{"id":"https://openalex.org/W2124108448","doi":"https://doi.org/10.1109/ijcnn.2013.6707058","title":"Machine learning to predict extubation outcome in premature infants","display_name":"Machine learning to predict extubation outcome in premature infants","publication_year":2013,"publication_date":"2013-08-01","ids":{"openalex":"https://openalex.org/W2124108448","doi":"https://doi.org/10.1109/ijcnn.2013.6707058","mag":"2124108448","pmid":"https://pubmed.ncbi.nlm.nih.gov/25485175"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2013.6707058","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2013.6707058","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2013 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4255563","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014542339","display_name":"Martina Mueller","orcid":"https://orcid.org/0000-0003-2041-5142"},"institutions":[{"id":"https://openalex.org/I153297377","display_name":"Medical University of South Carolina","ror":"https://ror.org/012jban78","country_code":"US","type":"education","lineage":["https://openalex.org/I153297377"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Martina Mueller","raw_affiliation_strings":["Medical University of South Carolina, Charleston, SC 29425 USA","Med. Univ. of South Carolina, Charleston, SC, USA"],"affiliations":[{"raw_affiliation_string":"Medical University of South Carolina, Charleston, SC 29425 USA","institution_ids":["https://openalex.org/I153297377"]},{"raw_affiliation_string":"Med. Univ. of South Carolina, Charleston, SC, USA","institution_ids":["https://openalex.org/I153297377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049071216","display_name":"Carol C. Wagner","orcid":null},"institutions":[{"id":"https://openalex.org/I153297377","display_name":"Medical University of South Carolina","ror":"https://ror.org/012jban78","country_code":"US","type":"education","lineage":["https://openalex.org/I153297377"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carol C. Wagner","raw_affiliation_strings":["Medical University of South Carolina, Charleston, SC, USA","Med. Univ. of South Carolina, Charleston, SC, USA"],"affiliations":[{"raw_affiliation_string":"Medical University of South Carolina, Charleston, SC, USA","institution_ids":["https://openalex.org/I153297377"]},{"raw_affiliation_string":"Med. Univ. of South Carolina, Charleston, SC, USA","institution_ids":["https://openalex.org/I153297377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056565633","display_name":"Romesh Stanislaus","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111804","display_name":"Sanofi (United States)","ror":"https://ror.org/027vj4x92","country_code":"US","type":"company","lineage":["https://openalex.org/I3018075036","https://openalex.org/I4210111804"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Romesh Stanislaus","raw_affiliation_strings":["Sanofi Pasteur, Cambridge, MA, USA","Sanofi Pasteur, Cambridge MA, USA"],"affiliations":[{"raw_affiliation_string":"Sanofi Pasteur, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210111804"]},{"raw_affiliation_string":"Sanofi Pasteur, Cambridge MA, USA","institution_ids":["https://openalex.org/I4210111804"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012322429","display_name":"Jonas S. Almeida","orcid":"https://orcid.org/0000-0002-7883-7922"},"institutions":[{"id":"https://openalex.org/I17301866","display_name":"University of Alabama","ror":"https://ror.org/03xrrjk67","country_code":"US","type":"education","lineage":["https://openalex.org/I17301866"]},{"id":"https://openalex.org/I32389192","display_name":"University of Alabama at Birmingham","ror":"https://ror.org/008s83205","country_code":"US","type":"education","lineage":["https://openalex.org/I32389192"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jonas S. Almeida","raw_affiliation_strings":["University of Alabama, Birmingham, AB, USA","[University of Alabama, Tuscaloosa, AL, USA]"],"affiliations":[{"raw_affiliation_string":"University of Alabama, Birmingham, AB, USA","institution_ids":["https://openalex.org/I32389192"]},{"raw_affiliation_string":"[University of Alabama, Tuscaloosa, AL, USA]","institution_ids":["https://openalex.org/I17301866"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5014542339"],"corresponding_institution_ids":["https://openalex.org/I153297377"],"apc_list":null,"apc_paid":null,"fwci":0.2369,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.65040195,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2013","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10549","display_name":"Neonatal Respiratory Health Research","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T10549","display_name":"Neonatal Respiratory Health Research","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/T11060","display_name":"Infant Development and Preterm Care","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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/T11184","display_name":"Neonatal and fetal brain pathology","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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/support-vector-machine","display_name":"Support vector machine","score":0.7476720809936523},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.708605945110321},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.6845542192459106},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6334609389305115},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.607258141040802},{"id":"https://openalex.org/keywords/mechanical-ventilation","display_name":"Mechanical ventilation","score":0.5746350884437561},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.548408031463623},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5380697846412659},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.466253399848938},{"id":"https://openalex.org/keywords/premature-newborn","display_name":"Premature newborn","score":0.44924256205558777},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2682521641254425},{"id":"https://openalex.org/keywords/pediatrics","display_name":"Pediatrics","score":0.22883287072181702},{"id":"https://openalex.org/keywords/anesthesia","display_name":"Anesthesia","score":0.08177700638771057}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7476720809936523},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.708605945110321},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6845542192459106},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6334609389305115},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.607258141040802},{"id":"https://openalex.org/C2777080012","wikidata":"https://www.wikidata.org/wiki/Q3766250","display_name":"Mechanical ventilation","level":2,"score":0.5746350884437561},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.548408031463623},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5380697846412659},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.466253399848938},{"id":"https://openalex.org/C2909113481","wikidata":"https://www.wikidata.org/wiki/Q625506","display_name":"Premature newborn","level":2,"score":0.44924256205558777},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2682521641254425},{"id":"https://openalex.org/C187212893","wikidata":"https://www.wikidata.org/wiki/Q123028","display_name":"Pediatrics","level":1,"score":0.22883287072181702},{"id":"https://openalex.org/C42219234","wikidata":"https://www.wikidata.org/wiki/Q131130","display_name":"Anesthesia","level":1,"score":0.08177700638771057}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ijcnn.2013.6707058","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2013.6707058","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2013 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmid:25485175","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25485175","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":"Proceedings of ... International Joint Conference on Neural Networks. International Joint Conference on Neural Networks","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:4255563","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4255563","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc Int Jt Conf Neural Netw","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:4255563","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4255563","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc Int Jt Conf Neural Netw","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309383","display_name":"Medical University of South Carolina","ror":"https://ror.org/012jban78"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1572753483","https://openalex.org/W1576412533","https://openalex.org/W1881190771","https://openalex.org/W1981934848","https://openalex.org/W1983740827","https://openalex.org/W2018838546","https://openalex.org/W2025299343","https://openalex.org/W2056795330","https://openalex.org/W2083940330","https://openalex.org/W2096192437","https://openalex.org/W2103018059","https://openalex.org/W2320854253","https://openalex.org/W6639500717"],"related_works":["https://openalex.org/W2090763504","https://openalex.org/W148178222","https://openalex.org/W2394466068","https://openalex.org/W2357054102","https://openalex.org/W1987683558","https://openalex.org/W2104657898","https://openalex.org/W3200576072","https://openalex.org/W1948992892","https://openalex.org/W2381702941","https://openalex.org/W1886884218"],"abstract_inverted_index":{"Though":[0],"treatment":[1],"of":[2,22,30,59],"the":[3,12,16,28,107,126],"ventilated":[4,52],"premature":[5,53,69],"infant":[6,54],"has":[7],"experienced":[8],"many":[9],"advances":[10],"over":[11],"past":[13],"decades,":[14],"determining":[15],"best":[17],"time":[18],"point":[19],"for":[20,98,130],"extubation":[21,31],"these":[23],"infants":[24,70],"remains":[25],"challenging":[26],"and":[27,92,101,113],"incidence":[29],"failures":[32],"largely":[33],"unchanged.":[34],"The":[35],"objective":[36],"was":[37],"to":[38,45,48],"provide":[39],"clinicians":[40],"with":[41],"a":[42,50,57,64],"decision-support":[43],"tool":[44],"determine":[46],"whether":[47],"extubate":[49],"mechanically":[51],"by":[55],"using":[56],"set":[58,128],"machine":[60,82],"learning":[61],"algorithms":[62],"on":[63],"dataset":[65],"assembled":[66],"from":[67],"486":[68],"receiving":[71],"mechanical":[72],"ventilation.":[73],"Algorithms":[74],"included":[75],"artificial":[76],"neural":[77],"networks":[78],"(ANN),":[79],"support":[80],"vector":[81],"(SVM),":[83],"na\u00efve":[84],"Bayesian":[85],"classifier":[86],"(NBC),":[87],"boosted":[88],"decision":[89],"trees":[90],"(BDT),":[91],"multivariable":[93],"logistic":[94],"regression":[95],"(MLR).":[96],"Results":[97],"ANN,":[99],"MLR,":[100],"NBC":[102],"were":[103],"satisfactory":[104],"(area":[105],"under":[106],"curve":[108],"[AUC]:":[109],"0.63-0.76);":[110],"however,":[111],"SVM":[112],"BDT":[114],"consistently":[115],"showed":[116],"poor":[117],"performance":[118,148],"(AUC":[119],"~0.5).":[120],"Complex":[121],"medical":[122],"data":[123,127],"such":[124],"as":[125],"used":[129],"this":[131],"study":[132],"require":[133],"further":[134],"preprocessing":[135],"steps":[136],"before":[137],"prediction":[138],"models":[139],"can":[140],"be":[141],"developed":[142],"that":[143],"achieve":[144],"similar":[145],"or":[146],"better":[147],"than":[149],"clinicians.":[150]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2013,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}