{"id":"https://openalex.org/W110974158","doi":null,"title":"Designing and evaluating a clustering system for organizing and integrating patient drug outcomes in personal health messages.","display_name":"Designing and evaluating a clustering system for organizing and integrating patient drug outcomes in personal health messages.","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W110974158","mag":"110974158","pmid":"https://pubmed.ncbi.nlm.nih.gov/23304312","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/3540422"},"language":"en","primary_location":{"id":"pmid:23304312","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/23304312","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":"AMIA ... Annual Symposium proceedings. AMIA Symposium","raw_type":"Evaluation Study"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC3540422/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066982002","display_name":"Yunliang Jiang","orcid":"https://orcid.org/0000-0003-4500-5836","observed_orcids":["https://orcid.org/0000-0003-4500-5836"]},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yunliang Jiang","raw_affiliation_strings":["Department of Computer Science, University of Illinois at Urbana-Champaign, IL 61801, USA","Department of Computer Science, University of Illinois at Urbana-Champaign, IL 61801, USA#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Illinois at Urbana-Champaign, IL 61801, USA","institution_ids":["https://openalex.org/I157725225"]},{"raw_affiliation_string":"Department of Computer Science, University of Illinois at Urbana-Champaign, IL 61801, USA#TAB#","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024320659","display_name":"Q. Vera Liao","orcid":"https://orcid.org/0000-0003-4543-7196","observed_orcids":["https://orcid.org/0000-0003-4543-7196"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qingzi Vera Liao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100749405","display_name":"Qian Cheng","orcid":"https://orcid.org/0000-0003-3621-5743","observed_orcids":["https://orcid.org/0000-0003-3621-5743","https://orcid.org/0009-0000-1104-3821","https://orcid.org/0009-0009-1838-8270"]},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qian Cheng","raw_affiliation_strings":["University of Illinois Urbana-Champaign, Urbana, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois Urbana-Champaign, Urbana, United States","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108482744","display_name":"Richard B. Berlin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Richard B Berlin","raw_affiliation_strings":["University of Illinois Urbana-Champaign, Urbana, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois Urbana-Champaign, Urbana, United States","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072847130","display_name":"Bruce R. Schatz","orcid":"https://orcid.org/0000-0001-5957-1711","observed_orcids":["https://orcid.org/0000-0001-5957-1711"]},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bruce R Schatz","raw_affiliation_strings":["University of Illinois Urbana-Champaign, Urbana, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois Urbana-Champaign, Urbana, United States","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.6349,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.94144752,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":87,"max":98},"biblio":{"volume":"2012","issue":null,"first_page":"417","last_page":"26"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.4092000126838684,"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"}},"topics":[{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.4092000126838684,"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/T12488","display_name":"Mental Health via Writing","score":0.07209999859333038,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.06270000338554382,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/topic-clustering","display_name":"topic clustering","score":0.6589999794960022},{"id":"https://openalex.org/keywords/semantic-analysis","display_name":"semantic analysis","score":0.8240000009536743},{"id":"https://openalex.org/keywords/patient-feedback","display_name":"patient feedback","score":0.7329999804496765},{"id":"https://openalex.org/keywords/medical-students","display_name":"medical students","score":0.42100000381469727}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7701919674873352},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6489951014518738},{"id":"https://openalex.org/C9114305","wikidata":"https://www.wikidata.org/wiki/Q1428317","display_name":"Situational ethics","level":2,"score":0.5449080467224121},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4711020588874817},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.43926480412483215},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4301833510398865},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33248648047447205},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.23178401589393616},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1679740846157074},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D001330","descriptor_name":"Electronic Data Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004358","descriptor_name":"Drug Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006266","descriptor_name":"Health Education","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":"D009626","descriptor_name":"Terminology as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016907","descriptor_name":"Adverse Drug Reaction Reporting Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017063","descriptor_name":"Outcome Assessment, Health Care","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D039781","descriptor_name":"PubMed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055641","descriptor_name":"Mathematical Concepts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"pmid:23304312","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/23304312","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":"AMIA ... Annual Symposium proceedings. AMIA Symposium","raw_type":"Evaluation Study"},{"id":"pmh:oai:pubmedcentral.nih.gov:3540422","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC3540422/","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AMIA Annu Symp Proc","raw_type":"Text"},{"id":"mag:110974158","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/23304312","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":null,"is_accepted":false,"is_published":false,"raw_source_name":"PubMed","raw_type":null}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:3540422","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC3540422/","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AMIA Annu Symp Proc","raw_type":"Text"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9391000270843506,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W15289527","https://openalex.org/W42186646","https://openalex.org/W61294351","https://openalex.org/W120726483","https://openalex.org/W136617313","https://openalex.org/W178316275","https://openalex.org/W200246157","https://openalex.org/W1506763979","https://openalex.org/W1511472350","https://openalex.org/W1541525934","https://openalex.org/W1862329748","https://openalex.org/W1880262756","https://openalex.org/W1975879668","https://openalex.org/W2004591793","https://openalex.org/W2005028623","https://openalex.org/W2005958938","https://openalex.org/W2049633694","https://openalex.org/W2074466695","https://openalex.org/W2092252523","https://openalex.org/W2107743791","https://openalex.org/W2153086337","https://openalex.org/W2160660844","https://openalex.org/W2162108374","https://openalex.org/W2164777277","https://openalex.org/W2287771898","https://openalex.org/W2337103955","https://openalex.org/W4239510810","https://openalex.org/W4292122601"],"related_works":["https://openalex.org/W2593530951","https://openalex.org/W1146255272","https://openalex.org/W1506763979","https://openalex.org/W2991994181","https://openalex.org/W2786355314","https://openalex.org/W3107778512","https://openalex.org/W4388877974","https://openalex.org/W1539264270","https://openalex.org/W66294809","https://openalex.org/W2413537321"],"abstract_inverted_index":{"Patient":[0],"outcomes":[1,24,137],"to":[2,19,45],"drugs":[3],"vary,":[4],"but":[5],"physicians":[6],"currently":[7],"have":[8,109],"little":[9],"data":[10],"about":[11],"individual":[12],"responses.":[13],"We":[14,108],"designed":[15],"a":[16,36],"comprehensive":[17],"system":[18,81,133],"organize":[20],"and":[21,51,106],"integrate":[22],"patient":[23,136],"utilizing":[25],"semantic":[26],"analysis,":[27],"which":[28],"groups":[29,103],"large":[30,139],"collections":[31],"of":[32,38,114,126,141],"personal":[33,98],"comments":[34,54,69],"into":[35],"series":[37],"topics.":[39],"A":[40],"prototype":[41],"implementation":[42],"was":[43],"built":[44],"extract":[46],"situational":[47],"evidences":[48],"by":[49,56],"filtering":[50],"digesting":[52],"user":[53],"provided":[55],"patients.":[57],"Our":[58],"methods":[59],"do":[60],"not":[61],"require":[62],"extensive":[63,112],"training":[64],"or":[65,77],"dictionaries,":[66],"while":[67],"categorizing":[68],"based":[70],"on":[71],"expert":[72],"opinions":[73],"from":[74,89,93,100,138],"standard":[75],"source,":[76],"patient-specified":[78],"categories.":[79],"This":[80],"has":[82],"been":[83],"tested":[84],"with":[85,118],"sample":[86],"health":[87,142],"messages":[88,99],"our":[90],"unique":[91],"dataset":[92],"Yahoo!":[94],"Groups,":[95],"containing":[96],"12M":[97],"27K":[101],"public":[102],"in":[104],"Health":[105],"Wellness.":[107],"performed":[110],"an":[111,130],"evaluation":[113],"the":[115],"clustering":[116],"results":[117,122],"medical":[119],"students.":[120],"Evaluated":[121],"show":[123],"high":[124],"quality":[125],"labeled":[127],"clustering,":[128],"promising":[129],"effective":[131],"automatic":[132],"for":[134],"discovering":[135],"volumes":[140],"information.":[143]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2017,"cited_by_count":3},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":5},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":1}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2016-06-24T00:00:00"}