{"id":"https://openalex.org/W2048757660","doi":"https://doi.org/10.1109/hisb.2011.12","title":"Applying an Instance-Specific Model to Longitudinal Clinical Data for Prediction","display_name":"Applying an Instance-Specific Model to Longitudinal Clinical Data for Prediction","publication_year":2011,"publication_date":"2011-07-01","ids":{"openalex":"https://openalex.org/W2048757660","doi":"https://doi.org/10.1109/hisb.2011.12","mag":"2048757660","pmid":"https://pubmed.ncbi.nlm.nih.gov/27570832","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/5001560"},"language":"en","primary_location":{"id":"doi:10.1109/hisb.2011.12","doi":"https://doi.org/10.1109/hisb.2011.12","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hisb.2011.12","pdf_url":null,"source":{"id":"https://openalex.org/S4306422646","display_name":"IEEE International Conference on Healthcare Informatics, Imaging and Systems Biology","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE First International Conference on Healthcare Informatics, Imaging and Systems Biology","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5001560","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081754584","display_name":"Emily Watt","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Emily Watt","raw_affiliation_strings":["Medical Imaging Informatics, Dept. of Radiological Sciences, University of California, Los Angeles, Los Angeles, California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Informatics, Dept. of Radiological Sciences, University of California, Los Angeles, Los Angeles, California","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037040516","display_name":"James William Sayre","orcid":"https://orcid.org/0000-0001-6090-8713","observed_orcids":["https://orcid.org/0000-0001-6090-8713"]},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James W. Sayre","raw_affiliation_strings":["Medical Imaging Informatics, Dept. of Radiological Sciences, University of California, Los Angeles, Los Angeles, California","Dept. of Radiol. Sci., Univ. of California, Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Informatics, Dept. of Radiological Sciences, University of California, Los Angeles, Los Angeles, California","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Dept. of Radiol. Sci., Univ. of California, Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056478657","display_name":"Alex A. T. Bui","orcid":"https://orcid.org/0000-0002-4702-1373","observed_orcids":["https://orcid.org/0000-0002-4702-1373"]},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alex A.T. Bui","raw_affiliation_strings":["Medical Imaging Informatics, Dept. of Radiological Sciences, University of California, Los Angeles, Los Angeles, California","Dept. of Radiol. Sci., Univ. of California, Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Informatics, Dept. of Radiological Sciences, University of California, Los Angeles, Los Angeles, California","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Dept. of Radiol. Sci., Univ. of California, Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I161318765"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13166654,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2011","issue":null,"first_page":"81","last_page":"88"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.8324999809265137,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.8324999809265137,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.07339999824762344,"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":0.04019999876618385,"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/patient-specific-modeling","display_name":"patient-specific modeling","score":0.7260000109672546},{"id":"https://openalex.org/keywords/bayesian-model-selection","display_name":"Bayesian model selection","score":0.8980000019073486},{"id":"https://openalex.org/keywords/longitudinal-clinical-data","display_name":"longitudinal clinical data","score":0.984000027179718},{"id":"https://openalex.org/keywords/temporal-data-modeling","display_name":"temporal data modeling","score":0.5550000071525574},{"id":"https://openalex.org/keywords/prediction","display_name":"prediction","score":0.6349999904632568},{"id":"https://openalex.org/keywords/neuro-oncology","display_name":"neuro-oncology","score":0.9620000123977661},{"id":"https://openalex.org/keywords/knee-osteoarthritis","display_name":"knee osteoarthritis","score":1.0}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6686983704566956},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4546118974685669},{"id":"https://openalex.org/C3020672099","wikidata":"https://www.wikidata.org/wiki/Q857354","display_name":"Longitudinal data","level":2,"score":0.4257001280784607},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4177089035511017},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3978886008262634},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3353436589241028},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.08909040689468384}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/hisb.2011.12","doi":"https://doi.org/10.1109/hisb.2011.12","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hisb.2011.12","pdf_url":null,"source":{"id":"https://openalex.org/S4306422646","display_name":"IEEE International Conference on Healthcare Informatics, Imaging and Systems Biology","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE First International Conference on Healthcare Informatics, Imaging and Systems Biology","raw_type":"proceedings-article"},{"id":"pmid:27570832","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/27570832","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":"Proceedings. IEEE International Conference on Healthcare Informatics, Imaging and Systems Biology","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:5001560","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5001560","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":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Proc IEEE Int Conf Healthc Inform Imaging Syst Biol","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:5001560","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5001560","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":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Proc IEEE Int Conf Healthc Inform Imaging Syst Biol","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9391000270843506,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G3157104535","display_name":"Medical Imaging Informatics Training Program","funder_award_id":"T15LM007356","funder_id":"https://openalex.org/F4320337372","funder_display_name":"U.S. National Library of Medicine"},{"id":"https://openalex.org/G3251759976","display_name":"Toward Individually-tailored Medicine: Probabilistic Models of Cerebral Aneurysms","funder_award_id":"R01EB000362","funder_id":"https://openalex.org/F4320337363","funder_display_name":"National Institute of Biomedical Imaging and Bioengineering"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337363","display_name":"National Institute of Biomedical Imaging and Bioengineering","ror":"https://ror.org/00372qc85"},{"id":"https://openalex.org/F4320337372","display_name":"U.S. National Library of Medicine","ror":"https://ror.org/0060t0j89"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W146100937","https://openalex.org/W1517993545","https://openalex.org/W1526790641","https://openalex.org/W1541680420","https://openalex.org/W1543320899","https://openalex.org/W1544444076","https://openalex.org/W1551066950","https://openalex.org/W1559060276","https://openalex.org/W1560410986","https://openalex.org/W1603903339","https://openalex.org/W1965263807","https://openalex.org/W1980911127","https://openalex.org/W2023722569","https://openalex.org/W2035374697","https://openalex.org/W2044758663","https://openalex.org/W2044967578","https://openalex.org/W2048654012","https://openalex.org/W2049633694","https://openalex.org/W2060642394","https://openalex.org/W2083927895","https://openalex.org/W2091679283","https://openalex.org/W2110575115","https://openalex.org/W2121128645","https://openalex.org/W2122922389","https://openalex.org/W2147169507","https://openalex.org/W2155982020","https://openalex.org/W2165506977","https://openalex.org/W2313407065","https://openalex.org/W2329937548","https://openalex.org/W2611370172","https://openalex.org/W2911678770","https://openalex.org/W3129711340","https://openalex.org/W3151216969","https://openalex.org/W4230076583","https://openalex.org/W4235072768","https://openalex.org/W4300187280","https://openalex.org/W6632384879"],"related_works":["https://openalex.org/W1596593583","https://openalex.org/W122594148","https://openalex.org/W2123211207","https://openalex.org/W2964703261","https://openalex.org/W1969260982","https://openalex.org/W2066670270","https://openalex.org/W3199467125","https://openalex.org/W109144461","https://openalex.org/W2315783990","https://openalex.org/W4408128147"],"abstract_inverted_index":{"Dynamic":[0],"Bayesian":[1,46,78],"Belief":[2],"networks":[3],"(DBNs)":[4],"have":[5],"been":[6],"commonly":[7],"used":[8],"to":[9,51,64,82,93,136],"represent":[10],"temporal":[11],"data":[12,60],"in":[13,133],"several":[14],"domains;":[15],"however,":[16],"an":[17],"ideal":[18],"representation":[19],"requires":[20],"a":[21,36,43,66,77,106],"near":[22],"perfect":[23],"mapping":[24],"between":[25],"the":[26,31,59,71,86,100,127,137],"process":[27],"being":[28],"modeled":[29],"and":[30,55,85],"DBN.":[32],"Furthermore,":[33],"DBNs":[34],"assume":[35],"full":[37],"set":[38,88],"of":[39,89,102],"observations":[40],"collected":[41],"at":[42],"fixed":[44],"frequency.":[45],"model":[47,67,79],"selection":[48],"has":[49],"arisen":[50],"address":[52],"biased":[53],"inference":[54],"underlying":[56],"assumptions":[57],"about":[58],"(e.g.,":[61],"distribution,":[62],"representativeness)":[63],"choose":[65],"that":[68],"best":[69],"fits":[70],"given":[72],"observations.":[73],"Per":[74],"patient":[75],"case,":[76],"is":[80,91],"generated":[81],"maximize":[83],"specificity,":[84],"collective":[87],"models":[90,117,129],"averaged":[92],"fit":[94],"all":[95],"examples.":[96],"This":[97],"paper":[98],"demonstrates":[99],"advantages":[101],"patient-specific":[103,128],"modeling":[104],"over":[105],"DBN-driven":[107],"approach.":[108],"Results":[109],"evaluating":[110],"this":[111],"approach":[112],"are":[113],"presented":[114],"based":[115],"on":[116],"for":[118],"two":[119],"longitudinal":[120],"clinical":[121],"datasets":[122],"(neuro-oncology,":[123],"knee":[124],"osteoarthritis).":[125],"Largely,":[126],"show":[130],"improved":[131],"performance":[132],"prediction":[134],"relative":[135],"DBNs.":[138]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}