{"id":"https://openalex.org/W2920917895","doi":"https://doi.org/10.5220/0007382503100318","title":"A Machine Learning-based Approach for Collaborative Non-Adherence Detection during Opioid Abuse Surveillance using a Wearable Biosensor","display_name":"A Machine Learning-based Approach for Collaborative Non-Adherence Detection during Opioid Abuse Surveillance using a Wearable Biosensor","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2920917895","doi":"https://doi.org/10.5220/0007382503100318","mag":"2920917895","pmid":"https://pubmed.ncbi.nlm.nih.gov/30993266"},"language":"en","primary_location":{"id":"doi:10.5220/0007382503100318","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0007382503100318","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Joint Conference on Biomedical Engineering Systems and Technologies","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0007382503100318","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082365065","display_name":"Rohitpal Singh","orcid":null},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rohitpal Singh","raw_affiliation_strings":["Worcester Polytechnic Institute, Worcester, MA and U.S.A., --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Worcester Polytechnic Institute, Worcester, MA and U.S.A., --- Select a Country ---","institution_ids":["https://openalex.org/I107077323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050615117","display_name":"Brittany Lewis","orcid":"https://orcid.org/0000-0003-2584-5483"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brittany Lewis","raw_affiliation_strings":["Worcester Polytechnic Institute, Worcester, MA and U.S.A., --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Worcester Polytechnic Institute, Worcester, MA and U.S.A., --- Select a Country ---","institution_ids":["https://openalex.org/I107077323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087747131","display_name":"Brittany Chapman","orcid":"https://orcid.org/0000-0001-5761-5135"},"institutions":[{"id":"https://openalex.org/I166722992","display_name":"University of Massachusetts Chan Medical School","ror":"https://ror.org/0464eyp60","country_code":"US","type":"education","lineage":["https://openalex.org/I166722992"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brittany Chapman","raw_affiliation_strings":["University of Massachusetts Medical School, Worcester, MA and U.S.A., --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Massachusetts Medical School, Worcester, MA and U.S.A., --- Select a Country ---","institution_ids":["https://openalex.org/I166722992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033946630","display_name":"Stephanie Carreiro","orcid":"https://orcid.org/0000-0003-1798-9006"},"institutions":[{"id":"https://openalex.org/I166722992","display_name":"University of Massachusetts Chan Medical School","ror":"https://ror.org/0464eyp60","country_code":"US","type":"education","lineage":["https://openalex.org/I166722992"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stephanie Carreiro","raw_affiliation_strings":["University of Massachusetts Medical School, Worcester, MA and U.S.A., --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Massachusetts Medical School, Worcester, MA and U.S.A., --- Select a Country ---","institution_ids":["https://openalex.org/I166722992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030103505","display_name":"Krishna K. Venkatasubramanian","orcid":"https://orcid.org/0000-0001-7593-2513"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Krishna Venkatasubramanian","raw_affiliation_strings":["Worcester Polytechnic Institute, Worcester, MA and U.S.A., --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Worcester Polytechnic Institute, Worcester, MA and U.S.A., --- Select a Country ---","institution_ids":["https://openalex.org/I107077323"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"5","issue":null,"first_page":"310","last_page":"318"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T10645","display_name":"Cardiac Arrest and Resuscitation","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency Medicine"},"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/T11083","display_name":"Cardiac Health and Mental Health","score":0.9901999831199646,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/wearable-computer","display_name":"Wearable computer","score":0.7909020185470581},{"id":"https://openalex.org/keywords/accelerometer","display_name":"Accelerometer","score":0.7258815169334412},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.610387921333313},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.5315280556678772},{"id":"https://openalex.org/keywords/biosensor","display_name":"Biosensor","score":0.5259832739830017},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48169025778770447},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47466138005256653},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.35245251655578613},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.32412052154541016},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32184600830078125},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.09533610939979553}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7909020185470581},{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.7258815169334412},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.610387921333313},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.5315280556678772},{"id":"https://openalex.org/C160756335","wikidata":"https://www.wikidata.org/wiki/Q669391","display_name":"Biosensor","level":2,"score":0.5259832739830017},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48169025778770447},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47466138005256653},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.35245251655578613},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.32412052154541016},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32184600830078125},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.09533610939979553},{"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/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.5220/0007382503100318","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0007382503100318","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Joint Conference on Biomedical Engineering Systems and Technologies","raw_type":"proceedings-article"},{"id":"pmid:30993266","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30993266","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":"Biomedical engineering systems and technologies, international joint conference, BIOSTEC ... revised selected papers. BIOSTEC (Conference)","raw_type":null},{"id":"pmh:oai:escholarship.umassmed.edu:umccts_pubs-1208","is_oa":false,"landing_page_url":"https://escholarship.umassmed.edu/umccts_pubs/199","pdf_url":null,"source":{"id":"https://openalex.org/S4306400883","display_name":"The Journal of the American Medical Association (JAMA) Network (American Medical Association)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I173654999","host_organization_name":"American Medical Association","host_organization_lineage":["https://openalex.org/I173654999"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"UMass Center for Clinical and Translational Science Supported Publications","raw_type":"text"},{"id":"pmh:oai:europepmc.org:5619697","is_oa":false,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6461698","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":"Text"}],"best_oa_location":{"id":"doi:10.5220/0007382503100318","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0007382503100318","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Joint Conference on Biomedical Engineering Systems and Technologies","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.8399999737739563,"display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G1970558531","display_name":null,"funder_award_id":"KL2 TR001455","funder_id":"https://openalex.org/F4320337472","funder_display_name":"National Center for Advancing Translational Sciences"},{"id":"https://openalex.org/G5129581781","display_name":null,"funder_award_id":"L30 DA038357","funder_id":"https://openalex.org/F4320337347","funder_display_name":"National Institute on Drug Abuse"},{"id":"https://openalex.org/G8766298640","display_name":null,"funder_award_id":"K23 DA045242","funder_id":"https://openalex.org/F4320337347","funder_display_name":"National Institute on Drug Abuse"}],"funders":[{"id":"https://openalex.org/F4320337347","display_name":"National Institute on Drug Abuse","ror":"https://ror.org/00fq5cm18"},{"id":"https://openalex.org/F4320337472","display_name":"National Center for Advancing Translational Sciences","ror":"https://ror.org/04pw6fb54"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1985076132","https://openalex.org/W2015702332","https://openalex.org/W2079206634","https://openalex.org/W2090296913","https://openalex.org/W2114168137","https://openalex.org/W2125628414","https://openalex.org/W2133494649","https://openalex.org/W2229069580","https://openalex.org/W2472466702","https://openalex.org/W2786471357"],"related_works":["https://openalex.org/W2765080098","https://openalex.org/W2385749422","https://openalex.org/W2009888974","https://openalex.org/W2355290145","https://openalex.org/W2353465659","https://openalex.org/W3023105672","https://openalex.org/W2355539379","https://openalex.org/W2046430340","https://openalex.org/W2322026400","https://openalex.org/W2383021773"],"abstract_inverted_index":{"to":[0,13,27,66,85,108],"the":[1,7,44,82,95,115,128,146,151,161],"monitoring.":[2],"We":[3,53,79],"define":[4],"CNA":[5,48,120],"as":[6],"process":[8],"of":[9,23,47,97,119,127,131,143,150,167],"giving":[10],"one's":[11],"biosensor":[12,39,129],"someone":[14],"else":[15],"when":[16,145,160],"surveillance":[17],"is":[18,26],"ongoing.":[19],"The":[20],"principal":[21],"aim":[22],"this":[24],"paper":[25],"leverage":[28],"accelerometer":[29,55,104],"and":[30,40,56,102,158],"blood":[31,99],"volume":[32,100],"pulse":[33,101],"(BVP)":[34],"measurements":[35],"from":[36,60,164],"a":[37,67,87,165],"wearable":[38],"use":[41,54],"machine-learning":[42],"for":[43,90],"novel":[45],"problem":[46],"detection":[49,111,141],"in":[50,155],"opioid":[51,77],"surveillance.":[52],"BVP":[57],"data":[58,83,171],"collected":[59,84],"11":[61],"patients":[62,92,154],"who":[63],"were":[64],"brought":[65],"hospital":[68],"Emergency":[69],"Department":[70],"while":[71],"undergoing":[72],"naloxone":[73],"treatment":[74],"following":[75],"an":[76,139],"overdose.":[78],"then":[80],"used":[81],"build":[86],"personalized":[88],"classifier":[89],"individual":[91],"that":[93],"capture":[94],"uniqueness":[96],"their":[98],"triaxial":[103],"readings.":[105],"In":[106],"order":[107],"evaluate":[109],"our":[110,156,177],"approach,":[112],"we":[113,137],"simulate":[114],"presence":[116],"(and":[117],"absence)":[118],"by":[121,176],"replacing":[122],"(or":[123],"not":[124],"replacing)":[125],"snippets":[126],"readings":[130],"one":[132,149],"patient":[133],"with":[134],"another.":[135],"Overall,":[136],"achieved":[138],"average":[140],"accuracy":[142],"90.96%":[144],"collaborator":[147,162],"was":[148,163],"other":[152],"10":[153],"dataset,":[157],"86.78%":[159],"set":[166],"14":[168],"users":[169],"whose":[170],"had":[172],"never":[173],"been":[174],"seen":[175],"classifiers":[178],"before.":[179]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}