{"id":"https://openalex.org/W2076088452","doi":"https://doi.org/10.4018/jcmam.2010100102","title":"Medical Outcome Prediction for Intensive Care Unit Patients","display_name":"Medical Outcome Prediction for Intensive Care Unit Patients","publication_year":2010,"publication_date":"2010-10-01","ids":{"openalex":"https://openalex.org/W2076088452","doi":"https://doi.org/10.4018/jcmam.2010100102","mag":"2076088452"},"language":"en","primary_location":{"id":"doi:10.4018/jcmam.2010100102","is_oa":false,"landing_page_url":"https://doi.org/10.4018/jcmam.2010100102","pdf_url":null,"source":{"id":"https://openalex.org/S141528356","display_name":"International Journal of Computational Models and Algorithms in Medicine","issn_l":"1947-3133","issn":["1947-3133","1947-3141"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Models and Algorithms in Medicine","raw_type":"journal-article"},"type":"article","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/A5015130765","display_name":"Simone A. Ludwig","orcid":"https://orcid.org/0000-0002-8419-0192"},"institutions":[{"id":"https://openalex.org/I57328836","display_name":"North Dakota State University","ror":"https://ror.org/05h1bnb22","country_code":"US","type":"education","lineage":["https://openalex.org/I57328836"]},{"id":"https://openalex.org/I125467818","display_name":"Dakota State University","ror":"https://ror.org/016yv6y68","country_code":"US","type":"education","lineage":["https://openalex.org/I125467818"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Simone A. Ludwig","raw_affiliation_strings":["North Dakota State University, USA"],"affiliations":[{"raw_affiliation_string":"North Dakota State University, USA","institution_ids":["https://openalex.org/I125467818","https://openalex.org/I57328836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040821728","display_name":"Stefanie Roos","orcid":"https://orcid.org/0009-0000-8168-8983"},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technical University of Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefanie Roos","raw_affiliation_strings":["Darmstadt University, Germany"],"affiliations":[{"raw_affiliation_string":"Darmstadt University, Germany","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044558552","display_name":"Monique Frize","orcid":null},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Monique Frize","raw_affiliation_strings":["Carleton University, Canada"],"affiliations":[{"raw_affiliation_string":"Carleton University, Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101555563","display_name":"Nicole Yu","orcid":"https://orcid.org/0000-0002-5535-2973"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Nicole Yu","raw_affiliation_strings":["Carleton University, Canada"],"affiliations":[{"raw_affiliation_string":"Carleton University, Canada","institution_ids":["https://openalex.org/I67031392"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5015130765"],"corresponding_institution_ids":["https://openalex.org/I125467818","https://openalex.org/I57328836"],"apc_list":null,"apc_paid":null,"fwci":0.451,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.73249626,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"1","issue":"4","first_page":"19","last_page":"30"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9736999869346619,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9736999869346619,"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/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.9695000052452087,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.9492999911308289,"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/intensive-care-unit","display_name":"Intensive care unit","score":0.624731183052063},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5008068084716797},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4872573912143707},{"id":"https://openalex.org/keywords/outcome","display_name":"Outcome (game theory)","score":0.4801737368106842},{"id":"https://openalex.org/keywords/mechanical-ventilation","display_name":"Mechanical ventilation","score":0.4459628462791443},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.43084877729415894},{"id":"https://openalex.org/keywords/patient-safety","display_name":"Patient safety","score":0.4285367727279663},{"id":"https://openalex.org/keywords/mortality-rate","display_name":"Mortality rate","score":0.41652730107307434},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.4043680429458618},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.12642598152160645},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.08466669917106628}],"concepts":[{"id":"https://openalex.org/C2776376669","wikidata":"https://www.wikidata.org/wiki/Q5094647","display_name":"Intensive care unit","level":2,"score":0.624731183052063},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5008068084716797},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4872573912143707},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.4801737368106842},{"id":"https://openalex.org/C2777080012","wikidata":"https://www.wikidata.org/wiki/Q3766250","display_name":"Mechanical ventilation","level":2,"score":0.4459628462791443},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.43084877729415894},{"id":"https://openalex.org/C2779328685","wikidata":"https://www.wikidata.org/wiki/Q1475557","display_name":"Patient safety","level":3,"score":0.4285367727279663},{"id":"https://openalex.org/C179755657","wikidata":"https://www.wikidata.org/wiki/Q58702","display_name":"Mortality rate","level":2,"score":0.41652730107307434},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.4043680429458618},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.12642598152160645},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.08466669917106628},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/jcmam.2010100102","is_oa":false,"landing_page_url":"https://doi.org/10.4018/jcmam.2010100102","pdf_url":null,"source":{"id":"https://openalex.org/S141528356","display_name":"International Journal of Computational Models and Algorithms in Medicine","issn_l":"1947-3133","issn":["1947-3133","1947-3141"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Models and Algorithms in Medicine","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jcmam0:v:1:y:2010:i:4:p:19-30","is_oa":false,"landing_page_url":"http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/jcmam.2010100102","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8799999952316284}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1482827835","https://openalex.org/W1576818901","https://openalex.org/W1670263352","https://openalex.org/W1988872701","https://openalex.org/W2026951372","https://openalex.org/W2098044946","https://openalex.org/W2100604298","https://openalex.org/W2102419299","https://openalex.org/W2122111042","https://openalex.org/W2122599407","https://openalex.org/W2125055259","https://openalex.org/W2136375912","https://openalex.org/W2156909104","https://openalex.org/W2157106676","https://openalex.org/W2163117770","https://openalex.org/W2166858912","https://openalex.org/W2171265988","https://openalex.org/W2288231337","https://openalex.org/W2295758365","https://openalex.org/W2411037952","https://openalex.org/W2580634865","https://openalex.org/W2961703895","https://openalex.org/W3015462599","https://openalex.org/W4238753141","https://openalex.org/W4297792526","https://openalex.org/W6629043682"],"related_works":["https://openalex.org/W2978999882","https://openalex.org/W2153369162","https://openalex.org/W2119369480","https://openalex.org/W2761860407","https://openalex.org/W3171701736","https://openalex.org/W4237099237","https://openalex.org/W3186334452","https://openalex.org/W1989471045","https://openalex.org/W2993632815","https://openalex.org/W2067415355"],"abstract_inverted_index":{"The":[0,104],"rate":[1],"of":[2,22,77,88,92],"people":[3],"dying":[4],"from":[5],"medical":[6,61,70,78,89],"errors":[7],"in":[8,60,66,98],"hospitals":[9],"each":[10],"year":[11],"is":[12,107,119],"very":[13],"high.":[14],"Errors":[15],"that":[16,136],"frequently":[17],"occur":[18],"during":[19],"the":[20,75,86,95,99,113,117,143],"course":[21],"providing":[23],"health":[24],"care":[25,102],"are":[26,126],"adverse":[27],"drug":[28],"events":[29],"and":[30,35,47,94,116],"improper":[31],"transfusions,":[32],"surgical":[33],"injuries":[34,40],"wrong-site":[36],"surgery,":[37],"suicides,":[38],"restraint-related":[39],"or":[41],"death,":[42],"falls,":[43],"burns,":[44],"pressure":[45],"ulcers,":[46],"mistaken":[48],"patient":[49],"identities.":[50],"Medical":[51],"decision":[52,71],"support":[53,72],"systems":[54,73],"play":[55],"an":[56],"increasingly":[57],"important":[58],"role":[59],"practice.":[62],"By":[63],"assisting":[64],"physicians":[65],"making":[67],"clinical":[68],"decisions,":[69],"improve":[74],"quality":[76],"care.":[79],"Two":[80],"approaches":[81,125],"have":[82],"been":[83],"investigated":[84],"for":[85,142],"prediction":[87],"outcomes:":[90],"\u201chours":[91],"ventilation\u201d":[93],"\u201cmortality":[96],"rate\u201d":[97],"adult":[100],"intensive":[101],"unit.":[103],"first":[105],"approach":[106],"based":[108,120],"on":[109,121],"neural":[110],"networks":[111],"with":[112],"weight-elimination":[114],"algorithm,":[115],"second":[118],"genetic":[122],"programming.":[123],"Both":[124],"compared":[127],"to":[128],"commonly":[129],"used":[130],"machine":[131],"learning":[132],"algorithms.":[133],"Results":[134],"show":[135],"both":[137],"algorithms":[138],"developed":[139],"score":[140],"well":[141],"outcomes":[144],"selected.":[145]},"counts_by_year":[{"year":2012,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
