{"id":"https://openalex.org/W4210906607","doi":"https://doi.org/10.1109/jbhi.2022.3149862","title":"\u201cI Let Depression and Anxiety Drown Me\u2026\u201d: Identifying Factors Associated With Resilience Based on Journaling Using Machine Learning and Thematic Analysis","display_name":"\u201cI Let Depression and Anxiety Drown Me\u2026\u201d: Identifying Factors Associated With Resilience Based on Journaling Using Machine Learning and Thematic Analysis","publication_year":2022,"publication_date":"2022-02-09","ids":{"openalex":"https://openalex.org/W4210906607","doi":"https://doi.org/10.1109/jbhi.2022.3149862","pmid":"https://pubmed.ncbi.nlm.nih.gov/35139031"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2022.3149862","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2022.3149862","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":null,"display_name":"Adenrele Oduntan","orcid":null},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Adenrele Oduntan","raw_affiliation_strings":["Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Oladapo Oyebode","orcid":"https://orcid.org/0000-0002-5797-7790"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Oladapo Oyebode","raw_affiliation_strings":["Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Amelia Hernandez Beltran","orcid":null},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Amelia Hernandez Beltran","raw_affiliation_strings":["Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jonathon Fowles","orcid":null},"institutions":[{"id":"https://openalex.org/I92688161","display_name":"Acadia University","ror":"https://ror.org/00839we02","country_code":"CA","type":"education","lineage":["https://openalex.org/I92688161"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jonathon Fowles","raw_affiliation_strings":["School of Kinesiology, Acadia University, Wolfville, NS, Canada"],"affiliations":[{"raw_affiliation_string":"School of Kinesiology, Acadia University, Wolfville, NS, Canada","institution_ids":["https://openalex.org/I92688161"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Darren Steeves","orcid":null},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Darren Steeves","raw_affiliation_strings":["School of Health and Human Performance, Dalhousie University, Halifax, NS, Canada"],"affiliations":[{"raw_affiliation_string":"School of Health and Human Performance, Dalhousie University, Halifax, NS, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"last","author":{"id":null,"display_name":"Rita Orji","orcid":"https://orcid.org/0000-0001-6152-8034"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Rita Orji","raw_affiliation_strings":["Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada","institution_ids":["https://openalex.org/I129902397"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I129902397"],"apc_list":null,"apc_paid":null,"fwci":4.7018,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.94954445,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"26","issue":"7","first_page":"3397","last_page":"3408"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.8374000191688538,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T12488","display_name":"Mental Health via Writing","score":0.8374000191688538,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T11519","display_name":"Digital Mental Health Interventions","score":0.10329999774694443,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.004399999976158142,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/thematic-analysis","display_name":"Thematic analysis","score":0.7531999945640564},{"id":"https://openalex.org/keywords/coping","display_name":"Coping (psychology)","score":0.6967999935150146},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.5598000288009644},{"id":"https://openalex.org/keywords/anxiety","display_name":"Anxiety","score":0.4973999857902527},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.45339998602867126},{"id":"https://openalex.org/keywords/flagging","display_name":"Flagging","score":0.43700000643730164},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.3968999981880188}],"concepts":[{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.7531999945640564},{"id":"https://openalex.org/C73282008","wikidata":"https://www.wikidata.org/wiki/Q1759895","display_name":"Coping (psychology)","level":2,"score":0.6967999935150146},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.5598000288009644},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5379999876022339},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5281999707221985},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49779999256134033},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.4973999857902527},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.45339998602867126},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.45010000467300415},{"id":"https://openalex.org/C2777548347","wikidata":"https://www.wikidata.org/wiki/Q5456937","display_name":"Flagging","level":2,"score":0.43700000643730164},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.3968999981880188},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38690000772476196},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.37950000166893005},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.3610999882221222},{"id":"https://openalex.org/C3018587665","wikidata":"https://www.wikidata.org/wiki/Q7268696","display_name":"Qualitative analysis","level":3,"score":0.3156999945640564},{"id":"https://openalex.org/C2225880","wikidata":"https://www.wikidata.org/wiki/Q579047","display_name":"Journaling file system","level":3,"score":0.30730000138282776},{"id":"https://openalex.org/C137176749","wikidata":"https://www.wikidata.org/wiki/Q4105337","display_name":"Psychological resilience","level":2,"score":0.30309998989105225},{"id":"https://openalex.org/C93692415","wikidata":"https://www.wikidata.org/wiki/Q1502030","display_name":"Thematic map","level":2,"score":0.29580000042915344},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.27129998803138733},{"id":"https://openalex.org/C2778109090","wikidata":"https://www.wikidata.org/wiki/Q7781195","display_name":"Thematic structure","level":2,"score":0.26840001344680786},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.26429998874664307},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.2540999948978424}],"mesh":[{"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":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000223","descriptor_name":"Adaptation, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000223","descriptor_name":"Adaptation, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000223","descriptor_name":"Adaptation, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001007","descriptor_name":"Anxiety","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001007","descriptor_name":"Anxiety","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001007","descriptor_name":"Anxiety","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"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":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2022.3149862","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2022.3149862","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:35139031","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35139031","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":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":87,"referenced_works":["https://openalex.org/W1797580880","https://openalex.org/W1864871160","https://openalex.org/W1983196970","https://openalex.org/W1985030276","https://openalex.org/W1988957834","https://openalex.org/W2000653311","https://openalex.org/W2023238022","https://openalex.org/W2024030766","https://openalex.org/W2027624180","https://openalex.org/W2031998113","https://openalex.org/W2036314243","https://openalex.org/W2045213927","https://openalex.org/W2047053749","https://openalex.org/W2049713363","https://openalex.org/W2062951208","https://openalex.org/W2066749119","https://openalex.org/W2079797230","https://openalex.org/W2088794999","https://openalex.org/W2099813784","https://openalex.org/W2100640448","https://openalex.org/W2102560179","https://openalex.org/W2102888809","https://openalex.org/W2106547206","https://openalex.org/W2109525127","https://openalex.org/W2121139326","https://openalex.org/W2123297646","https://openalex.org/W2145175820","https://openalex.org/W2149689412","https://openalex.org/W2158629827","https://openalex.org/W2158693921","https://openalex.org/W2164203517","https://openalex.org/W2165892352","https://openalex.org/W2171643028","https://openalex.org/W2221951317","https://openalex.org/W2324051302","https://openalex.org/W2334763121","https://openalex.org/W2346152372","https://openalex.org/W2415879606","https://openalex.org/W2476492714","https://openalex.org/W2501011868","https://openalex.org/W2516765934","https://openalex.org/W2547440287","https://openalex.org/W2588144628","https://openalex.org/W2592865807","https://openalex.org/W2618898890","https://openalex.org/W2640926964","https://openalex.org/W2755913613","https://openalex.org/W2763766763","https://openalex.org/W2774008574","https://openalex.org/W2791756671","https://openalex.org/W2792516940","https://openalex.org/W2801966202","https://openalex.org/W2885660178","https://openalex.org/W2902376937","https://openalex.org/W2904278942","https://openalex.org/W2946800637","https://openalex.org/W2949393139","https://openalex.org/W2951396323","https://openalex.org/W2979543333","https://openalex.org/W2984432074","https://openalex.org/W2996347617","https://openalex.org/W3005457088","https://openalex.org/W3033372266","https://openalex.org/W3035069520","https://openalex.org/W3035127876","https://openalex.org/W3044533399","https://openalex.org/W3090882127","https://openalex.org/W3104358133","https://openalex.org/W3107915561","https://openalex.org/W3117462288","https://openalex.org/W3126653862","https://openalex.org/W3136468312","https://openalex.org/W3147862056","https://openalex.org/W3155652949","https://openalex.org/W3158467291","https://openalex.org/W3168479405","https://openalex.org/W3194388628","https://openalex.org/W4211186029","https://openalex.org/W4256272326","https://openalex.org/W6600662237","https://openalex.org/W6610542360","https://openalex.org/W6636510571","https://openalex.org/W6639050818","https://openalex.org/W6677605362","https://openalex.org/W6678758578","https://openalex.org/W6681046083","https://openalex.org/W6729269041"],"related_works":[],"abstract_inverted_index":{"Over":[0],"the":[1,10,35,69,115,122,136,245],"years,":[2],"there":[3],"has":[4],"been":[5],"a":[6,57,148],"global":[7],"increase":[8],"in":[9],"use":[11],"of":[12,31,59,71,117,151,158,194],"technology":[13,33],"to":[14,40,44,102,120,164,177,248],"deliver":[15],"interventions":[16,242],"for":[17],"health":[18,26],"and":[19,27,46,62,83,96,112,144,160,176,203,216,231,239],"wellness,":[20],"such":[21,32,188],"as":[22,189,199,201],"improving":[23],"people's":[24,42],"mental":[25],"resilience.":[28,90,250],"An":[29],"example":[30],"is":[34,135],"Q-Life":[36],"app":[37],"which":[38],"aims":[39],"improve":[41],"resilience":[43,171],"stress":[45],"adverse":[47],"life":[48],"events":[49],"through":[50],"various":[51,179],"coping":[52,180,221],"mechanisms,":[53],"including":[54,210,226],"journaling.":[55],"Using":[56],"combination":[58],"sentiment":[60,110],"analysis":[61,64,157],"thematic":[63,156],"methods,":[65],"this":[66],"paper":[67],"presents":[68],"results":[70,128],"analyzing":[72],"6023":[73],"journal":[74,104,162],"entries":[75,105,163],"from":[76],"755":[77],"users.":[78],"We":[79],"uncover":[80],"both":[81],"positive":[82,107,161,207],"negative":[84,109,159,186,246],"factors":[85,168,247],"that":[86,130,243],"are":[87,223],"associated":[88,169],"with":[89,147,170],"First,":[91],"we":[92,154,234],"apply":[93],"two":[94],"lexicon-based":[95,145],"eight":[97],"machine":[98],"learning":[99],"(ML)":[100],"techniques":[101],"classify":[103],"into":[106],"or":[108,174],"polarity,":[111],"then":[113],"compare":[114],"performance":[116],"these":[118],"classifiers":[119,143,146],"determine":[121,178],"best":[123,137],"performing":[124],"classifier":[125,138],"overall.":[126],"Our":[127,182],"show":[129],"Support":[131],"Vector":[132],"Machine":[133],"(SVM)":[134],"overall,":[139],"outperforming":[140],"other":[141],"ML":[142],"high":[149],"F1-score":[150],"89.7%.":[152],"Second,":[153],"conduct":[155],"identify":[165],"themes":[166,187,208],"representing":[167],"either":[172],"negatively":[173],"positively,":[175],"mechanisms.":[181],"findings":[183,238],"reveal":[184],"14":[185],"stress,":[190],"worry,":[191],"loneliness,":[192],"lack":[193],"motivation,":[195],"sickness,":[196],"relationship":[197],"issues,":[198],"well":[200],"depression":[202],"anxiety.":[204],"Also,":[205],"13":[206],"emerged":[209],"self-efficacy,":[211],"gratitude,":[212],"socialization,":[213],"progression,":[214],"relaxation,":[215],"physical":[217],"activity.":[218],"Seven":[219],"(7)":[220],"mechanisms":[222],"also":[224],"identified":[225],"time":[227],"management,":[228],"quality":[229],"sleep,":[230],"mindfulness.":[232],"Finally,":[233],"reflect":[235],"on":[236],"our":[237],"suggest":[240],"technological":[241],"address":[244],"promote":[249]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":4}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2022-02-09T00:00:00"}
