{"id":"https://openalex.org/W3207068118","doi":"https://doi.org/10.1108/lht-04-2021-0151","title":"Wearable IoT intelligent recommender framework for a smarter healthcare approach","display_name":"Wearable IoT intelligent recommender framework for a smarter healthcare approach","publication_year":2021,"publication_date":"2021-10-14","ids":{"openalex":"https://openalex.org/W3207068118","doi":"https://doi.org/10.1108/lht-04-2021-0151","mag":"3207068118"},"language":"en","primary_location":{"id":"doi:10.1108/lht-04-2021-0151","is_oa":false,"landing_page_url":"https://doi.org/10.1108/lht-04-2021-0151","pdf_url":null,"source":{"id":"https://openalex.org/S143568823","display_name":"Library Hi Tech","issn_l":"0737-8831","issn":["0737-8831","2054-166X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Library Hi Tech","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069067977","display_name":"Mona Bokharaei Nia","orcid":"https://orcid.org/0000-0002-2499-4711"},"institutions":[{"id":"https://openalex.org/I136830121","display_name":"Islamic Azad University South Tehran Branch","ror":"https://ror.org/02xc21a77","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I136830121"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mona Bokharaei Nia","raw_affiliation_strings":["IT Management, Islamic Azad University South Tehran Branch, Tehran, Islamic Republic of Iran"],"raw_orcid":"https://orcid.org/0000-0002-2499-4711","affiliations":[{"raw_affiliation_string":"IT Management, Islamic Azad University South Tehran Branch, Tehran, Islamic Republic of Iran","institution_ids":["https://openalex.org/I136830121"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112578693","display_name":"Mohammadali Afshar Kazemi","orcid":null},"institutions":[{"id":"https://openalex.org/I41775361","display_name":"Islamic Azad University Central Tehran Branch","ror":"https://ror.org/03a11m818","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I41775361"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mohammadali Afshar Kazemi","raw_affiliation_strings":["Information Technology and Industrial Management, Management Faculty, Islamic Azad University Central Tehran Branch, Tehran, Islamic Republic of Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Technology and Industrial Management, Management Faculty, Islamic Azad University Central Tehran Branch, Tehran, Islamic Republic of Iran","institution_ids":["https://openalex.org/I41775361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051270786","display_name":"Changiz Valmohammadi","orcid":"https://orcid.org/0000-0002-0665-5126"},"institutions":[{"id":"https://openalex.org/I136830121","display_name":"Islamic Azad University South Tehran Branch","ror":"https://ror.org/02xc21a77","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I136830121"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Changiz Valmohammadi","raw_affiliation_strings":["Department of Industrial Management, Management Faculty, Islamic Azad University South Tehran Branch, Tehran, Islamic Republic of Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Management, Management Faculty, Islamic Azad University South Tehran Branch, Tehran, Islamic Republic of Iran","institution_ids":["https://openalex.org/I136830121"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077031306","display_name":"Ghanbar Abbaspour","orcid":null},"institutions":[{"id":"https://openalex.org/I136830121","display_name":"Islamic Azad University South Tehran Branch","ror":"https://ror.org/02xc21a77","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I136830121"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Ghanbar Abbaspour","raw_affiliation_strings":["Department of Industrial Management, Management Faculty, Islamic Azad University South Tehran Branch, Tehran, Islamic Republic of Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Management, Management Faculty, Islamic Azad University South Tehran Branch, Tehran, Islamic Republic of Iran","institution_ids":["https://openalex.org/I136830121"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.0952,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.9549207,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"41","issue":"4","first_page":"1238","last_page":"1261"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9850999712944031,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9822999835014343,"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/wearable-computer","display_name":"Wearable computer","score":0.8548008799552917},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.79888916015625},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.6166477203369141},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5724599361419678},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.5465294718742371},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5219306945800781},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5067415833473206},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.4258367717266083},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.4228881597518921},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.41929078102111816},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.4033132493495941},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.39065948128700256},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3831300139427185},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35781052708625793},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.34712332487106323},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.30942195653915405},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.1067553162574768}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.8548008799552917},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.79888916015625},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6166477203369141},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5724599361419678},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.5465294718742371},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5219306945800781},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5067415833473206},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4258367717266083},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.4228881597518921},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.41929078102111816},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.4033132493495941},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.39065948128700256},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3831300139427185},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35781052708625793},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34712332487106323},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.30942195653915405},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.1067553162574768},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"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":1,"locations":[{"id":"doi:10.1108/lht-04-2021-0151","is_oa":false,"landing_page_url":"https://doi.org/10.1108/lht-04-2021-0151","pdf_url":null,"source":{"id":"https://openalex.org/S143568823","display_name":"Library Hi Tech","issn_l":"0737-8831","issn":["0737-8831","2054-166X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Library Hi Tech","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W177624111","https://openalex.org/W1528285574","https://openalex.org/W1680392829","https://openalex.org/W1997065369","https://openalex.org/W1998523455","https://openalex.org/W1999047234","https://openalex.org/W2005156851","https://openalex.org/W2051082454","https://openalex.org/W2052421337","https://openalex.org/W2073474519","https://openalex.org/W2084553975","https://openalex.org/W2127282486","https://openalex.org/W2131496831","https://openalex.org/W2147654806","https://openalex.org/W2155632266","https://openalex.org/W2162041430","https://openalex.org/W2211004987","https://openalex.org/W2227530665","https://openalex.org/W2247088741","https://openalex.org/W2276084532","https://openalex.org/W2290735947","https://openalex.org/W2536229726","https://openalex.org/W2547480331","https://openalex.org/W2586837696","https://openalex.org/W2593909786","https://openalex.org/W2606440216","https://openalex.org/W2622711808","https://openalex.org/W2726150830","https://openalex.org/W2736310795","https://openalex.org/W2752051970","https://openalex.org/W2756431941","https://openalex.org/W2764078585","https://openalex.org/W2771721466","https://openalex.org/W2782491783","https://openalex.org/W2790068398","https://openalex.org/W2794802346","https://openalex.org/W2804739698","https://openalex.org/W2805182940","https://openalex.org/W2805240935","https://openalex.org/W2806803706","https://openalex.org/W2810665353","https://openalex.org/W2888686055","https://openalex.org/W2891148136","https://openalex.org/W2895323348","https://openalex.org/W2912456528","https://openalex.org/W2914535266","https://openalex.org/W2918103210","https://openalex.org/W2938190671","https://openalex.org/W2953873967","https://openalex.org/W2964866859","https://openalex.org/W2971120786","https://openalex.org/W2978441047","https://openalex.org/W3027106599","https://openalex.org/W3029548355","https://openalex.org/W3031690984","https://openalex.org/W3034801786","https://openalex.org/W3068179982","https://openalex.org/W3092709775","https://openalex.org/W3104924639","https://openalex.org/W3138432961","https://openalex.org/W4232185023","https://openalex.org/W4254368822"],"related_works":["https://openalex.org/W3090300519","https://openalex.org/W2514492205","https://openalex.org/W4250401876","https://openalex.org/W2943851981","https://openalex.org/W2095299560","https://openalex.org/W2907667791","https://openalex.org/W3047461507","https://openalex.org/W3126390843","https://openalex.org/W4245880644","https://openalex.org/W2999186374"],"abstract_inverted_index":{"Purpose":[0],"The":[1,37,205,306,324,356,373],"increase":[2],"in":[3,92,100,246,375,390,401,440],"the":[4,26,54,58,87,94,101,115,133,141,146,154,157,162,179,190,196,229,238,249,283,290,314,329,339,342,348,369,392,405,427,430,441,475],"number":[5],"of":[6,10,39,127,135,148,156,181,240,257,264,321,331,338,341,350,359,371,383,394,429,478,495],"healthcare":[7,20,376,461,484],"wearable":[8,149,158,197,215,231,316,360,407,421,436,453,462,479,489],"(Internet":[9],"Things)":[11],"IoT":[12,150,198,232,361,408,455,481],"options":[13],"is":[14,42,120,124,161,363,379],"making":[15],"it":[16],"difficult":[17],"for":[18,47,57,75,96,201,234,287,313,318,409,417,438,474],"individuals,":[19],"experts":[21],"and":[22,64,80,90,131,193,221,300,377,397,403,413,454,460,470,480,486,498],"physicians":[23],"to":[24,43,51,82,85,113,187,194,227,259,311,433,468],"find":[25,488],"right":[27,406],"smart":[28,395],"device":[29,56,95,199,422,463],"that":[30,97,111,117],"best":[31,55,88,315],"matches":[32],"their":[33,247,410,496],"requirements":[34],"or":[35,123],"treatments.":[36],"purpose":[38],"this":[40,332,384,445],"research":[41,307,333],"propose":[44,469],"a":[45,48,118,175,182,202,244,294,365,380,472,492],"framework":[46,144,208,344,387,473],"recommender":[49,143],"system":[50],"advise":[52],"on":[53,167,368],"patient":[59,119,322,449],"using":[60,130,261,293],"machine":[61,137,222,265],"learning":[62,138,223,266],"algorithms":[63,224,267],"social":[65,168,217,456],"media":[66,169,218,273,457],"sentiment":[67,172,219,274,458],"analysis.":[68,173],"This":[69,105,386],"approach":[70,107],"will":[71],"provide":[72,86],"great":[73],"value":[74],"patients,":[76],"doctors,":[77],"medical":[78],"centers,":[79],"hospitals":[81,396],"enable":[83],"them":[84],"advice":[89],"guidance":[91],"allocating":[93],"particular":[98],"time":[99],"treatment":[102,416],"process.":[103],"Design/methodology/approach":[104],"data-driven":[106],"comprises":[108],"multiple":[109,269],"stages":[110],"lead":[112],"classifying":[114],"diseases":[116],"currently":[121],"facing":[122,128],"at":[125,278],"risk":[126],"by":[129,447],"comparing":[132],"results":[134,302,330],"various":[136,418],"algorithms.":[139],"Hereupon,":[140],"proposed":[142,176,206,291,343,431],"aggregates":[145],"specifications":[147],"devices":[151,233,317,362,437,482,490],"along":[152],"with":[153,178,334,491],"image":[155],"product,":[159],"which":[160],"extracted":[163],"user":[164],"perception":[165],"shared":[166],"after":[170],"applying":[171],"Lastly,":[174],"computation":[177],"use":[180,426],"genetic":[183],"algorithm":[184],"was":[185,276],"used":[186],"compute":[188],"all":[189],"collected":[191],"data":[192,308],"recommend":[195,228],"recommendation":[200,477],"patient.":[203,236],"Findings":[204],"conceptual":[207],"illustrates":[209],"how":[210],"health":[211],"record":[212],"data,":[213],"diseases,":[214],"devices,":[216],"analysis":[220,275],"are":[225],"interrelated":[226],"relevant":[230,352],"each":[235,243,288],"With":[237],"consultation":[239],"15":[241],"physicians,":[242],"specialist":[245],"area,":[248],"proof-of-concept":[250],"implementation":[251],"result":[252,286],"shows":[253],"an":[254],"accuracy":[255],"rate":[256],"up":[258],"95%":[260],"17":[262],"settings":[263],"over":[268],"disease-detection":[270,451],"stages.":[271],"Social":[272],"computed":[277],"76%":[279],"accuracy.":[280],"To":[281],"reach":[282],"final":[284],"optimized":[285],"patient,":[289],"formula":[292],"Genetic":[295],"Algorithm":[296],"has":[297],"been":[298],"tested":[299],"its":[301],"presented.":[303],"Research":[304],"limitations/implications":[305],"were":[309,466],"limited":[310],"recommendations":[312],"five":[319],"types":[320],"diseases.":[323,419],"authors":[325],"could":[326],"not":[327],"compare":[328],"other":[335],"studies":[336],"because":[337],"novelty":[340],"and,":[345],"as":[346],"such,":[347],"lack":[349],"available":[351],"research.":[353],"Practical":[354],"implications":[355],"emerging":[357],"trend":[358],"having":[364],"significant":[366],"impact":[367],"lifestyle":[370],"people.":[372],"interest":[374],"well-being":[378],"major":[381],"driver":[382],"growth.":[385],"can":[388,398,424],"help":[389],"accelerating":[391],"transformation":[393],"assist":[399],"doctors":[400],"finding":[402],"suggesting":[404],"patients":[411,439,487],"smartly":[412],"efficiently":[414],"during":[415],"Furthermore,":[420],"manufacturers":[423],"also":[425],"outcome":[428],"platform":[432],"develop":[434],"personalized":[435],"future.":[442],"Originality/value":[443],"In":[444],"study,":[446],"considering":[448],"health,":[450],"algorithm,":[452],"analysis,":[459],"dataset,":[464],"we":[465],"able":[467],"test":[471],"intelligent":[476],"helping":[483],"professionals":[485],"better":[493],"understanding":[494],"demands":[497],"experiences.":[499]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3}],"updated_date":"2026-07-25T15:57:00.446498","created_date":"2025-10-10T00:00:00"}
