{"id":"https://openalex.org/W4220661484","doi":"https://doi.org/10.1145/3519304","title":"Deep Hierarchical Attention Active Learning for Mental Disorder Unlabeled Data in AIoMT","display_name":"Deep Hierarchical Attention Active Learning for Mental Disorder Unlabeled Data in AIoMT","publication_year":2022,"publication_date":"2022-03-04","ids":{"openalex":"https://openalex.org/W4220661484","doi":"https://doi.org/10.1145/3519304"},"language":"en","primary_location":{"id":"doi:10.1145/3519304","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3519304","pdf_url":null,"source":{"id":"https://openalex.org/S170502224","display_name":"ACM Transactions on Sensor Networks","issn_l":"1550-4859","issn":["1550-4859","1550-4867"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Sensor Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"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/A5091198094","display_name":"Usman Ahmed","orcid":"https://orcid.org/0000-0002-3933-4273"},"institutions":[{"id":"https://openalex.org/I179863766","display_name":"Western Norway University of Applied Sciences","ror":"https://ror.org/05phns765","country_code":"NO","type":"education","lineage":["https://openalex.org/I179863766"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Usman Ahmed","raw_affiliation_strings":["Western Norway University of Applied Sciences, Bergen, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Western Norway University of Applied Sciences, Bergen, Norway","institution_ids":["https://openalex.org/I179863766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000640263","display_name":"Jerry Chun\u2010Wei Lin","orcid":"https://orcid.org/0000-0001-8768-9709"},"institutions":[{"id":"https://openalex.org/I179863766","display_name":"Western Norway University of Applied Sciences","ror":"https://ror.org/05phns765","country_code":"NO","type":"education","lineage":["https://openalex.org/I179863766"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Jerry Chun-Wei Lin","raw_affiliation_strings":["Western Norway University of Applied Sciences, Bergen, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Western Norway University of Applied Sciences, Bergen, Norway","institution_ids":["https://openalex.org/I179863766"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041541232","display_name":"Gautam Srivastava","orcid":"https://orcid.org/0000-0001-9851-4103"},"institutions":[{"id":"https://openalex.org/I184693016","display_name":"China Medical University","ror":"https://ror.org/00v408z34","country_code":"TW","type":"education","lineage":["https://openalex.org/I184693016"]},{"id":"https://openalex.org/I48890080","display_name":"Brandon University","ror":"https://ror.org/02qp25a50","country_code":"CA","type":"education","lineage":["https://openalex.org/I48890080"]}],"countries":["CA","TW"],"is_corresponding":false,"raw_author_name":"Gautam Srivastava","raw_affiliation_strings":["Brandon University, Canada and China Medical University, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brandon University, Canada and China Medical University, Taichung, Taiwan","institution_ids":["https://openalex.org/I184693016","https://openalex.org/I48890080"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4758,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.81254866,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"19","issue":"3","first_page":"1","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9997000098228455,"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":0.9961000084877014,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7657047510147095},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.6283321380615234},{"id":"https://openalex.org/keywords/lexicon","display_name":"Lexicon","score":0.6152219772338867},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6056511998176575},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.507450520992279},{"id":"https://openalex.org/keywords/mental-lexicon","display_name":"Mental lexicon","score":0.47459906339645386},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4512670040130615},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.4503466486930847},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.44782012701034546},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44150134921073914},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.4310658276081085},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.4291791319847107},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.4225386381149292},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.21420526504516602},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.12167003750801086},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.11244562268257141}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7657047510147095},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.6283321380615234},{"id":"https://openalex.org/C2778121359","wikidata":"https://www.wikidata.org/wiki/Q8096","display_name":"Lexicon","level":2,"score":0.6152219772338867},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6056511998176575},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.507450520992279},{"id":"https://openalex.org/C2776671715","wikidata":"https://www.wikidata.org/wiki/Q655170","display_name":"Mental lexicon","level":2,"score":0.47459906339645386},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4512670040130615},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.4503466486930847},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.44782012701034546},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44150134921073914},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.4310658276081085},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.4291791319847107},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.4225386381149292},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.21420526504516602},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.12167003750801086},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.11244562268257141},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3519304","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3519304","pdf_url":null,"source":{"id":"https://openalex.org/S170502224","display_name":"ACM Transactions on Sensor Networks","issn_l":"1550-4859","issn":["1550-4859","1550-4867"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Sensor Networks","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.8100000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W71468256","https://openalex.org/W1522301498","https://openalex.org/W1902237438","https://openalex.org/W2062402596","https://openalex.org/W2121875784","https://openalex.org/W2132322340","https://openalex.org/W2137059993","https://openalex.org/W2157331557","https://openalex.org/W2173775680","https://openalex.org/W2250539671","https://openalex.org/W2316878322","https://openalex.org/W2604319603","https://openalex.org/W2770241596","https://openalex.org/W2797977484","https://openalex.org/W2886674741","https://openalex.org/W2892221324","https://openalex.org/W2910096450","https://openalex.org/W2912654919","https://openalex.org/W2954235268","https://openalex.org/W2963626623","https://openalex.org/W3015706105","https://openalex.org/W3034078763","https://openalex.org/W3045543021","https://openalex.org/W3045973332","https://openalex.org/W3049254243","https://openalex.org/W3061415454","https://openalex.org/W3085890295","https://openalex.org/W3103145424","https://openalex.org/W3108108066","https://openalex.org/W3110281122","https://openalex.org/W3120002327","https://openalex.org/W3124198337","https://openalex.org/W3145979535","https://openalex.org/W3191252578","https://openalex.org/W3212852649","https://openalex.org/W4247950230","https://openalex.org/W4300485340"],"related_works":["https://openalex.org/W2140536630","https://openalex.org/W2391730868","https://openalex.org/W2759814045","https://openalex.org/W2118055728","https://openalex.org/W2736760277","https://openalex.org/W4386940087","https://openalex.org/W2138081912","https://openalex.org/W2137939897","https://openalex.org/W185906089","https://openalex.org/W2111111410"],"abstract_inverted_index":{"In":[0,87],"the":[1,14,21,37,109,155,159,166,172,178,183],"Artificial":[2],"Intelligence":[3],"of":[4,16,23,39,44,50,62,78,191],"Medical":[5],"Things":[6],"(AIoMT),":[7],"Internet-Delivered":[8],"Psychological":[9],"Treatment":[10],"(IDPT)":[11],"effectively":[12],"improves":[13],"quality":[15],"mental":[17,101],"health":[18,102],"treatments.":[19],"With":[20],"advent":[22],"COVID-19,":[24],"psychological":[25],"tasks":[26],"have":[27],"become":[28],"overloaded":[29],"and":[30,69,81,104,111,114,133,149,181],"complicated":[31],"for":[32,65,95],"medical":[33],"professionals":[34],"due":[35],"to":[36,52,75,97,121,136,170],"overlap":[38],"sentimental":[40],"values.":[41],"The":[42,125,141],"development":[43],"an":[45,59,92,188],"AIoMT":[46],"tool":[47,94],"requires":[48,58],"labeling":[49,82],"data":[51,57,84,123],"achieve":[53],"clinical-level":[54],"performance.":[55],"Text":[56],"appropriate":[60],"set":[61],"linguistic":[63],"features":[64],"vector":[66,143],"latent":[67,127],"representation":[68,128,144],"segmentation.":[70],"Emotional":[71],"biases":[72],"could":[73],"lead":[74],"incorrect":[76],"segmentation":[77],"patient-authorized":[79],"texts,":[80],"emotional":[83],"is":[85],"time-consuming.":[86],"this":[88],"article,":[89],"we":[90],"propose":[91],"assistant":[93],"psychologists":[96],"assist":[98],"them":[99],"in":[100,146],"treatment":[103],"note-taking.":[105],"We":[106],"first":[107],"extend":[108],"word":[110,130],"emotion":[112,167],"lexicon":[113,168],"then":[115],"apply":[116],"a":[117,138],"hierarchical":[118,184],"attention":[119,135,185],"method":[120,186],"support":[122],"labeling.":[124],"learned":[126],"uses":[129],"position":[131],"prediction":[132],"sentence-level":[134],"create":[137],"semantic":[139],"framework.":[140],"augmented":[142],"helps":[145,169],"highlighting":[147],"words":[148],"classifying":[150],"nine":[151],"different":[152],"symptoms":[153],"from":[154],"text":[156],"written":[157],"by":[158,174],"patient.":[160],"Our":[161],"experimental":[162],"results":[163],"show":[164],"that":[165,182],"increase":[171],"accuracy":[173],"5%":[175],"without":[176],"affecting":[177],"overall":[179],"results,":[180],"achieves":[187],"F1":[189],"score":[190],"0.89.":[192]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
