{"id":"https://openalex.org/W4297679128","doi":"https://doi.org/10.1145/3549737.3549796","title":"Using machine learning to predict mortality and morbidity after Traumatic Brain Injury","display_name":"Using machine learning to predict mortality and morbidity after Traumatic Brain Injury","publication_year":2022,"publication_date":"2022-09-07","ids":{"openalex":"https://openalex.org/W4297679128","doi":"https://doi.org/10.1145/3549737.3549796"},"language":"en","primary_location":{"id":"doi:10.1145/3549737.3549796","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3549737.3549796","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th Hellenic Conference on Artificial Intelligence","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/A5049785406","display_name":"Vasileios Theiou","orcid":null},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Vasileios Theiou","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Thessaly, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Thessaly, Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086531495","display_name":"Aris Salapatas Gkinis","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138654","display_name":"University Hospital of Heraklion","ror":"https://ror.org/0312m2266","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I4210138654"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Aris Salapatas Gkinis","raw_affiliation_strings":["University Hospital of Heraklion, Greece"],"affiliations":[{"raw_affiliation_string":"University Hospital of Heraklion, Greece","institution_ids":["https://openalex.org/I4210138654"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043455697","display_name":"Athanasios Theofanopoulos","orcid":"https://orcid.org/0009-0003-4974-7308"},"institutions":[{"id":"https://openalex.org/I4210138654","display_name":"University Hospital of Heraklion","ror":"https://ror.org/0312m2266","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I4210138654"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Athanasios Theofanopoulos","raw_affiliation_strings":["University Hospital of Heraklion, Greece"],"affiliations":[{"raw_affiliation_string":"University Hospital of Heraklion, Greece","institution_ids":["https://openalex.org/I4210138654"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048495248","display_name":"George Giannakopoulos","orcid":"https://orcid.org/0000-0003-2459-589X"},"institutions":[{"id":"https://openalex.org/I203474044","display_name":"National Centre of Scientific Research \"Demokritos\"","ror":"https://ror.org/038jp4m40","country_code":"GR","type":"facility","lineage":["https://openalex.org/I203474044"]},{"id":"https://openalex.org/I4210106670","display_name":"SciFY","ror":"https://ror.org/01pb0m710","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210106670"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"George Giannakopoulos","raw_affiliation_strings":["SKEL Lab, NCSR Demokritos, Greece and SciFY PNPC, Greece"],"affiliations":[{"raw_affiliation_string":"SKEL Lab, NCSR Demokritos, Greece and SciFY PNPC, Greece","institution_ids":["https://openalex.org/I203474044","https://openalex.org/I4210106670"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032855829","display_name":"Christos Tsitsipanis","orcid":"https://orcid.org/0000-0002-4748-6496"},"institutions":[{"id":"https://openalex.org/I4210138654","display_name":"University Hospital of Heraklion","ror":"https://ror.org/0312m2266","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I4210138654"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Christos Tsitsipanis","raw_affiliation_strings":["University Hospital of Heraklion, Greece"],"affiliations":[{"raw_affiliation_string":"University Hospital of Heraklion, Greece","institution_ids":["https://openalex.org/I4210138654"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5049785406"],"corresponding_institution_ids":["https://openalex.org/I145722265"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18551837,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10706","display_name":"Traumatic Brain Injury and Neurovascular Disturbances","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10706","display_name":"Traumatic Brain Injury and Neurovascular Disturbances","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T11467","display_name":"Trauma and Emergency Care Studies","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency 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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9918000102043152,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/traumatic-brain-injury","display_name":"Traumatic brain injury","score":0.7088121175765991},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7087622880935669},{"id":"https://openalex.org/keywords/glasgow-outcome-scale","display_name":"Glasgow Outcome Scale","score":0.6207625865936279},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6186814308166504},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5640119314193726},{"id":"https://openalex.org/keywords/outcome","display_name":"Outcome (game theory)","score":0.5168898105621338},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4740947186946869},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.37331318855285645},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.0986710786819458}],"concepts":[{"id":"https://openalex.org/C2781017439","wikidata":"https://www.wikidata.org/wiki/Q1995526","display_name":"Traumatic brain injury","level":2,"score":0.7088121175765991},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7087622880935669},{"id":"https://openalex.org/C2777796830","wikidata":"https://www.wikidata.org/wiki/Q1529519","display_name":"Glasgow Outcome Scale","level":3,"score":0.6207625865936279},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6186814308166504},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5640119314193726},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.5168898105621338},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4740947186946869},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.37331318855285645},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0986710786819458},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3549737.3549796","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3549737.3549796","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th Hellenic Conference on Artificial Intelligence","raw_type":"proceedings-article"},{"id":"pmh:oai:ir.lib.uth.gr:11615/79666","is_oa":false,"landing_page_url":"http://hdl.handle.net/11615/79666","pdf_url":null,"source":{"id":"https://openalex.org/S4306400243","display_name":"University of Thessaly Institutional Repository (University of Thessaly)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I145722265","host_organization_name":"University of Thessaly","host_organization_lineage":["https://openalex.org/I145722265"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ACM International Conference Proceeding Series","raw_type":"conferenceItem"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.7799999713897705,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2020427028","https://openalex.org/W2605739527","https://openalex.org/W2900166205","https://openalex.org/W2900981882","https://openalex.org/W2997591727","https://openalex.org/W3028863763"],"related_works":["https://openalex.org/W2978999882","https://openalex.org/W2326314491","https://openalex.org/W4232204633","https://openalex.org/W3206692032","https://openalex.org/W2724674370","https://openalex.org/W2045821838","https://openalex.org/W2793542438","https://openalex.org/W2067156695","https://openalex.org/W2075635955","https://openalex.org/W2913446445"],"abstract_inverted_index":{"A":[0],"very":[1],"interesting":[2],"and":[3,27,130],"important":[4,160],"application":[5],"of":[6,39,58,81,92,142,149],"machine":[7,49,107,150],"learning":[8,50,108,151],"relates":[9],"to":[10,23,47,67,85,118,162],"healthcare.":[11],"There":[12],"are":[13],"several":[14],"studies":[15],"that":[16,18,52,146],"illustrate":[17],"machines":[19],"can":[20,53,157],"assist":[21],"clinicians":[22],"make":[24],"treatment":[25],"decisions":[26],"forecast":[28],"disease":[29],"outcomes.":[30],"In":[31,101],"this":[32,147],"study,":[33],"we":[34,104],"focus":[35],"on":[36],"the":[37,56,69,79,87,90,111,154,163],"setting":[38,156],"Traumatic":[40],"Brain":[41],"Injury":[42],"(TBI).":[43],"Our":[44],"goal":[45],"is":[46],"develop":[48],"techniques":[51],"accurately":[54],"predict":[55,86],"capabilities":[57],"patients":[59],"7":[60],"days":[61],"after":[62],"hospital":[63],"admission,":[64],"in":[65,153],"order":[66],"support":[68],"medical":[70,164],"practitioner":[71],"when":[72],"deciding":[73],"specific":[74],"treatments.":[75],"We":[76],"also":[77],"study":[78],"capacity":[80],"different":[82,106,121],"input":[83],"features":[84],"outcome,":[88],"validating":[89],"usefulness":[91],"innovative":[93],"biomarkers,":[94],"such":[95],"as":[96,98,113],"interleukins,":[97],"significant":[99],"predictors.":[100],"our":[102],"approach,":[103],"examine":[105],"models,":[109],"examining":[110],"prediction":[112],"a":[114],"classification":[115],"problem,":[116],"aiming":[117],"target":[119],"3":[120],"capability":[122],"descriptors":[123],"(Glasgow":[124],"Comma":[125],"Scale,":[126],"Glasgow":[127],"Outcome":[128],"Scale":[129],"Karnofsky":[131],"Performance":[132],"Scale).":[133],"The":[134],"promising":[135],"first":[136],"results,":[137],"reaching":[138],"an":[139,159],"f1_micro":[140],"score":[141],"approximately":[143],"80%,":[144],"indicate":[145],"avenue":[148],"exploitation":[152],"TBI":[155],"be":[158],"addition":[161],"arsenal":[165],"for":[166],"decision":[167],"support.":[168]},"counts_by_year":[],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
