{"id":"https://openalex.org/W2100831284","doi":"https://doi.org/10.1186/1472-6947-14-63","title":"Multi-topic assignment for exploratory navigation of consumer health information in NetWellness using formal concept analysis","display_name":"Multi-topic assignment for exploratory navigation of consumer health information in NetWellness using formal concept analysis","publication_year":2014,"publication_date":"2014-08-03","ids":{"openalex":"https://openalex.org/W2100831284","doi":"https://doi.org/10.1186/1472-6947-14-63","mag":"2100831284","pmid":"https://pubmed.ncbi.nlm.nih.gov/25086916"},"language":"en","primary_location":{"id":"doi:10.1186/1472-6947-14-63","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-14-63","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-14-63","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-14-63","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049834185","display_name":"Licong Cui","orcid":"https://orcid.org/0000-0001-5549-8780"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Licong Cui","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, Case Western Reserve University, Cleveland, OH, 44106, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Case Western Reserve University, Cleveland, OH, 44106, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050134236","display_name":"Rong Xu","orcid":"https://orcid.org/0000-0003-3127-4795"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rong Xu","raw_affiliation_strings":["Division of Medical Informatics, School of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Medical Informatics, School of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075356940","display_name":"Jake Luo","orcid":"https://orcid.org/0000-0002-3900-643X"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhihui Luo","raw_affiliation_strings":["Division of Medical Informatics, School of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Medical Informatics, School of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112862796","display_name":"Susan Wentz","orcid":null},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Susan Wentz","raw_affiliation_strings":["School of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072423287","display_name":"Kyle Scarberry","orcid":"https://orcid.org/0000-0001-9195-6873"},"institutions":[{"id":"https://openalex.org/I4210108791","display_name":"University Hospitals Case Medical Center","ror":"https://ror.org/01gc0wp38","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799343972","https://openalex.org/I4210108791"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kyle Scarberry","raw_affiliation_strings":["University Hospitals Case Medical Center, Cleveland, OH, 44106, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Hospitals Case Medical Center, Cleveland, OH, 44106, USA","institution_ids":["https://openalex.org/I4210108791"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100392487","display_name":"Guo\u2010Qiang Zhang","orcid":"https://orcid.org/0000-0002-3663-1109"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guo-Qiang Zhang","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, Case Western Reserve University, Cleveland OH 44106, USA. gq@case.edu","Division of Medical Informatics, School of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Case Western Reserve University, Cleveland OH 44106, USA. gq@case.edu","institution_ids":[]},{"raw_affiliation_string":"Division of Medical Informatics, School of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA","institution_ids":["https://openalex.org/I58956616"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5049834185"],"corresponding_institution_ids":["https://openalex.org/I58956616"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":2.7232,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.91155713,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"14","issue":"1","first_page":"63","last_page":"63"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10737","display_name":"Health Literacy and Information Accessibility","score":0.6029000282287598,"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":0.6029000282287598,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.1071000024676323,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10286","display_name":"Information Retrieval and Search Behavior","score":0.09880000352859497,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/computer-science","display_name":"Computer science","score":0.7474683523178101},{"id":"https://openalex.org/keywords/unified-medical-language-system","display_name":"Unified Medical Language System","score":0.6197432279586792},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5916082859039307},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5689388513565063},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.5307497978210449},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.22365280985832214},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11402669548988342}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7474683523178101},{"id":"https://openalex.org/C69505689","wikidata":"https://www.wikidata.org/wiki/Q455338","display_name":"Unified Medical Language System","level":2,"score":0.6197432279586792},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5916082859039307},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5689388513565063},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.5307497978210449},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.22365280985832214},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11402669548988342},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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":"D008491","descriptor_name":"Medical Informatics Applications","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008491","descriptor_name":"Medical Informatics Applications","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008491","descriptor_name":"Medical Informatics Applications","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016247","descriptor_name":"Information Storage and Retrieval","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016247","descriptor_name":"Information Storage and Retrieval","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016247","descriptor_name":"Information Storage and Retrieval","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054626","descriptor_name":"Consumer Health Information","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D054626","descriptor_name":"Consumer Health Information","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D054626","descriptor_name":"Consumer Health Information","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1186/1472-6947-14-63","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-14-63","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-14-63","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:25086916","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25086916","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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:4131492","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4131492","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,"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":"BMC Med Inform Decis Mak","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/1472-6947-14-63","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-14-63","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-14-63","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5199999809265137,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2100831284.pdf","grobid_xml":"https://content.openalex.org/works/W2100831284.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W17514893","https://openalex.org/W55768394","https://openalex.org/W79139011","https://openalex.org/W655855333","https://openalex.org/W1503729935","https://openalex.org/W1553406086","https://openalex.org/W1586979164","https://openalex.org/W1603411805","https://openalex.org/W1617708793","https://openalex.org/W1841433433","https://openalex.org/W1870686808","https://openalex.org/W2002830978","https://openalex.org/W2035055162","https://openalex.org/W2053606794","https://openalex.org/W2056524536","https://openalex.org/W2070211843","https://openalex.org/W2082018470","https://openalex.org/W2100059775","https://openalex.org/W2122402213","https://openalex.org/W2141756401","https://openalex.org/W2141766660","https://openalex.org/W2144211451","https://openalex.org/W2146241755","https://openalex.org/W2150943872","https://openalex.org/W2156037541","https://openalex.org/W2159583324","https://openalex.org/W2394650573","https://openalex.org/W2614062905","https://openalex.org/W3161377175","https://openalex.org/W4206790557","https://openalex.org/W4251308671","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W79619734","https://openalex.org/W2010487328","https://openalex.org/W2340589664","https://openalex.org/W4281750475","https://openalex.org/W2003127701","https://openalex.org/W2563868050","https://openalex.org/W2138789621","https://openalex.org/W2575181596","https://openalex.org/W2069107439"],"abstract_inverted_index":{"BACKGROUND:":[0],"Finding":[1],"quality":[2],"consumer":[3,73,194],"health":[4,12,30,74,86,195],"information":[5,47,75,281],"online":[6,90],"can":[7,19,44],"effectively":[8],"bring":[9],"important":[10],"public":[11],"benefits":[13,268],"to":[14,67,71,85,139,234,291],"the":[15,181,254,267],"general":[16],"population.":[17],"It":[18],"empower":[20],"people":[21],"with":[22,123,132,229,246],"timely":[23],"and":[24,31,57,114,134,147,217,280,287],"current":[25],"knowledge":[26],"for":[27,76,96,153,168,191,203,265],"managing":[28],"their":[29],"promoting":[32],"wellbeing.":[33],"Despite":[34],"a":[35,93,102,135,141,148,158,170,210,223,239,263],"popular":[36],"belief":[37],"that":[38,53],"search":[39,55,59],"engines":[40,56],"such":[41,88],"as":[42,89],"Google":[43],"solve":[45],"all":[46],"access":[48],"problems,":[49,206],"recent":[50],"studies":[51],"show":[52],"using":[54,110,222],"simple":[58],"terms":[60],"is":[61,66,92,244,262],"not":[62],"sufficient.":[63],"Our":[64,272],"objective":[65],"provide":[68],"an":[69],"approach":[70],"organizing":[72],"navigational":[77,97,172,270],"exploration,":[78],"complementing":[79],"keyword-based":[80],"direct":[81],"search.":[82],"Multi-topic":[83],"assignment":[84,105,186,205,258,275],"information,":[87],"questions,":[91],"fundamental":[94],"step":[95],"exploration.":[98,271],"METHODS:":[99],"We":[100],"introduce":[101],"new":[103,136,273],"multi-topic":[104,154,185,204,257,274],"method":[106,208],"combining":[107,277],"semantic":[108],"annotation":[109],"UMLS":[111],"concepts":[112],"(CUIs)":[113],"Formal":[115],"Concept":[116],"Analysis":[117],"(FCA).":[118],"Each":[119],"question":[120],"was":[121,164,178],"tagged":[122],"CUIs":[124,129],"identified":[125],"by":[126],"MetaMap.":[127],"The":[128,144,161],"were":[130,151],"filtered":[131],"term-frequency":[133],"term-strength":[137],"index":[138],"construct":[140],"CUI-question":[142,145],"context.":[143,160],"context":[146,150,163],"topic-subject":[149],"used":[152,167],"assignment,":[155,238],"resulting":[156],"in":[157,242,250],"topic-question":[159,162],"then":[165],"directly":[166],"constructing":[169],"prototype":[171],"exploration":[173],"interface.":[174],"RESULTS:":[175],"Experimental":[176],"evaluation":[177],"performed":[179,288],"on":[180],"task":[182],"of":[183,187,212,215,220,226,256,269],"automatic":[184],"99":[188],"predefined":[189],"topics":[190],"about":[192],"60,000":[193],"questions":[196,228],"from":[197],"NetWellness.":[198],"Using":[199],"example-based":[200,292],"metrics,":[201],"suitable":[202],"our":[207],"achieved":[209,245],"precision":[211,261],"0.849,":[213],"recall":[214,243,255,286],"0.774,":[216],"F\u2081":[218],"measure":[219],"0.782,":[221],"reference":[224],"standard":[225],"278":[227],"manually":[230],"assigned":[231],"topics.":[232],"Compared":[233],"NetWellness'":[235],"original":[236],"topic":[237],"36.5%":[240],"increase":[241],"virtually":[247],"no":[248],"sacrifice":[249],"precision.":[251],"CONCLUSION:":[252],"Enhancing":[253],"without":[259],"sacrificing":[260],"prerequisite":[264],"achieving":[266],"method,":[276],"term-strength,":[278],"FCA,":[279],"retrieval":[282],"techniques,":[283],"significantly":[284],"improved":[285],"well":[289],"according":[290],"metrics.":[293]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":1}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
