{"id":"https://openalex.org/W2057060533","doi":"https://doi.org/10.1109/bibm.2012.6392623","title":"A Bayesian-based prediction model for personalized medical health care","display_name":"A Bayesian-based prediction model for personalized medical health care","publication_year":2012,"publication_date":"2012-10-01","ids":{"openalex":"https://openalex.org/W2057060533","doi":"https://doi.org/10.1109/bibm.2012.6392623","mag":"2057060533"},"language":"en","primary_location":{"id":"doi:10.1109/bibm.2012.6392623","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm.2012.6392623","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE International Conference on Bioinformatics and Biomedicine","raw_type":"proceedings-article"},"type":"conference-paper","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/A5101173099","display_name":"Jiashu Zhao","orcid":"https://orcid.org/0009-0000-7974-0156"},"institutions":[{"id":"https://openalex.org/I192455969","display_name":"York University","ror":"https://ror.org/05fq50484","country_code":"CA","type":"education","lineage":["https://openalex.org/I192455969"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jiashu Zhao","raw_affiliation_strings":["Department of Computer Science and Engineering, York University, Toronto, Canada","Dept. of Computer Science & Engineering, York University, Toronto, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, York University, Toronto, Canada","institution_ids":["https://openalex.org/I192455969"]},{"raw_affiliation_string":"Dept. of Computer Science & Engineering, York University, Toronto, Canada","institution_ids":["https://openalex.org/I192455969"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000409439","display_name":"Jimmy Xiangji Huang","orcid":"https://orcid.org/0000-0003-1292-1491"},"institutions":[{"id":"https://openalex.org/I192455969","display_name":"York University","ror":"https://ror.org/05fq50484","country_code":"CA","type":"education","lineage":["https://openalex.org/I192455969"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jimmy Xiangji Huang","raw_affiliation_strings":["School of Information Technology, York University, Toronto, Canada","School of Information Technology York University, Toronto, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology, York University, Toronto, Canada","institution_ids":["https://openalex.org/I192455969"]},{"raw_affiliation_string":"School of Information Technology York University, Toronto, Canada","institution_ids":["https://openalex.org/I192455969"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101569679","display_name":"Xiaohua Hu","orcid":"https://orcid.org/0000-0002-4777-3022"},"institutions":[{"id":"https://openalex.org/I72816309","display_name":"Drexel University","ror":"https://ror.org/04bdffz58","country_code":"US","type":"education","lineage":["https://openalex.org/I72816309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaohua Hu","raw_affiliation_strings":["College of Information Science, Drexel University, Philadelphia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Science, Drexel University, Philadelphia, USA","institution_ids":["https://openalex.org/I72816309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079909589","display_name":"Kurian Joseph","orcid":"https://orcid.org/0000-0003-3514-2183"},"institutions":[{"id":"https://openalex.org/I4210086755","display_name":"Alpha Technologies (Canada)","ror":"https://ror.org/0006jev58","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210086755"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Joseph Kurian","raw_affiliation_strings":["Alpha Global IT, Inc., Toronto, Canada","Alpha Global IT, Toronto, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alpha Global IT, Inc., Toronto, Canada","institution_ids":["https://openalex.org/I4210086755"]},{"raw_affiliation_string":"Alpha Global IT, Toronto, Canada","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112658778","display_name":"William Melek","orcid":"https://orcid.org/0009-0002-5616-0268"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"William Melek","raw_affiliation_strings":["Mechanical and Mechatronics Engineering, University of Waterloo, Waterloo, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mechanical and Mechatronics Engineering, University of Waterloo, Waterloo, Canada","institution_ids":["https://openalex.org/I151746483"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9973999857902527,"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"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9973999857902527,"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"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9952999949455261,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9769999980926514,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6669765114784241},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6385560035705566},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.6322103142738342},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.6143451929092407},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5402761101722717},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.533636212348938},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.47767290472984314},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.4369734823703766},{"id":"https://openalex.org/keywords/bayesian-inference","display_name":"Bayesian inference","score":0.4281173646450043},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.4185711145401001},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1513584852218628},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09981173276901245},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09461310505867004}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6669765114784241},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6385560035705566},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.6322103142738342},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.6143451929092407},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5402761101722717},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.533636212348938},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47767290472984314},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.4369734823703766},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.4281173646450043},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.4185711145401001},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1513584852218628},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09981173276901245},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09461310505867004},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm.2012.6392623","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm.2012.6392623","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE International Conference on Bioinformatics and Biomedicine","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.44999998807907104,"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1505620647","https://openalex.org/W1969616302","https://openalex.org/W1999587968","https://openalex.org/W2015338694","https://openalex.org/W2025653668","https://openalex.org/W2083780116","https://openalex.org/W2117727263","https://openalex.org/W2119731464","https://openalex.org/W2130644475","https://openalex.org/W2131723464","https://openalex.org/W2147886517","https://openalex.org/W4243711164"],"related_works":["https://openalex.org/W2180954594","https://openalex.org/W2052835778","https://openalex.org/W2049003611","https://openalex.org/W2127804977","https://openalex.org/W2108418243","https://openalex.org/W164103134","https://openalex.org/W2787352659","https://openalex.org/W1970611213","https://openalex.org/W4206560911","https://openalex.org/W4372260270"],"abstract_inverted_index":{"In":[0,122],"this":[1,51,55],"paper,":[2],"we":[3,130],"present":[4],"a":[5,15,26,31,61,66,73,105,133,161],"Bayesian-based":[6],"Personalized":[7],"Laboratory":[8],"Tests":[9],"prediction":[10,58],"(BPLT)":[11],"model":[12,40,103,150],"to":[13,21,25,50,71,81,108,124,137,164],"solve":[14],"real":[16,156,166],"world":[17,167],"medical":[18],"problem:":[19],"how":[20],"recommend":[22],"laboratory":[23,37,43,56,68,84,113,120],"tests":[24,44,85,114],"group":[27],"of":[28,89,94,119,142],"patients?":[29],"Given":[30],"patient":[32],"who":[33],"has":[34],"conducted":[35],"several":[36],"tests,":[38],"BPLT":[39,102,128,143,149],"recommends":[41],"further":[42,131],"that":[45,148],"are":[46],"the":[47,83,101,110,117,126,140,155],"most":[48],"related":[49],"patient.":[52],"We":[53],"regard":[54],"test":[57,69],"problem":[59],"as":[60],"special":[62],"classification":[63],"problem,":[64],"where":[65],"new":[67],"belongs":[70],"either":[72],"\"taken\"":[74,90],"or":[75],"\"not-taken\"":[76],"class.":[77],"Our":[78],"goal":[79],"is":[80],"find":[82],"with":[86],"high":[87],"probability":[88,93],"and":[91,115,159],"low":[92],"\"not":[95],"taken\".":[96],"Based":[97],"on":[98,154],"Bayesian":[99],"method,":[100],"builds":[104],"weighting":[106],"function":[107],"investigate":[109],"correlations":[111],"among":[112],"generate":[116],"rank":[118],"tests.":[121],"order":[123],"evaluate":[125],"proposed":[127],"model,":[129],"propose":[132],"novel":[134],"evaluation":[135],"metric":[136],"subjectively":[138],"measure":[139],"accuracy":[141],"model.":[144],"Experimental":[145],"results":[146],"show":[147],"achieves":[151],"good":[152,162],"performance":[153],"data":[157],"sets":[158],"provides":[160],"solution":[163],"our":[165],"application.":[168]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}