{"id":"https://openalex.org/W4408304384","doi":"https://doi.org/10.1109/jbhi.2025.3549255","title":"Smoking Detection and Cessation: An Updated Scoping Review of Digital and Mobile Health Technologies","display_name":"Smoking Detection and Cessation: An Updated Scoping Review of Digital and Mobile Health Technologies","publication_year":2025,"publication_date":"2025-03-10","ids":{"openalex":"https://openalex.org/W4408304384","doi":"https://doi.org/10.1109/jbhi.2025.3549255","pmid":"https://pubmed.ncbi.nlm.nih.gov/40063434"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2025.3549255","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3549255","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/jbhi.2025.3549255","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083466950","display_name":"Mirko Casu","orcid":"https://orcid.org/0000-0001-6975-2241"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mirko Casu","raw_affiliation_strings":["Department of Mathematics and Computer Science, University of Catania, Catania, Italy"],"raw_orcid":"https://orcid.org/0000-0001-6975-2241","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076442017","display_name":"Francesco Guarnera","orcid":"https://orcid.org/0000-0002-7703-3367"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Guarnera","raw_affiliation_strings":["Department of Mathematics and Computer Science, University of Catania, Catania, Italy"],"raw_orcid":"https://orcid.org/0000-0002-7703-3367","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029522917","display_name":"Giusy Rita Maria La Rosa","orcid":"https://orcid.org/0000-0001-5127-5299"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giusy Rita Maria La Rosa","raw_affiliation_strings":["Department of Clinical &amp; Experimental Medicine, University of Catania, Catania, Italy"],"raw_orcid":"https://orcid.org/0000-0001-5127-5299","affiliations":[{"raw_affiliation_string":"Department of Clinical &amp; Experimental Medicine, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042746008","display_name":"Sebastiano Battiato","orcid":"https://orcid.org/0000-0001-6127-2470"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sebastiano Battiato","raw_affiliation_strings":["Department of Mathematics and Computer Science, University of Catania, Catania, Italy"],"raw_orcid":"https://orcid.org/0000-0001-6127-2470","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Pasquale Caponnetto","orcid":"https://orcid.org/0000-0001-7414-155X"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Pasquale Caponnetto","raw_affiliation_strings":["Department of Educational Sciences, Section of Psychology, University of Catania, Catania, Italy"],"raw_orcid":"https://orcid.org/0000-0001-7414-155X","affiliations":[{"raw_affiliation_string":"Department of Educational Sciences, Section of Psychology, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055766018","display_name":"Riccardo Polosa","orcid":"https://orcid.org/0000-0002-8450-5721"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Riccardo Polosa","raw_affiliation_strings":["Department of Clinical &amp; Experimental Medicine, University of Catania, Catania, Italy"],"raw_orcid":"https://orcid.org/0000-0002-8450-5721","affiliations":[{"raw_affiliation_string":"Department of Clinical &amp; Experimental Medicine, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014751113","display_name":"Rosalia Emma","orcid":"https://orcid.org/0000-0002-2564-553X"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Rosalia Emma","raw_affiliation_strings":["Department of Clinical &amp; Experimental Medicine, University of Catania, Catania, Italy"],"raw_orcid":"https://orcid.org/0000-0002-2564-553X","affiliations":[{"raw_affiliation_string":"Department of Clinical &amp; Experimental Medicine, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I39063666"],"apc_list":null,"apc_paid":null,"fwci":8.1106,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.97104289,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"29","issue":"7","first_page":"5191","last_page":"5204"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11446","display_name":"Mobile Health and mHealth Applications","score":0.7785999774932861,"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":0.7785999774932861,"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/T10060","display_name":"Smoking Behavior and Cessation","score":0.7559000253677368,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/smoking-cessation","display_name":"Smoking cessation","score":0.6328588724136353},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5840457677841187},{"id":"https://openalex.org/keywords/digital-health","display_name":"Digital health","score":0.511303186416626},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.33740052580833435},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.23986437916755676},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.09048908948898315}],"concepts":[{"id":"https://openalex.org/C2777843972","wikidata":"https://www.wikidata.org/wiki/Q2462253","display_name":"Smoking cessation","level":2,"score":0.6328588724136353},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5840457677841187},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.511303186416626},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.33740052580833435},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.23986437916755676},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.09048908948898315},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000068997","descriptor_name":"Smartphone","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000068997","descriptor_name":"Smartphone","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012907","descriptor_name":"Smoking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012907","descriptor_name":"Smoking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016540","descriptor_name":"Smoking Cessation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D016540","descriptor_name":"Smoking Cessation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D017216","descriptor_name":"Telemedicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017216","descriptor_name":"Telemedicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D063731","descriptor_name":"Mobile Applications","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D063731","descriptor_name":"Mobile Applications","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2025.3549255","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3549255","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:40063434","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40063434","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.1109/jbhi.2025.3549255","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3549255","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7699999809265137,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":94,"referenced_works":["https://openalex.org/W30705474","https://openalex.org/W1931443116","https://openalex.org/W2014639308","https://openalex.org/W2071256705","https://openalex.org/W2087861611","https://openalex.org/W2089965180","https://openalex.org/W2109031474","https://openalex.org/W2116410690","https://openalex.org/W2139705460","https://openalex.org/W2157337754","https://openalex.org/W2169434152","https://openalex.org/W2309730187","https://openalex.org/W2534153122","https://openalex.org/W2548967559","https://openalex.org/W2606735651","https://openalex.org/W2607633511","https://openalex.org/W2615511893","https://openalex.org/W2618185743","https://openalex.org/W2735685223","https://openalex.org/W2791008038","https://openalex.org/W2800898024","https://openalex.org/W2802171702","https://openalex.org/W2809419861","https://openalex.org/W2831782124","https://openalex.org/W2894128629","https://openalex.org/W2895742152","https://openalex.org/W2901030233","https://openalex.org/W2901832463","https://openalex.org/W2904723824","https://openalex.org/W2909558125","https://openalex.org/W2949801453","https://openalex.org/W2956265248","https://openalex.org/W2957980793","https://openalex.org/W2970991069","https://openalex.org/W2982082714","https://openalex.org/W2982207605","https://openalex.org/W2991461372","https://openalex.org/W2997731747","https://openalex.org/W3003924791","https://openalex.org/W3010960582","https://openalex.org/W3015133021","https://openalex.org/W3015988073","https://openalex.org/W3020703583","https://openalex.org/W3022023755","https://openalex.org/W3026430493","https://openalex.org/W3087179332","https://openalex.org/W3091147373","https://openalex.org/W3095475750","https://openalex.org/W3100742769","https://openalex.org/W3103842943","https://openalex.org/W3118615836","https://openalex.org/W3124222731","https://openalex.org/W3125167453","https://openalex.org/W3130516821","https://openalex.org/W3130762827","https://openalex.org/W3133957944","https://openalex.org/W3134372261","https://openalex.org/W3139623518","https://openalex.org/W3142367213","https://openalex.org/W3142592833","https://openalex.org/W3159561516","https://openalex.org/W3186764280","https://openalex.org/W3187742781","https://openalex.org/W3191219846","https://openalex.org/W3198836737","https://openalex.org/W3201584164","https://openalex.org/W3202210378","https://openalex.org/W3206934065","https://openalex.org/W3207890561","https://openalex.org/W4200188559","https://openalex.org/W4200207177","https://openalex.org/W4206024210","https://openalex.org/W4210257375","https://openalex.org/W4214626070","https://openalex.org/W4220788061","https://openalex.org/W4232336912","https://openalex.org/W4281793123","https://openalex.org/W4289521103","https://openalex.org/W4293102192","https://openalex.org/W4306830706","https://openalex.org/W4315631019","https://openalex.org/W4317697336","https://openalex.org/W4366964475","https://openalex.org/W4379927985","https://openalex.org/W4380928218","https://openalex.org/W4381596704","https://openalex.org/W4381747112","https://openalex.org/W4384126729","https://openalex.org/W4386725894","https://openalex.org/W4387141084","https://openalex.org/W4387453018","https://openalex.org/W4388557867","https://openalex.org/W4390628124","https://openalex.org/W6773900111"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W3108674512","https://openalex.org/W1506200166"],"abstract_inverted_index":{"Digital":[0,48],"and":[1,11,22,32,42,46,55,60,69,94,111,120,143,156,160,172],"mobile":[2],"health":[3,130],"technologies":[4,131,175],"offer":[5],"promising":[6],"solutions":[7,171],"for":[8,75,167],"smoking":[9,67,135],"detection":[10,78,97],"cessation.":[12],"This":[13],"scoping":[14],"review":[15],"examines":[16],"the":[17],"current":[18],"state":[19],"of":[20,145],"research":[21,159],"development":[23],"in":[24,65,82,88,162],"this":[25,163],"field,":[26],"encompassing":[27],"smartphone":[28,61],"applications,":[29],"wearable":[30],"devices,":[31],"sensor-based":[33],"systems.":[34],"We":[35],"analyzed":[36],"49":[37],"studies":[38],"published":[39],"between":[40],"2019":[41],"2023":[43],"from":[44],"PubMed":[45],"ACM":[47],"Library,":[49],"focusing":[50],"on":[51,117],"technology":[52],"features,":[53],"outcomes,":[54],"evaluation":[56,141],"methods.":[57],"Wearable":[58],"sensors":[59,74],"apps":[62,107],"show":[63],"potential":[64],"combating":[66],"addiction":[68],"improving":[70],"quit":[71],"rates.":[72],"Motion":[73],"hand-to-mouth":[76],"gesture":[77],"achieve":[79],"high":[80],"accuracy":[81],"controlled":[83],"settings":[84],"but":[85,102],"face":[86],"challenges":[87],"real-world":[89],"applications.":[90],"Machine":[91],"learning":[92,150],"models":[93],"wireless":[95],"signal":[96],"techniques":[98],"yield":[99],"encouraging":[100],"results":[101],"require":[103],"further":[104],"refinement.":[105],"Smartphone":[106],"provide":[108],"personalized":[109],"plans":[110],"progress":[112],"tracking,":[113],"though":[114],"most":[115],"rely":[116],"manual":[118],"logging":[119],"lack":[121],"rigorous":[122],"scientific":[123],"evaluation.":[124],"Our":[125],"findings":[126],"suggest":[127],"that":[128],"digital":[129],"could":[132],"significantly":[133],"enhance":[134],"cessation":[136],"efforts.":[137],"However,":[138],"more":[139],"robust":[140],"methods":[142],"integration":[144],"sensor":[146],"data":[147],"with":[148],"machine":[149],"are":[151,165],"needed":[152],"to":[153],"improve":[154],"usability":[155],"effectiveness.":[157],"Continued":[158],"innovation":[161],"field":[164],"crucial":[166],"developing":[168],"reliable,":[169],"practical":[170],"integrating":[173],"these":[174],"into":[176],"clinical":[177],"programs.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":1}],"updated_date":"2026-08-02T14:50:37.381335","created_date":"2025-10-10T00:00:00"}
