{"id":"https://openalex.org/W2331552903","doi":"https://doi.org/10.1109/embc.2014.6944188","title":"Precise prediction for managing chronic disease readmissions","display_name":"Precise prediction for managing chronic disease readmissions","publication_year":2014,"publication_date":"2014-08-01","ids":{"openalex":"https://openalex.org/W2331552903","doi":"https://doi.org/10.1109/embc.2014.6944188","mag":"2331552903","pmid":"https://pubmed.ncbi.nlm.nih.gov/25570556"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2014.6944188","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6944188","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5083685928","display_name":"Sankalp Khanna","orcid":"https://orcid.org/0000-0001-6125-8871"},"institutions":[{"id":"https://openalex.org/I2799393793","display_name":"Royal Brisbane and Women's Hospital","ror":"https://ror.org/05p52kj31","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2799393793","https://openalex.org/I2801244131"]},{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sankalp Khanna","raw_affiliation_strings":["Australian E-Health Research Centre, Level 5, UQ Health Sciences Building 901/16, Royal Brisbane and Women's Hospital, Herston, QLD, Australia","Level 5, UQ Health Sciences Building 901/16, Australian E-Health Research Centre, Herston, QLD, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian E-Health Research Centre, Level 5, UQ Health Sciences Building 901/16, Royal Brisbane and Women's Hospital, Herston, QLD, Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I2799393793"]},{"raw_affiliation_string":"Level 5, UQ Health Sciences Building 901/16, Australian E-Health Research Centre, Herston, QLD, Australia","institution_ids":["https://openalex.org/I4210141844"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034991787","display_name":"Justin Boyle","orcid":"https://orcid.org/0000-0001-9025-1441"},"institutions":[{"id":"https://openalex.org/I2799393793","display_name":"Royal Brisbane and Women's Hospital","ror":"https://ror.org/05p52kj31","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2799393793","https://openalex.org/I2801244131"]},{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Justin Boyle","raw_affiliation_strings":["Australian E-Health Research Centre, Level 5, UQ Health Sciences Building 901/16, Royal Brisbane and Women's Hospital, Herston, QLD, Australia","Level 5, UQ Health Sciences Building 901/16, Australian E-Health Research Centre, Herston, QLD, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian E-Health Research Centre, Level 5, UQ Health Sciences Building 901/16, Royal Brisbane and Women's Hospital, Herston, QLD, Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I2799393793"]},{"raw_affiliation_string":"Level 5, UQ Health Sciences Building 901/16, Australian E-Health Research Centre, Herston, QLD, Australia","institution_ids":["https://openalex.org/I4210141844"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041254443","display_name":"Norm Good","orcid":"https://orcid.org/0000-0001-6446-7644"},"institutions":[{"id":"https://openalex.org/I2799393793","display_name":"Royal Brisbane and Women's Hospital","ror":"https://ror.org/05p52kj31","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2799393793","https://openalex.org/I2801244131"]},{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Norm Good","raw_affiliation_strings":["Australian E-Health Research Centre, Level 5, UQ Health Sciences Building 901/16, Royal Brisbane and Women's Hospital, Herston, QLD, Australia","Level 5, UQ Health Sciences Building 901/16, Australian E-Health Research Centre, Herston, QLD, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian E-Health Research Centre, Level 5, UQ Health Sciences Building 901/16, Royal Brisbane and Women's Hospital, Herston, QLD, Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I2799393793"]},{"raw_affiliation_string":"Level 5, UQ Health Sciences Building 901/16, Australian E-Health Research Centre, Herston, QLD, Australia","institution_ids":["https://openalex.org/I4210141844"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4314,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.69005105,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2014","issue":null,"first_page":"2734","last_page":"2737"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12246","display_name":"Chronic Disease Management Strategies","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T12246","display_name":"Chronic Disease Management Strategies","score":0.9990000128746033,"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"}},{"id":"https://openalex.org/T10198","display_name":"Heart Failure Treatment and Management","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T10397","display_name":"Nutrition and Health in Aging","score":0.9728000164031982,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/predictive-power","display_name":"Predictive power","score":0.6449857950210571},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.6239182949066162},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.553604006767273},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5360335111618042},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.5107479095458984},{"id":"https://openalex.org/keywords/population-health","display_name":"Population health","score":0.5087717175483704},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.5047577619552612},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.48246055841445923},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4613748788833618},{"id":"https://openalex.org/keywords/chronic-disease","display_name":"Chronic disease","score":0.4309561252593994},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4308328926563263},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.42620614171028137},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39233002066612244},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3527413606643677},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.28291767835617065},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.10382309556007385}],"concepts":[{"id":"https://openalex.org/C2778136018","wikidata":"https://www.wikidata.org/wiki/Q10350689","display_name":"Predictive power","level":2,"score":0.6449857950210571},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.6239182949066162},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.553604006767273},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5360335111618042},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.5107479095458984},{"id":"https://openalex.org/C2778149918","wikidata":"https://www.wikidata.org/wiki/Q3291156","display_name":"Population health","level":3,"score":0.5087717175483704},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.5047577619552612},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.48246055841445923},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4613748788833618},{"id":"https://openalex.org/C2987552334","wikidata":"https://www.wikidata.org/wiki/Q383126","display_name":"Chronic disease","level":2,"score":0.4309561252593994},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4308328926563263},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.42620614171028137},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39233002066612244},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3527413606643677},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.28291767835617065},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.10382309556007385},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"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/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"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":"D010359","descriptor_name":"Patient Readmission","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D010359","descriptor_name":"Patient Readmission","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D010359","descriptor_name":"Patient Readmission","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2014.6944188","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6944188","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},{"id":"pmid:25570556","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25570556","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.6700000166893005,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W118030734","https://openalex.org/W1553795439","https://openalex.org/W1998503604","https://openalex.org/W2000445173","https://openalex.org/W2054085905","https://openalex.org/W2056438556","https://openalex.org/W2061326496","https://openalex.org/W2082797339","https://openalex.org/W2086923543","https://openalex.org/W2088945299","https://openalex.org/W2116680794","https://openalex.org/W2129997990","https://openalex.org/W2142576266","https://openalex.org/W2145531384","https://openalex.org/W2396194676","https://openalex.org/W6604787050","https://openalex.org/W6633288711","https://openalex.org/W6680770240","https://openalex.org/W6712441072"],"related_works":["https://openalex.org/W3189884647","https://openalex.org/W2884834684","https://openalex.org/W2917165927","https://openalex.org/W4385950391","https://openalex.org/W3123614577","https://openalex.org/W3023917431","https://openalex.org/W4311802502","https://openalex.org/W1998320186","https://openalex.org/W3192139338","https://openalex.org/W2902043866"],"abstract_inverted_index":{"Potentially":[0],"preventable":[1],"hospital":[2],"readmissions":[3],"have":[4,26],"a":[5,69],"crippling":[6],"effect":[7],"on":[8,16,136],"the":[9,89,93,108,120,128,131,137],"health":[10,139],"of":[11,62,72,92,107,133],"chronic":[12,65,134],"disease":[13,66,135],"patients":[14,67],"and":[15,19,32,43,48,56,59,79,101,103,114],"healthcare":[17],"funding":[18],"resource":[20],"utilization.":[21],"While":[22],"several":[23,50],"prediction":[24,125],"models":[25,51,97,121],"been":[27],"proposed":[28],"to":[29,87],"help":[30],"identify":[31],"manage":[33],"high":[34,70,99],"risk":[35,71],"patients,":[36],"most":[37],"offer":[38,98,122],"only":[39],"moderate":[40],"predictive":[41,90],"power":[42,91],"discriminative":[44],"ability.":[45],"We":[46],"develop":[47],"validate":[49],"that":[52],"utilize":[53],"cohort":[54],"population":[55],"clinical":[57],"data":[58],"are":[60,85],"capable":[61],"precisely":[63],"identifying":[64],"with":[68],"rehospitalization":[73],"within":[74],"30":[75],"days.":[76],"Cross":[77],"validation":[78],"receiver":[80],"operating":[81],"characteristic":[82],"curve":[83],"analysis":[84],"used":[86],"examine":[88],"models.":[94,110],"The":[95],"developed":[96],"precision":[100],"discrimination":[102],"outperform":[104],"current":[105],"state":[106],"art":[109],"Delivering":[111],"between":[112],"73%":[113],"79%":[115],"sensitivity":[116],"at":[117],"93%":[118],"specificity,":[119],"excellent":[123],"candidate":[124],"algorithms":[126],"for":[127],"battle":[129],"against":[130],"burden":[132],"public":[138],"system.":[140]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
