{"id":"https://openalex.org/W2980290979","doi":"https://doi.org/10.1109/fuzz-ieee.2019.8858792","title":"Fuzzy Modeling of Survival Associated to Insulin Therapy in the ICU","display_name":"Fuzzy Modeling of Survival Associated to Insulin Therapy in the ICU","publication_year":2019,"publication_date":"2019-06-01","ids":{"openalex":"https://openalex.org/W2980290979","doi":"https://doi.org/10.1109/fuzz-ieee.2019.8858792","mag":"2980290979"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz-ieee.2019.8858792","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee.2019.8858792","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-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/A5011420553","display_name":"Aldo Robles Ar\u00e9valo","orcid":"https://orcid.org/0000-0003-4324-7890"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Aldo Arevalo","raw_affiliation_strings":["IDMEC, Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisbon, Portugal"],"affiliations":[{"raw_affiliation_string":"IDMEC, Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisbon, Portugal","institution_ids":["https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017701825","display_name":"Bernardo Firme","orcid":"https://orcid.org/0000-0002-9562-1808"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Bernardo M. Firme","raw_affiliation_strings":["IDMEC, Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisbon, Portugal"],"affiliations":[{"raw_affiliation_string":"IDMEC, Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisbon, Portugal","institution_ids":["https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023524727","display_name":"Susana M. Vieira","orcid":"https://orcid.org/0000-0001-7961-1004"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Susana M. Vieira","raw_affiliation_strings":["IDMEC, Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisbon, Portugal"],"affiliations":[{"raw_affiliation_string":"IDMEC, Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisbon, Portugal","institution_ids":["https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031401755","display_name":"Leo Anthony Celi","orcid":"https://orcid.org/0000-0001-6712-6626"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Leo Celi","raw_affiliation_strings":["Laboratory for Computational Physiology, Massachusetts Institute of Technology, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"Laboratory for Computational Physiology, Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105038953","display_name":"Stan N. Finkelstein","orcid":null},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stan N. Finkelstein","raw_affiliation_strings":["Institute for Data, Systems, and Society, Massachusetts Institute of Technology, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"Institute for Data, Systems, and Society, Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068474295","display_name":"Jo\u00e3o M. C. Sousa","orcid":"https://orcid.org/0000-0002-8030-4746"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Joao M. C. Sousa","raw_affiliation_strings":["IDMEC, Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisbon, Portugal"],"affiliations":[{"raw_affiliation_string":"IDMEC, Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisbon, Portugal","institution_ids":["https://openalex.org/I141596103"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5011420553"],"corresponding_institution_ids":["https://openalex.org/I141596103"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.18458927,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"40","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11623","display_name":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T11623","display_name":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T10560","display_name":"Diabetes Management and Research","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T11339","display_name":"Metabolism, Diabetes, and Cancer","score":0.9735999703407288,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.6989448666572571},{"id":"https://openalex.org/keywords/intensive-care-unit","display_name":"Intensive care unit","score":0.618407130241394},{"id":"https://openalex.org/keywords/glasgow-coma-scale","display_name":"Glasgow Coma Scale","score":0.6133514642715454},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.5420485734939575},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4701633155345917},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.4572978913784027},{"id":"https://openalex.org/keywords/mechanical-ventilation","display_name":"Mechanical ventilation","score":0.44276756048202515},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36956459283828735},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3375229239463806},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.33155375719070435},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.25488388538360596},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.13217473030090332}],"concepts":[{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6989448666572571},{"id":"https://openalex.org/C2776376669","wikidata":"https://www.wikidata.org/wiki/Q5094647","display_name":"Intensive care unit","level":2,"score":0.618407130241394},{"id":"https://openalex.org/C17624336","wikidata":"https://www.wikidata.org/wiki/Q461644","display_name":"Glasgow Coma Scale","level":2,"score":0.6133514642715454},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.5420485734939575},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4701633155345917},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.4572978913784027},{"id":"https://openalex.org/C2777080012","wikidata":"https://www.wikidata.org/wiki/Q3766250","display_name":"Mechanical ventilation","level":2,"score":0.44276756048202515},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36956459283828735},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3375229239463806},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.33155375719070435},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.25488388538360596},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.13217473030090332},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fuzz-ieee.2019.8858792","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee.2019.8858792","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8700000047683716,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1517428985","https://openalex.org/W1562402498","https://openalex.org/W1980717583","https://openalex.org/W1991635626","https://openalex.org/W1995450389","https://openalex.org/W2083924327","https://openalex.org/W2088794999","https://openalex.org/W2095293899","https://openalex.org/W2097935036","https://openalex.org/W2115285670","https://openalex.org/W2396881363","https://openalex.org/W2556417520","https://openalex.org/W2587568247","https://openalex.org/W2768348081","https://openalex.org/W2787070805","https://openalex.org/W3021510377","https://openalex.org/W4245833769","https://openalex.org/W4247704066","https://openalex.org/W4251791971","https://openalex.org/W4295313945","https://openalex.org/W6745609711","https://openalex.org/W6748281036"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W2607917841","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":{"Insulin":[0],"therapy":[1,80],"is":[2,14,19,90],"crucial":[3],"to":[4,32,49,81,111,144,148],"control":[5,82],"blood":[6,83],"sugar":[7],"levels":[8],"for":[9,29,87],"critical-care":[10],"patients.":[11],"However,":[12],"there":[13],"no":[15],"consensus":[16],"on":[17],"which":[18],"the":[20,36,51,66,122,151],"most":[21,155],"beneficial":[22],"glucose":[23],"control,":[24],"either":[25],"intensive":[26,75],"or":[27],"conventional,":[28],"these":[30],"patients":[31,60,94],"reduce":[33],"mortality.":[34],"Through":[35],"use":[37],"of":[38,53,58,70,98],"electronic":[39],"health":[40],"records":[41],"and":[42,95,105,114,135,171,176],"computational":[43],"intelligent":[44],"systems,":[45],"this":[46,88],"work":[47],"intends":[48],"increase":[50],"understanding":[52],"mechanisms":[54],"that":[55,118],"influence":[56],"survival":[57],"adult":[59],"(\u2265":[61],"16":[62],"years":[63],"old)":[64],"within":[65],"first":[67],"24":[68],"hours":[69],"being":[71],"admitted":[72],"\u2265to":[73],"an":[74],"care":[76],"unit":[77],"under":[78],"insulin":[79],"glucose.":[84],"The":[85,154],"cohort":[86],"study":[89],"composed":[91],"by":[92,129],"9098":[93],"a":[96],"total":[97,166],"187":[99],"features.":[100],"Fuzzy":[101],"modeling,":[102],"gradient":[103,119],"boosting":[104,120],"logistic":[106,136],"regression":[107,137,142],"were":[108,161],"selected":[109],"due":[110],"their":[112],"interpretability":[113],"simplicity.":[115],"Results":[116],"show":[117],"achieved":[121],"highest":[123],"performance":[124],"(AUC":[125,132,138],"=":[126,133,139],"0.94),":[127],"followed":[128],"fuzzy":[130],"modeling":[131],"0.87)":[134],"0.86).":[140],"Logistic":[141],"resulted":[143],"be":[145],"more":[146],"difficult":[147],"interpret":[149],"than":[150],"other":[152],"models.":[153],"meaningful":[156],"variables":[157],"among":[158],"all":[159],"models":[160],"Glasgow":[162],"coma":[163],"scale":[164],"score,":[165],"urine":[167],"output,":[168],"both":[169],"respiratory":[170],"infectious":[172],"diseases,":[173],"ventilation":[174],"time":[175],"anion":[177],"gap.":[178]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}