{"id":"https://openalex.org/W3207955813","doi":"https://doi.org/10.3390/ijerph182010743","title":"Automatic Diagnosis of Mental Healthcare Information Actionability: Developing Binary Classifiers","display_name":"Automatic Diagnosis of Mental Healthcare Information Actionability: Developing Binary Classifiers","publication_year":2021,"publication_date":"2021-10-13","ids":{"openalex":"https://openalex.org/W3207955813","doi":"https://doi.org/10.3390/ijerph182010743","mag":"3207955813","pmid":"https://pubmed.ncbi.nlm.nih.gov/34682483"},"language":"en","primary_location":{"id":"doi:10.3390/ijerph182010743","doi":"https://doi.org/10.3390/ijerph182010743","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijerph182010743","pdf_url":"https://www.mdpi.com/1660-4601/18/20/10743/pdf?version=1634286191","source":{"id":"https://openalex.org/S15239247","display_name":"International Journal of Environmental Research and Public Health","issn_l":"1660-4601","issn":["1660-4601","1661-7827"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","erih-plus","medline","norway-1"],"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":"International Journal of Environmental Research and Public Health","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1660-4601/18/20/10743/pdf?version=1634286191","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Meng Ji","orcid":"https://orcid.org/0000-0002-3844-9001","observed_orcids":["https://orcid.org/0000-0002-3844-9001"]},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Meng Ji","raw_affiliation_strings":["School of Languages and Cultures, University of Sydney, Sydney 2006, Australia"],"raw_orcid":"https://orcid.org/0000-0002-3844-9001","affiliations":[{"raw_affiliation_string":"School of Languages and Cultures, University of Sydney, Sydney 2006, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012919870","display_name":"Wenxiu Xie","orcid":"https://orcid.org/0000-0002-8528-5193","observed_orcids":["https://orcid.org/0000-0002-8528-5193"]},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Wenxiu Xie","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Hong Kong 999077, China"],"raw_orcid":"https://orcid.org/0000-0002-8528-5193","affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong 999077, China","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067660587","display_name":"Riliu Huang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Riliu Huang","raw_affiliation_strings":["School of Languages and Cultures, University of Sydney, Sydney 2006, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Languages and Cultures, University of Sydney, Sydney 2006, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025441384","display_name":"Xiaobo Qian","orcid":"https://orcid.org/0000-0001-5819-4379","observed_orcids":["https://orcid.org/0000-0001-5819-4379"]},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaobo Qian","raw_affiliation_strings":["School of Computer Science, South China Normal University, Guangzhou 510631, China"],"raw_orcid":"https://orcid.org/0000-0001-5819-4379","affiliations":[{"raw_affiliation_string":"School of Computer Science, South China Normal University, Guangzhou 510631, China","institution_ids":["https://openalex.org/I187400657"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I129604602"],"apc_list":{"value":2300,"currency":"CHF","value_usd":2484},"apc_paid":{"value":2300,"currency":"CHF","value_usd":2484},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.22567225,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"20","first_page":"10743","last_page":"10743"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10737","display_name":"Health Literacy and Information Accessibility","score":0.9429000020027161,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10737","display_name":"Health Literacy and Information Accessibility","score":0.9429000020027161,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13629","display_name":"Text Readability and Simplification","score":0.033900000154972076,"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"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.006099999882280827,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/binary-classification","display_name":"binary classification","score":0.6159999966621399},{"id":"https://openalex.org/keywords/semantic-features","display_name":"semantic features","score":0.7160000205039978},{"id":"https://openalex.org/keywords/structural-features","display_name":"structural features","score":0.9879999756813049},{"id":"https://openalex.org/keywords/readability","display_name":"readability","score":0.7649999856948853},{"id":"https://openalex.org/keywords/mental-disorders","display_name":"mental illness","score":0.621999979019165},{"id":"https://openalex.org/keywords/classifier-interpretability","display_name":"classifier interpretability","score":0.6420000195503235}],"concepts":[{"id":"https://openalex.org/C2992695702","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental healthcare","level":3,"score":0.5805065035820007},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.5384706258773804},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.4351833760738373},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4317900836467743},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42592117190361023},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.42233407497406006},{"id":"https://openalex.org/C2992545881","wikidata":"https://www.wikidata.org/wiki/Q6817473","display_name":"Mental health care","level":3,"score":0.41315966844558716},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36800193786621094},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.20550382137298584},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11757907271385193},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.09420853853225708},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[{"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},{"descriptor_ui":"D008605","descriptor_name":"Mental Health Services","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008605","descriptor_name":"Mental Health Services","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008605","descriptor_name":"Mental Health Services","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D032882","descriptor_name":"Comprehension","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D032882","descriptor_name":"Comprehension","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D032882","descriptor_name":"Comprehension","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":6,"locations":[{"id":"doi:10.3390/ijerph182010743","doi":"https://doi.org/10.3390/ijerph182010743","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijerph182010743","pdf_url":"https://www.mdpi.com/1660-4601/18/20/10743/pdf?version=1634286191","source":{"id":"https://openalex.org/S15239247","display_name":"International Journal of Environmental Research and Public Health","issn_l":"1660-4601","issn":["1660-4601","1661-7827"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","erih-plus","medline","norway-1"],"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":"International Journal of Environmental Research and Public Health","raw_type":"journal-article"},{"id":"pmid:34682483","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34682483","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,"listed_in":[],"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":"International journal of environmental research and public health","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8536017","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8536017","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,"listed_in":[],"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":"Int J Environ Res Public Health","raw_type":"Text"},{"id":"pmh:oai:RePEc:gam:jijerp:v:18:y:2021:i:20:p:10743-:d:655313","doi":null,"is_oa":false,"landing_page_url":"https://www.mdpi.com/1660-4601/18/20/10743/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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:3fb93b730dc24f99856fe0113efa5650","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/3fb93b730dc24f99856fe0113efa5650","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,"listed_in":[],"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":"International Journal of Environmental Research and Public Health, Vol 18, Iss 10743, p 10743 (2021)","raw_type":"article"},{"id":"pmh:oai:pure.atira.dk:publications/0b008b82-6f89-4fd4-9b2f-3b430feb7db5","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/2031/0b008b82-6f89-4fd4-9b2f-3b430feb7db5","pdf_url":null,"source":{"id":"https://openalex.org/S7407055387","display_name":"CityU Scholars","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Ji, M, Xie, W, Huang, R & Qian, X 2021, 'Automatic diagnosis of mental healthcare information actionability : Developing binary classifiers', International Journal of Environmental Research and Public Health, vol. 18, no. 20, 10743. https://doi.org/10.3390/ijerph182010743","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/ijerph182010743","doi":"https://doi.org/10.3390/ijerph182010743","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijerph182010743","pdf_url":"https://www.mdpi.com/1660-4601/18/20/10743/pdf?version=1634286191","source":{"id":"https://openalex.org/S15239247","display_name":"International Journal of Environmental Research and Public Health","issn_l":"1660-4601","issn":["1660-4601","1661-7827"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","erih-plus","medline","norway-1"],"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":"International Journal of Environmental Research and Public Health","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8371999859809875,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"sustainable_development_goals_aurora":[{"score":0.5400000214576721,"display_name":"Quality education","id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3207955813.pdf","grobid_xml":"https://content.openalex.org/works/W3207955813.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W255163887","https://openalex.org/W274562914","https://openalex.org/W1481128830","https://openalex.org/W1490304187","https://openalex.org/W1529127285","https://openalex.org/W1966883990","https://openalex.org/W1991084747","https://openalex.org/W2048587526","https://openalex.org/W2061093430","https://openalex.org/W2077656994","https://openalex.org/W2090081736","https://openalex.org/W2101950949","https://openalex.org/W2109209989","https://openalex.org/W2120480097","https://openalex.org/W2135924189","https://openalex.org/W2137680770","https://openalex.org/W2144795048","https://openalex.org/W2148164989","https://openalex.org/W2151778296","https://openalex.org/W2157954161","https://openalex.org/W2164448725","https://openalex.org/W2317091284","https://openalex.org/W2398239109","https://openalex.org/W2546928310","https://openalex.org/W2745005270","https://openalex.org/W2752248253","https://openalex.org/W2808760000","https://openalex.org/W2908816296","https://openalex.org/W2909139534","https://openalex.org/W3015653605","https://openalex.org/W3020435186","https://openalex.org/W3040808656","https://openalex.org/W3159790649","https://openalex.org/W3188724349","https://openalex.org/W6629385236","https://openalex.org/W6729605517"],"related_works":["https://openalex.org/W4236295164","https://openalex.org/W2561578570","https://openalex.org/W2945475199","https://openalex.org/W2913438235","https://openalex.org/W3215314064","https://openalex.org/W4387455108","https://openalex.org/W4296187654","https://openalex.org/W4235043828","https://openalex.org/W3093751062","https://openalex.org/W3166711104"],"abstract_inverted_index":{"We":[0,20,42],"aimed":[1],"to":[2,7,187],"develop":[3],"a":[4],"quantitative":[5],"instrument":[6],"assist":[8],"with":[9,50,67],"the":[10,14,44,47,72,88,106,115,124,136,140,152,163,177,180,184,189,193],"automatic":[11],"evaluation":[12,191],"of":[13,16,27,46,62,71,87,105,114,169,183,192,197],"actionability":[15,64,194],"mental":[17,28,33,39,59,68,198],"healthcare":[18,40,199],"information.":[19,41,200],"collected":[21],"and":[22,37,54,77,123,139,171,179,195],"classified":[23],"two":[24],"large":[25],"sets":[26],"health":[29,34,60],"information":[30,61],"from":[31],"certified":[32],"websites:":[35],"generic":[36],"patient-specific":[38],"compared":[43],"performance":[45],"optimised":[48,141,153],"classifier":[49,73,90,108,116,125,138,142,154],"popular":[51],"readability":[52],"tools":[53],"non-optimised":[55],"classifiers":[56,186],"in":[57,133],"predicting":[58],"high":[63],"for":[65],"people":[66],"disorders.":[69],"sensitivity":[70],"using":[74,91,117,126,155],"both":[75],"semantic":[76,93,127],"structural":[78,98,118],"features":[79,99],"as":[80,156,158],"variables":[81,119,128,161],"achieved":[82],"statistically":[83,110,144],"higher":[84,111],"than":[85,112],"that":[86,113],"binary":[89,185],"either":[92],"(p":[94,100,120,129,146],"<":[95],"0.001)":[96],"or":[97],"=":[101,121,130,147],"0.0010).":[102],"The":[103],"specificity":[104,134],"optimized":[107],"was":[109,162],"0.002)":[122],"0.001).":[131],"Differences":[132],"between":[135],"full-variable":[137],"were":[143],"insignificant":[145],"0.687).":[148],"These":[149],"findings":[150],"suggest":[151],"few":[157],"19":[159],"semantic-structural":[160],"best-performing":[164],"classifier.":[165],"By":[166],"combining":[167],"insights":[168],"linguistics":[170],"statistical":[172],"analyses,":[173],"we":[174],"effectively":[175],"increased":[176],"interpretability":[178],"diagnostic":[181],"utility":[182],"guide":[188],"development,":[190],"usability":[196]},"counts_by_year":[],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2025-10-10T00:00:00"}
