{"id":"https://openalex.org/W4294811338","doi":"https://doi.org/10.1109/jbhi.2022.3204737","title":"Adherence Forecasting for Guided Internet-Delivered Cognitive Behavioral Therapy: A Minimally Data-Sensitive Approach","display_name":"Adherence Forecasting for Guided Internet-Delivered Cognitive Behavioral Therapy: A Minimally Data-Sensitive Approach","publication_year":2022,"publication_date":"2022-09-06","ids":{"openalex":"https://openalex.org/W4294811338","doi":"https://doi.org/10.1109/jbhi.2022.3204737","pmid":"https://pubmed.ncbi.nlm.nih.gov/36067111"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2022.3204737","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2022.3204737","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":null,"license_id":null,"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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005034364","display_name":"Ulysse C\u00f4t\u00e9\u2010Allard","orcid":"https://orcid.org/0000-0003-3241-8404"},"institutions":[{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"education","lineage":["https://openalex.org/I184942183"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Ulysse C\u00f4t\u00e9-Allard","raw_affiliation_strings":["Depatment of Informatics, University of Oslo, Oslo, Norway"],"raw_orcid":"https://orcid.org/0000-0003-3241-8404","affiliations":[{"raw_affiliation_string":"Depatment of Informatics, University of Oslo, Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050680154","display_name":"Minh H. Pham","orcid":null},"institutions":[{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"education","lineage":["https://openalex.org/I184942183"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Minh H. Pham","raw_affiliation_strings":["Depatment of Informatics, University of Oslo, Oslo, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Depatment of Informatics, University of Oslo, Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080055231","display_name":"Alexandra K. Schultz","orcid":null},"institutions":[{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"education","lineage":["https://openalex.org/I184942183"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Alexandra K. Schultz","raw_affiliation_strings":["Faculty of Law, University of Oslo, Oslo, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Law, University of Oslo, Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026333042","display_name":"Tine Nordgreen","orcid":"https://orcid.org/0000-0003-1282-6902"},"institutions":[{"id":"https://openalex.org/I2800740805","display_name":"Haukeland University Hospital","ror":"https://ror.org/03np4e098","country_code":"NO","type":"healthcare","lineage":["https://openalex.org/I2800740805"]},{"id":"https://openalex.org/I4432739","display_name":"University of Bergen","ror":"https://ror.org/03zga2b32","country_code":"NO","type":"education","lineage":["https://openalex.org/I4432739"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Tine Nordgreen","raw_affiliation_strings":["Department of Clinical Psychology, University of Bergen, Bergen, Norway","Division of Psychiatry, Haukeland University Hospital, Bergen, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Clinical Psychology, University of Bergen, Bergen, Norway","institution_ids":["https://openalex.org/I4432739"]},{"raw_affiliation_string":"Division of Psychiatry, Haukeland University Hospital, Bergen, Norway","institution_ids":["https://openalex.org/I2800740805"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071144214","display_name":"Jim T\u00f8rresen","orcid":"https://orcid.org/0000-0003-0556-0288"},"institutions":[{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"education","lineage":["https://openalex.org/I184942183"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Jim Torresen","raw_affiliation_strings":["Depatment of Informatics, University of Oslo, Oslo, Norway"],"raw_orcid":"https://orcid.org/0000-0003-0556-0288","affiliations":[{"raw_affiliation_string":"Depatment of Informatics, University of Oslo, Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5005034364"],"corresponding_institution_ids":["https://openalex.org/I184942183"],"apc_list":null,"apc_paid":null,"fwci":1.3656,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.80548687,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"27","issue":"6","first_page":"2771","last_page":"2781"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10355","display_name":"Impact of Technology on Adolescents","score":0.9909999966621399,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/timestamp","display_name":"Timestamp","score":0.6823052167892456},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6635290384292603},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.6616551876068115},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6002377867698669},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.44962579011917114},{"id":"https://openalex.org/keywords/dropout","display_name":"Dropout (neural networks)","score":0.441012978553772},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.4358361065387726},{"id":"https://openalex.org/keywords/cognitive-behavioral-therapy","display_name":"Cognitive behavioral therapy","score":0.42888617515563965},{"id":"https://openalex.org/keywords/login","display_name":"Login","score":0.41705793142318726},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3940807282924652},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3805975317955017},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2718687653541565},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1774844527244568},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.16647100448608398},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.1620638072490692},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.13401129841804504},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.1304694414138794}],"concepts":[{"id":"https://openalex.org/C113954288","wikidata":"https://www.wikidata.org/wiki/Q186885","display_name":"Timestamp","level":2,"score":0.6823052167892456},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6635290384292603},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.6616551876068115},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6002377867698669},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.44962579011917114},{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.441012978553772},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.4358361065387726},{"id":"https://openalex.org/C2781265626","wikidata":"https://www.wikidata.org/wiki/Q1147152","display_name":"Cognitive behavioral therapy","level":3,"score":0.42888617515563965},{"id":"https://openalex.org/C113324615","wikidata":"https://www.wikidata.org/wiki/Q472302","display_name":"Login","level":2,"score":0.41705793142318726},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3940807282924652},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3805975317955017},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2718687653541565},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1774844527244568},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.16647100448608398},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.1620638072490692},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.13401129841804504},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.1304694414138794},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D006282","descriptor_name":"Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006282","descriptor_name":"Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006282","descriptor_name":"Health Personnel","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015928","descriptor_name":"Cognitive Behavioral Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015928","descriptor_name":"Cognitive Behavioral Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015928","descriptor_name":"Cognitive Behavioral Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2022.3204737","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2022.3204737","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:36067111","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36067111","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":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.4399999976158142,"display_name":"Decent work and economic growth"}],"awards":[{"id":"https://openalex.org/G4443414398","display_name":null,"funder_award_id":"259293","funder_id":"https://openalex.org/F4320323299","funder_display_name":"Norges Forskningsr\u00e5d"}],"funders":[{"id":"https://openalex.org/F4320323299","display_name":"Norges Forskningsr\u00e5d","ror":"https://ror.org/00epmv149"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W1877102223","https://openalex.org/W1964940342","https://openalex.org/W1972978214","https://openalex.org/W1984615306","https://openalex.org/W1993492637","https://openalex.org/W2006748124","https://openalex.org/W2031201873","https://openalex.org/W2036735145","https://openalex.org/W2066865923","https://openalex.org/W2077289112","https://openalex.org/W2081402562","https://openalex.org/W2097998348","https://openalex.org/W2101234009","https://openalex.org/W2133074847","https://openalex.org/W2146890278","https://openalex.org/W2216946510","https://openalex.org/W2218513916","https://openalex.org/W2266871031","https://openalex.org/W2273917694","https://openalex.org/W2293307891","https://openalex.org/W2311897415","https://openalex.org/W2513386338","https://openalex.org/W2518154905","https://openalex.org/W2561174611","https://openalex.org/W2592214867","https://openalex.org/W2735026966","https://openalex.org/W2751422158","https://openalex.org/W2778018579","https://openalex.org/W2783942684","https://openalex.org/W2790556762","https://openalex.org/W2792256936","https://openalex.org/W2805351088","https://openalex.org/W2875602397","https://openalex.org/W2906905981","https://openalex.org/W2908510526","https://openalex.org/W2917847013","https://openalex.org/W2971298657","https://openalex.org/W2995477795","https://openalex.org/W3171418018","https://openalex.org/W3196840126","https://openalex.org/W4246413330","https://openalex.org/W4295312788","https://openalex.org/W4385245566","https://openalex.org/W6674385629","https://openalex.org/W6675354045","https://openalex.org/W6739901393","https://openalex.org/W6757817989","https://openalex.org/W6766978945","https://openalex.org/W6828183479","https://openalex.org/W7073758199","https://openalex.org/W7074234824"],"related_works":["https://openalex.org/W2060561905","https://openalex.org/W4235220108","https://openalex.org/W4256170434","https://openalex.org/W1417711376","https://openalex.org/W4233948907","https://openalex.org/W2032260263","https://openalex.org/W4238894392","https://openalex.org/W4311722428","https://openalex.org/W1986883493","https://openalex.org/W2357607877"],"abstract_inverted_index":{"Internet-delivered":[0,106],"psychological":[1],"treatments":[2],"(IDPT)":[3],"are":[4],"seen":[5],"as":[6,54],"an":[7,25],"effective":[8],"and":[9,39],"scalable":[10],"pathway":[11],"to":[12,29,32,81,138],"improving":[13],"the":[14,33,43,48,55,126,139,163,170,192],"accessibility":[15],"of":[16,50,70,162,169,194],"mental":[17],"healthcare.":[18],"Within":[19],"this":[20,73,131],"context,":[21],"treatment":[22,171],"adherence":[23,84,127,179],"is":[24,183],"especially":[26],"pertinent":[27],"challenge":[28],"address":[30],"due":[31],"reduced":[34],"interaction":[35],"between":[36],"healthcare":[37],"professionals":[38],"patients.":[40],"In":[41],"parallel,":[42],"increase":[44],"in":[45,130],"regulations":[46],"surrounding":[47],"use":[49],"personal":[51],"data,":[52,189],"such":[53,195],"General":[56],"Data":[57],"Protection":[58],"Regulation":[59],"(GDPR),":[60],"makes":[61],"data":[62],"minimization":[63],"a":[64,76,99,144],"core":[65],"consideration":[66],"for":[67,181],"real-world":[68,198],"implementation":[69,193],"IDPTs.":[71],"Consequently,":[72],"work":[74,132],"proposes":[75],"Self-Attention-based":[77],"deep":[78],"learning":[79],"approach":[80,95],"perform":[82],"automatic":[83,178],"forecasting,":[85],"while":[86],"only":[87,159,186],"relying":[88],"on":[89,98,125],"minimally":[90,187],"sensitive":[91,188],"login/logout-timestamp":[92],"data.":[93],"This":[94,174],"was":[96],"tested":[97],"dataset":[100],"containing":[101],"342":[102,114],"patients":[103],"undergoing":[104],"Guided":[105],"Cognitive":[107],"Behavioral":[108],"Therapy":[109],"(G-ICBT)":[110],"treatment.":[111],"Of":[112],"these":[113],"patients,":[115],"101":[116],"(":[117,166],"\u223c":[118,167],"30%)":[119],"were":[120],"considered":[121],"non-adherent":[122],"(dropout)":[123],"based":[124],"definition":[128],"used":[129],"(i.e.":[133],"at":[134],"least":[135],"eight":[136],"connections":[137],"platform":[140],"lasting":[141],"more":[142],"than":[143],"minute":[145],"over":[146,153],"56":[147,164],"days).":[148],"The":[149],"proposed":[150],"model":[151],"achieved":[152],"70%":[154],"average":[155],"balanced":[156],"accuracy,":[157],"after":[158],"20":[160],"out":[161],"days":[165],"1/3)":[168],"had":[172],"elapsed.":[173],"study":[175],"demonstrates":[176],"that":[177],"forecasting":[180],"G-ICBT,":[182],"achievable":[184],"using":[185],"thus":[190],"facilitating":[191],"tools":[196],"within":[197],"IDPT":[199],"platforms.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}