089085","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10447318.2022.2089085","pdf_url":null,"source":{"id":"https://openalex.org/S165559636","display_name":"International Journal of Human-Computer Interaction","issn_l":"1044-7318","issn":["1044-7318","1532-7590"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human\u2013Computer Interaction","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/20390573","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Machine_Learning_Techniques_in_Adaptive_and_Personalized_Systems_for_Health_and_Wellness/20390573","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"doi:10.6084/m9.figshare.20390573.v1","is_oa":true,"landing_page_url":"https://doi.org/10.6084/m9.figshare.20390573.v1","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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-journal"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/20390573","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Machine_Learning_Techniques_in_Adaptive_and_Personalized_Systems_for_Health_and_Wellness/20390573","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321481","display_name":"Canada Excellence Research Chairs, Government of Canada","ror":"https://ror.org/02tvrwm90"},{"id":"https://openalex.org/F4320322675","display_name":"Mitacs","ror":"https://ror.org/00cjrc276"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":131,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W165519954","https://openalex.org/W1539811621","https://openalex.org/W1803546023","https://openalex.org/W1976044762","https://openalex.org/W1985867508","https://openalex.org/W2016372372","https://openalex.org/W2037646636","https://openalex.org/W2049560216","https://openalex.org/W2103134912","https://openalex.org/W2147085624","https://openalex.org/W2155385538","https://openalex.org/W2158470315","https://openalex.org/W2167101736","https://openalex.org/W2175465469","https://openalex.org/W2190537655","https://openalex.org/W2414738784","https://openalex.org/W2491503888","https://openalex.org/W2520354661","https://openalex.org/W2529005842","https://openalex.org/W2540570443","https://openalex.org/W2574038793","https://openalex.org/W2579522812","https://openalex.org/W2610332124","https://openalex.org/W2611039151","https://openalex.org/W2623165252","https://openalex.org/W2664267452","https://openalex.org/W2734596499","https://openalex.org/W2756431941","https://openalex.org/W2764058170","https://openalex.org/W2768699332","https://openalex.org/W2768990309","https://openalex.org/W2779290295","https://openalex.org/W2788583916","https://openalex.org/W2794893444","https://openalex.org/W2796802878","https://openalex.org/W2807758217","https://openalex.org/W2831782124","https://openalex.org/W2843242420","https://openalex.org/W2890949773","https://openalex.org/W2897336679","https://openalex.org/W2899755574","https://openalex.org/W2909188502","https://openalex.org/W2911964244","https://openalex.org/W2912581524","https://openalex.org/W2918829773","https://openalex.org/W2926287779","https://openalex.org/W2926974277","https://openalex.org/W2942908420","https://openalex.org/W2961840197","https://openalex.org/W2963886570","https://openalex.org/W2966764627","https://openalex.org/W2969233017","https://openalex.org/W2970850607","https://openalex.org/W2971565213","https://openalex.org/W2971630033","https://openalex.org/W2979871391","https://openalex.org/W2980552122","https://openalex.org/W2980993898","https://openalex.org/W2981165060","https://openalex.org/W2985793248","https://openalex.org/W2987903394","https://openalex.org/W2990646475","https://openalex.org/W2991919763","https://openalex.org/W2994898777","https://openalex.org/W2995646717","https://openalex.org/W2995978786","https://openalex.org/W2998024276","https://openalex.org/W2999091083","https://openalex.org/W3001157157","https://openalex.org/W3005172892","https://openalex.org/W3006913750","https://openalex.org/W3007882848","https://openalex.org/W3010274200","https://openalex.org/W3011368299","https://openalex.org/W3012028867","https://openalex.org/W3012501605","https://openalex.org/W3013736701","https://openalex.org/W3014950611","https://openalex.org/W3016771838","https://openalex.org/W3020345984","https://openalex.org/W3020639102","https://openalex.org/W3021654819","https://openalex.org/W3024836211","https://openalex.org/W3026359008","https://openalex.org/W3033149968","https://openalex.org/W3033300085","https://openalex.org/W3035073080","https://openalex.org/W3037835185","https://openalex.org/W3039050487","https://openalex.org/W3042379185","https://openalex.org/W3042567248","https://openalex.org/W3044964533","https://openalex.org/W3046779950","https://openalex.org/W3081168214","https://openalex.org/W3086590218","https://openalex.org/W3087187939","https://openalex.org/W3087266742","https://openalex.org/W3089862415","https://openalex.org/W3093033010","https://openalex.org/W3098477223","https://openalex.org/W3106920072","https://openalex.org/W3118864729","https://openalex.org/W3119500435","https://openalex.org/W3120579637","https://openalex.org/W3120777630","https://openalex.org/W3135095093","https://openalex.org/W3143503530","https://openalex.org/W3145013517","https://openalex.org/W3156311852","https://openalex.org/W3161844450","https://openalex.org/W3165349770","https://openalex.org/W3166823380","https://openalex.org/W3174527358","https://openalex.org/W3184579817","https://openalex.org/W3200119112","https://openalex.org/W3214076701","https://openalex.org/W4200488419","https://openalex.org/W4205590417","https://openalex.org/W4210664388","https://openalex.org/W4210869479","https://openalex.org/W4220660761","https://openalex.org/W4233616176","https://openalex.org/W4234501356","https://openalex.org/W4234971943","https://openalex.org/W4239344321","https://openalex.org/W4254822622","https://openalex.org/W4256103721","https://openalex.org/W4256659336","https://openalex.org/W4292894604","https://openalex.org/W4294215472"],"related_works":["https://openalex.org/W3157260717","https://openalex.org/W1989929201","https://openalex.org/W2735645867","https://openalex.org/W2963498005","https://openalex.org/W2328171598","https://openalex.org/W4210372979","https://openalex.org/W4318480255","https://openalex.org/W3217504343","https://openalex.org/W4364360147","https://openalex.org/W4251124243"],"abstract_inverted_index":{"Traditional":[0],"health":[1,67,100,117,129,152,185,258],"systems":[2,30,65],"mostly":[3],"rely":[4],"on":[5,157,233],"rules":[6],"created":[7],"by":[8],"experts":[9],"to":[10,14,45,57],"offer":[11,216,226],"adaptive":[12,64,180],"interventions":[13,42,214],"patients.":[15,47],"However,":[16],"with":[17,35],"recent":[18],"advances":[19,235],"in":[20,38,62,221],"artificial":[21],"intelligence":[22],"(AI)":[23],"and":[24,68,81,84,101,141,151,186,194,211,255,259],"machine":[25],"learning":[26],"(ML)":[27],"techniques,":[28,176],"health-related":[29],"are":[31],"becoming":[32],"more":[33,40],"sophisticated":[34],"higher":[36],"accuracy":[37],"providing":[39],"personalized":[41],"or":[43,181,206],"treatments":[44],"individual":[46],"In":[48],"this":[49,222],"paper,":[50],"we":[51,225],"present":[52],"an":[53],"extensive":[54],"literature":[55],"review":[56,155],"explore":[58],"the":[59,162],"current":[60],"trends":[61],"ML-based":[63],"for":[66,75,93,136,184,218,228],"well-being.":[69],"We":[70,189],"conduct":[71],"a":[72],"systematic":[73],"search":[74],"articles":[76,87,97],"published":[77],"between":[78],"January":[79],"2011":[80],"April":[82],"2022":[83],"selected":[85,96],"87":[86],"that":[88],"met":[89],"our":[90],"inclusion":[91],"criteria":[92],"review.":[94],"The":[95],"target":[98,163],"18":[99],"wellness":[102,187,260],"domains":[103],"including":[104,197],"disease":[105,146],"management,":[106,116,145],"assistive":[107],"healthcare,":[108],"medical":[109,148],"diagnosis,":[110],"mental":[111],"health,":[112,143],"physical":[113],"activity,":[114],"dietary":[115],"monitoring,":[118],"substance":[119],"use,":[120],"smoking":[121],"cessation,":[122],"homeopathy":[123],"remedy":[124],"finding,":[125],"patient":[126],"privacy,":[127],"mobile":[128],"(mHealth)":[130],"apps":[131],"finder,":[132],"clinician":[133],"knowledge":[134],"representation":[135],"neonatal":[137],"emergency":[138],"care,":[139],"dental":[140],"oral":[142],"medication":[144],"surveillance,":[147],"specialty":[149],"recommendation,":[150],"awareness.":[153],"Our":[154],"focuses":[156],"five":[158],"key":[159],"areas":[160],"across":[161],"domains:":[164],"data":[165,198,201,204],"collection":[166],"strategies,":[167],"model":[168,174],"development":[169],"process,":[170],"ML":[171],"techniques":[172],"utilized,":[173],"evaluation":[175],"as":[177,179,237],"well":[178],"personalization":[182],"strategies":[183],"interventions.":[188,261],"also":[190],"identified":[191],"various":[192],"technical":[193],"methodological":[195],"challenges":[196],"volume":[199],"constraints,":[200],"quality":[202],"issues,":[203,208,210],"diversity":[205],"variability":[207],"infrastructure-related":[209],"suitability":[212],"of":[213,257],"which":[215],"directions":[217],"future":[219],"work":[220],"area.":[223],"Finally,":[224],"recommendations":[227],"tackling":[229],"these":[230],"challenges,":[231],"leveraging":[232],"technological":[234],"such":[236],"multimodality,":[238],"Cloud":[239],"technology,":[240],"online":[241],"learning,":[242,252],"edge":[243],"computing,":[244],"automatic":[245],"re-calibration,":[246],"Bluetooth":[247],"auto-reconnection,":[248],"feedback":[249],"pipeline,":[250],"federated":[251],"explainable":[253],"AI,":[254],"co-creation":[256]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":44},{"year":2024,"cited_by_count":38},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":3}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}