{"id":"https://openalex.org/W2061271799","doi":"https://doi.org/10.1186/1471-2105-14-206","title":"Infection status outcome, machine learning method and virus type interact to affect the optimised prediction of hepatitis virus immunoassay results from routine pathology laboratory assays in unbalanced data","display_name":"Infection status outcome, machine learning method and virus type interact to affect the optimised prediction of hepatitis virus immunoassay results from routine pathology laboratory assays in unbalanced data","publication_year":2013,"publication_date":"2013-06-25","ids":{"openalex":"https://openalex.org/W2061271799","doi":"https://doi.org/10.1186/1471-2105-14-206","mag":"2061271799","pmid":"https://pubmed.ncbi.nlm.nih.gov/23800244"},"language":"en","primary_location":{"id":"doi:10.1186/1471-2105-14-206","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-14-206","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-14-206","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"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 Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-14-206","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045671873","display_name":"Alice Richardson","orcid":"https://orcid.org/0000-0001-7084-1524"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]},{"id":"https://openalex.org/I188329596","display_name":"University of Canberra","ror":"https://ror.org/04s1nv328","country_code":"AU","type":"education","lineage":["https://openalex.org/I188329596"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Alice M Richardson","raw_affiliation_strings":["Faculty of Education, Science, Technology & Mathematics, University of Canberra ACT 2601, Canberra, Australia. alice.richardson@canberra.edu.au","Department of Genome Biology, The John Curtin School of Medical Research, The Australian National University ACT 0200, Canberra, Australia","Faculty of Education, Science, Technology & Mathematics, University of Canberra ACT 2601, Canberra, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Education, Science, Technology & Mathematics, University of Canberra ACT 2601, Canberra, Australia. alice.richardson@canberra.edu.au","institution_ids":["https://openalex.org/I188329596"]},{"raw_affiliation_string":"Department of Genome Biology, The John Curtin School of Medical Research, The Australian National University ACT 0200, Canberra, Australia","institution_ids":["https://openalex.org/I118347636"]},{"raw_affiliation_string":"Faculty of Education, Science, Technology & Mathematics, University of Canberra ACT 2601, Canberra, Australia","institution_ids":["https://openalex.org/I188329596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018033836","display_name":"Brett A. Lidbury","orcid":"https://orcid.org/0000-0003-2211-989X"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Brett A Lidbury","raw_affiliation_strings":["Department of Genome Biology, The John Curtin School of Medical Research, The Australian National University ACT 0200, Canberra, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Genome Biology, The John Curtin School of Medical Research, The Australian National University ACT 0200, Canberra, Australia","institution_ids":["https://openalex.org/I118347636"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5045671873"],"corresponding_institution_ids":["https://openalex.org/I118347636","https://openalex.org/I188329596"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":0.7422,"has_fulltext":true,"cited_by_count":27,"citation_normalized_percentile":{"value":0.71453796,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"14","issue":"1","first_page":"206","last_page":"206"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10151","display_name":"Hepatitis C virus research","score":0.24560000002384186,"subfield":{"id":"https://openalex.org/subfields/2721","display_name":"Hepatology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10151","display_name":"Hepatitis C virus research","score":0.24560000002384186,"subfield":{"id":"https://openalex.org/subfields/2721","display_name":"Hepatology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.23149999976158142,"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/T10340","display_name":"Hepatitis B Virus Studies","score":0.08649999648332596,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.6701864004135132},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6654245257377625},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6132937669754028},{"id":"https://openalex.org/keywords/hepatitis-b-virus","display_name":"Hepatitis B virus","score":0.5503284335136414},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5373967885971069},{"id":"https://openalex.org/keywords/hepatitis-c-virus","display_name":"Hepatitis C virus","score":0.5227922797203064},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.5182697176933289},{"id":"https://openalex.org/keywords/virus","display_name":"Virus","score":0.36839884519577026},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3092459440231323},{"id":"https://openalex.org/keywords/immunology","display_name":"Immunology","score":0.2206847369670868}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6701864004135132},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6654245257377625},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6132937669754028},{"id":"https://openalex.org/C2780593183","wikidata":"https://www.wikidata.org/wiki/Q6844","display_name":"Hepatitis B virus","level":3,"score":0.5503284335136414},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5373967885971069},{"id":"https://openalex.org/C2776408679","wikidata":"https://www.wikidata.org/wiki/Q708693","display_name":"Hepatitis C virus","level":3,"score":0.5227922797203064},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.5182697176933289},{"id":"https://openalex.org/C2522874641","wikidata":"https://www.wikidata.org/wiki/Q808","display_name":"Virus","level":2,"score":0.36839884519577026},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3092459440231323},{"id":"https://openalex.org/C203014093","wikidata":"https://www.wikidata.org/wiki/Q101929","display_name":"Immunology","level":1,"score":0.2206847369670868}],"mesh":[{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006509","descriptor_name":"Hepatitis B","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006509","descriptor_name":"Hepatitis B","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006509","descriptor_name":"Hepatitis B","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006509","descriptor_name":"Hepatitis B","qualifier_ui":"Q000821","qualifier_name":"virology","is_major_topic":false},{"descriptor_ui":"D006509","descriptor_name":"Hepatitis B","qualifier_ui":"Q000821","qualifier_name":"virology","is_major_topic":false},{"descriptor_ui":"D006509","descriptor_name":"Hepatitis B","qualifier_ui":"Q000821","qualifier_name":"virology","is_major_topic":false},{"descriptor_ui":"D006515","descriptor_name":"Hepatitis B virus","qualifier_ui":"Q000302","qualifier_name":"isolation & purification","is_major_topic":false},{"descriptor_ui":"D006515","descriptor_name":"Hepatitis B virus","qualifier_ui":"Q000302","qualifier_name":"isolation & purification","is_major_topic":false},{"descriptor_ui":"D006515","descriptor_name":"Hepatitis B virus","qualifier_ui":"Q000302","qualifier_name":"isolation & purification","is_major_topic":false},{"descriptor_ui":"D006526","descriptor_name":"Hepatitis C","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006526","descriptor_name":"Hepatitis C","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006526","descriptor_name":"Hepatitis C","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006526","descriptor_name":"Hepatitis C","qualifier_ui":"Q000821","qualifier_name":"virology","is_major_topic":false},{"descriptor_ui":"D006526","descriptor_name":"Hepatitis C","qualifier_ui":"Q000821","qualifier_name":"virology","is_major_topic":false},{"descriptor_ui":"D006526","descriptor_name":"Hepatitis C","qualifier_ui":"Q000821","qualifier_name":"virology","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007118","descriptor_name":"Immunoassay","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007118","descriptor_name":"Immunoassay","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007118","descriptor_name":"Immunoassay","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007159","descriptor_name":"Immunologic Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007159","descriptor_name":"Immunologic Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007159","descriptor_name":"Immunologic Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016174","descriptor_name":"Hepacivirus","qualifier_ui":"Q000302","qualifier_name":"isolation & purification","is_major_topic":false},{"descriptor_ui":"D016174","descriptor_name":"Hepacivirus","qualifier_ui":"Q000302","qualifier_name":"isolation & purification","is_major_topic":false},{"descriptor_ui":"D016174","descriptor_name":"Hepacivirus","qualifier_ui":"Q000302","qualifier_name":"isolation & purification","is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1186/1471-2105-14-206","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-14-206","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-14-206","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"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 Bioinformatics","raw_type":"journal-article"},{"id":"pmid:23800244","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/23800244","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 bioinformatics","raw_type":null},{"id":"pmh:oai:europepmc.org:2695781","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/3697984","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":null,"raw_type":"Text"},{"id":"pmh:oai:openresearch-repository.anu.edu.au:1885/16923","is_oa":true,"landing_page_url":"http://hdl.handle.net/1885/16923","pdf_url":null,"source":{"id":"https://openalex.org/S4306402539","display_name":"ANU Open Research (Australian National University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I118347636","host_organization_name":"Australian National University","host_organization_lineage":["https://openalex.org/I118347636"],"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 Bioinformatics","raw_type":"Journal article"},{"id":"pmh:tle:e6988d25-f1a6-4ed3-8899-3ef99ece8f60:1f071524-0ffb-45dd-b0fd-e2ac8222ffc2:1","is_oa":true,"landing_page_url":"http://www.canberra.edu.au/researchrepository/items/e6988d25-f1a6-4ed3-8899-3ef99ece8f60/1/","pdf_url":null,"source":{"id":"https://openalex.org/S7407050591","display_name":"University of Canberra Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1186/1471-2105-14-206","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-14-206","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-14-206","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"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 Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320581","display_name":"Medical Advances Without Animals Trust","ror":"https://ror.org/042618t81"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2061271799.pdf","grobid_xml":"https://content.openalex.org/works/W2061271799.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W26772505","https://openalex.org/W92385088","https://openalex.org/W1543659671","https://openalex.org/W1590261618","https://openalex.org/W1780185704","https://openalex.org/W1941659294","https://openalex.org/W1970758373","https://openalex.org/W1973737799","https://openalex.org/W2065330407","https://openalex.org/W2081815940","https://openalex.org/W2091582013","https://openalex.org/W2093017030","https://openalex.org/W2100128988","https://openalex.org/W2104969243","https://openalex.org/W2121780366","https://openalex.org/W2129054887","https://openalex.org/W2136903812","https://openalex.org/W2149706766","https://openalex.org/W2395360368","https://openalex.org/W2499178474","https://openalex.org/W2582743722","https://openalex.org/W2912934387"],"related_works":["https://openalex.org/W2970784617","https://openalex.org/W4385649027","https://openalex.org/W2217963778","https://openalex.org/W2129882004","https://openalex.org/W4303685026","https://openalex.org/W1980276147","https://openalex.org/W3187081201","https://openalex.org/W1995646291","https://openalex.org/W2140519023","https://openalex.org/W2266938806"],"abstract_inverted_index":{"BACKGROUND:":[0],"Advanced":[1],"data":[2,54,111,170,247],"mining":[3],"techniques":[4],"such":[5],"as":[6,207,242],"decision":[7,211],"trees":[8,38],"have":[9],"been":[10],"successfully":[11],"used":[12,226],"to":[13,68,78,119,128,203,215,232,260],"predict":[14,129],"a":[15,33,64,80,107,147,151,175],"variety":[16],"of":[17,32,35,53,58,83,136,189,192,209,238,264,273],"outcomes":[18],"in":[19,248],"complex":[20],"medical":[21],"environments.":[22],"Furthermore,":[23],"previous":[24],"research":[25],"has":[26,174],"shown":[27],"that":[28,218],"combining":[29],"the":[30,51,56,156,164,180,190,219,222,228,234,261,271],"results":[31],"set":[34,112],"individually":[36],"trained":[37],"into":[39],"an":[40,142],"ensemble-based":[41,143],"classifier":[42,149],"can":[43],"improve":[44],"overall":[45],"classification":[46,70],"accuracy.":[47],"This":[48,256],"paper":[49],"investigates":[50],"effect":[52,154,178],"pre-processing,":[55],"use":[57,263],"ensembles":[59,196],"constructed":[60],"by":[61,244],"bagging,":[62],"and":[63,89,121,227],"simple":[65],"majority":[66],"vote":[67],"combine":[69],"predictions":[71],"from":[72,113],"routine":[73,252],"pathology":[74,253],"laboratory":[75,236,254,274],"data,":[76],"particularly":[77],"overcome":[79],"large":[81],"imbalance":[82],"negative":[84,134],"Hepatitis":[85,90],"B":[86],"virus":[87,92,165,229,240],"(HBV)":[88],"C":[91],"(HCV)":[93],"cases":[94,132,135],"versus":[95],"HBV":[96,120,137],"or":[97,138],"HCV":[98,122],"immunoassay":[99,130,246],"positive":[100,131,153,177],"cases.":[101],"These":[102],"methods":[103],"were":[104],"illustrated":[105],"using":[106],"never":[108],"before":[109,171],"analysed":[110],"ACT":[114],"Pathology":[115],"(Canberra,":[116],"Australia)":[117],"relating":[118],"patients.":[123],"RESULTS:":[124],"It":[125],"was":[126],"easier":[127],"than":[133,146],"HCV.":[139],"While":[140],"applying":[141],"approach":[144],"rather":[145],"single":[148],"had":[150],"small":[152,176],"on":[155,163,179],"accuracy":[157,181,193],"rate,":[158],"this":[159,184],"also":[160,173],"varied":[161],"depending":[162],"under":[166],"analysis.":[167],"Finally,":[168],"scaling":[169],"prediction":[172],"rate":[182],"for":[183],"dataset.":[185],"A":[186],"graphical":[187],"analysis":[188],"distribution":[191],"rates":[194],"across":[195],"supports":[197],"these":[198],"findings.":[199],"CONCLUSIONS:":[200],"Laboratories":[201],"looking":[202],"include":[204],"machine":[205,223,266],"learning":[206,224,267],"part":[208],"their":[210],"support":[212],"processes":[213],"need":[214],"be":[216],"aware":[217],"infection":[220],"outcome,":[221],"method":[225],"type":[230],"interact":[231],"affect":[233],"enhanced":[235],"diagnosis":[237,275],"hepatitis":[239],"infection,":[241],"determined":[243],"primary":[245],"concert":[249],"with":[250],"multiple":[251],"variables.":[255],"awareness":[257],"will":[258],"lead":[259],"informed":[262],"existing":[265],"methods,":[268],"thus":[269],"improving":[270],"quality":[272],"via":[276],"informatics":[277],"analyses.":[278]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":2}],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2025-10-10T00:00:00"}
