{"id":"https://openalex.org/W3006675226","doi":"https://doi.org/10.3390/s20041099","title":"Towards a Smart Smoking Cessation App: A 1D-CNN Model Predicting Smoking Events","display_name":"Towards a Smart Smoking Cessation App: A 1D-CNN Model Predicting Smoking Events","publication_year":2020,"publication_date":"2020-02-17","ids":{"openalex":"https://openalex.org/W3006675226","doi":"https://doi.org/10.3390/s20041099","mag":"3006675226","pmid":"https://pubmed.ncbi.nlm.nih.gov/32079359"},"language":"en","primary_location":{"id":"doi:10.3390/s20041099","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20041099","pdf_url":"https://www.mdpi.com/1424-8220/20/4/1099/pdf?version=1582868271","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/20/4/1099/pdf?version=1582868271","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066996737","display_name":"Maryam Abo-Tabik","orcid":"https://orcid.org/0000-0002-7067-6853"},"institutions":[{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Maryam Abo-Tabik","raw_affiliation_strings":["Department of Computing and Mathematics, Faculty of Science and Engineering, Manchester Metropolitan University, Manchester M15 6BH, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing and Mathematics, Faculty of Science and Engineering, Manchester Metropolitan University, Manchester M15 6BH, UK","institution_ids":["https://openalex.org/I11983389"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047664722","display_name":"Nicholas Costen","orcid":"https://orcid.org/0000-0001-9454-8840"},"institutions":[{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nicholas Costen","raw_affiliation_strings":["Department of Computing and Mathematics, Faculty of Science and Engineering, Manchester Metropolitan University, Manchester M15 6BH, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing and Mathematics, Faculty of Science and Engineering, Manchester Metropolitan University, Manchester M15 6BH, UK","institution_ids":["https://openalex.org/I11983389"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045708490","display_name":"John Darby","orcid":"https://orcid.org/0000-0002-2354-1198"},"institutions":[{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"John Darby","raw_affiliation_strings":["Department of Computing and Mathematics, Faculty of Science and Engineering, Manchester Metropolitan University, Manchester M15 6BH, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing and Mathematics, Faculty of Science and Engineering, Manchester Metropolitan University, Manchester M15 6BH, UK","institution_ids":["https://openalex.org/I11983389"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004041768","display_name":"Yael Benn","orcid":"https://orcid.org/0000-0001-7482-5927"},"institutions":[{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yael Benn","raw_affiliation_strings":["Department of Psychology, Manchester Metropolitan University, Manchester M15 6GX, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, Manchester Metropolitan University, Manchester M15 6GX, UK","institution_ids":["https://openalex.org/I11983389"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5066996737"],"corresponding_institution_ids":["https://openalex.org/I11983389"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":3.0569,"has_fulltext":true,"cited_by_count":45,"citation_normalized_percentile":{"value":0.92355092,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"20","issue":"4","first_page":"1099","last_page":"1099"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10060","display_name":"Smoking Behavior and Cessation","score":0.9966999888420105,"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"}},"topics":[{"id":"https://openalex.org/T10060","display_name":"Smoking Behavior and Cessation","score":0.9966999888420105,"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"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9772999882698059,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9580000042915344,"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/smoking-cessation","display_name":"Smoking cessation","score":0.6440998315811157},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5250853300094604},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5134309530258179},{"id":"https://openalex.org/keywords/nicotine","display_name":"Nicotine","score":0.4935542345046997},{"id":"https://openalex.org/keywords/craving","display_name":"Craving","score":0.48654070496559143},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4605153799057007},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3694312572479248},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3519378900527954},{"id":"https://openalex.org/keywords/addiction","display_name":"Addiction","score":0.25313878059387207},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.10666775703430176}],"concepts":[{"id":"https://openalex.org/C2777843972","wikidata":"https://www.wikidata.org/wiki/Q2462253","display_name":"Smoking cessation","level":2,"score":0.6440998315811157},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5250853300094604},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5134309530258179},{"id":"https://openalex.org/C2779547902","wikidata":"https://www.wikidata.org/wiki/Q28086552","display_name":"Nicotine","level":2,"score":0.4935542345046997},{"id":"https://openalex.org/C2779541405","wikidata":"https://www.wikidata.org/wiki/Q498902","display_name":"Craving","level":3,"score":0.48654070496559143},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4605153799057007},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3694312572479248},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3519378900527954},{"id":"https://openalex.org/C48856860","wikidata":"https://www.wikidata.org/wiki/Q12029","display_name":"Addiction","level":2,"score":0.25313878059387207},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.10666775703430176},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000074285","descriptor_name":"Smokers","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D000074285","descriptor_name":"Smokers","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D000074285","descriptor_name":"Smokers","qualifier_ui":"Q000523","qualifier_name":"psychology","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012907","descriptor_name":"Smoking","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D012907","descriptor_name":"Smoking","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D012907","descriptor_name":"Smoking","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D012907","descriptor_name":"Smoking","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D012907","descriptor_name":"Smoking","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D012907","descriptor_name":"Smoking","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D016540","descriptor_name":"Smoking Cessation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016540","descriptor_name":"Smoking Cessation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016540","descriptor_name":"Smoking Cessation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D063731","descriptor_name":"Mobile Applications","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":true},{"descriptor_ui":"D063731","descriptor_name":"Mobile Applications","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":8,"locations":[{"id":"doi:10.3390/s20041099","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20041099","pdf_url":"https://www.mdpi.com/1424-8220/20/4/1099/pdf?version=1582868271","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:32079359","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32079359","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:e-space.mmu.ac.uk:625353","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:e-space.mmu.ac.uk:625126","is_oa":true,"landing_page_url":"https://e-space.mmu.ac.uk/view/authors/015bebcc4d3d40f7e0d6649839583a7d.html>","pdf_url":"https://e-space.mmu.ac.uk/625126/1/sensors-20-01099-v2.pdf","source":{"id":"https://openalex.org/S4306401617","display_name":"e-space (Manchester Metropolitan University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11983389","host_organization_name":"Manchester Metropolitan University","host_organization_lineage":["https://openalex.org/I11983389"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:22a401e577d949cfabc7d53f5110526c","is_oa":true,"landing_page_url":"https://doaj.org/article/22a401e577d949cfabc7d53f5110526c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 20, Iss 4, p 1099 (2020)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/32507625","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Towards_a_smart_smoking_cessation_app_a_1D-CNN_model_predicting_smoking_events/32507625","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":null,"raw_type":"Text"},{"id":"pmh:oai:mdpi.com:/1424-8220/20/4/1099/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/s20041099","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Sensors","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7070428","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7070428","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s20041099","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20041099","pdf_url":"https://www.mdpi.com/1424-8220/20/4/1099/pdf?version=1582868271","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8899999856948853}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3006675226.pdf"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W130513254","https://openalex.org/W1470425429","https://openalex.org/W2020741717","https://openalex.org/W2025704327","https://openalex.org/W2029897006","https://openalex.org/W2069510131","https://openalex.org/W2099980452","https://openalex.org/W2112796928","https://openalex.org/W2120615054","https://openalex.org/W2126561196","https://openalex.org/W2169434152","https://openalex.org/W2251622960","https://openalex.org/W2268243276","https://openalex.org/W2407583247","https://openalex.org/W2488361665","https://openalex.org/W2518716523","https://openalex.org/W2534779306","https://openalex.org/W2727442896","https://openalex.org/W2735743568","https://openalex.org/W2765693785","https://openalex.org/W2890010580","https://openalex.org/W2913712311","https://openalex.org/W2949300694","https://openalex.org/W2965711603","https://openalex.org/W3015939718","https://openalex.org/W3186332377","https://openalex.org/W4241849749","https://openalex.org/W4288945189"],"related_works":["https://openalex.org/W2063027781","https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Nicotine":[0],"consumption":[1],"is":[2,20,26,34,225],"considered":[3],"a":[4,29,99,122,129,151],"major":[5],"health":[6],"problem,":[7],"where":[8,71],"many":[9],"of":[10,98,126,195],"those":[11],"who":[12,58],"wish":[13,59],"to":[14,36,55,60,79,91,132,134,216],"quit":[15,61],"smoking":[16,23,57,116,127,141,219],"relapse.":[17],"The":[18,118,192,210],"problem":[19],"that":[21,107],"overtime":[22],"as":[24],"behaviour":[25],"changing":[27],"into":[28],"habit,":[30],"in":[31,160,202,207],"which":[32],"it":[33],"connected":[35],"internal":[37],"(e.g.,":[38],"nicotine":[39,198],"level,":[40],"craving)":[41],"and":[42,103,114,139,146,163,165,176,205],"external":[43],"(action,":[44],"time,":[45],"location)":[46],"triggers.":[47],"Smoking":[48],"cessation":[49],"apps":[50],"have":[51],"proved":[52,180,213],"their":[53],"efficiency":[54,182],"support":[56],"smoking.":[62],"However,":[63],"still,":[64],"these":[65],"applications":[66],"suffer":[67],"from":[68,157],"several":[69],"drawbacks,":[70],"they":[72],"are":[73],"highly":[74],"relying":[75],"on":[76,144,167],"the":[77,81,85,87,89,96,110,161,184,197,203,208,218,223,229],"user":[78],"initiate":[80],"intervention":[82],"by":[83],"submitting":[84],"factor":[86],"causes":[88],"urge":[90],"smoke.":[92],"This":[93],"research":[94],"describes":[95],"creation":[97],"combined":[100],"Control":[101,123],"Theory":[102,124],"deep":[104],"learning":[105,171],"model":[106,125,172,211],"can":[108],"learn":[109],"smoker's":[111],"daily":[112],"routine":[113],"predict":[115,140,217],"events.":[117],"model's":[119],"structure":[120],"combines":[121],"with":[128,187,228],"1D-CNN":[130,178],"classifier":[131],"adapt":[133],"individual":[135],"differences":[136],"between":[137],"smokers":[138],"events":[142],"based":[143],"motion":[145],"geolocation":[147],"values":[148],"collected":[149,156],"using":[150],"mobile":[152],"device.":[153],"Data":[154],"were":[155],"5":[158],"participants":[159],"UK,":[162],"analysed":[164],"tested":[166],"3":[168],"different":[169],"machine":[170],"(SVM,":[173],"Decision":[174],"tree,":[175],"1D-CNN),":[177],"has":[179,212],"it's":[181],"over":[183],"three":[185],"methods":[186],"average":[188,193],"overall":[189],"accuracy":[190],"86.6%.":[191],"MSE":[194],"forecasting":[196],"level":[199],"was":[200],"(0.04)":[201],"weekdays,":[204],"(0.03)":[206],"weekends.":[209],"its":[214],"ability":[215],"event":[220],"accurately":[221],"when":[222],"participant":[224],"well":[226],"engaged":[227],"app.":[230]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":3}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}