{"id":"https://openalex.org/W2598775885","doi":"https://doi.org/10.1109/innovations.2016.7880045","title":"The use of data mining techniques to predict mortality and length of stay in an ICU","display_name":"The use of data mining techniques to predict mortality and length of stay in an ICU","publication_year":2016,"publication_date":"2016-11-01","ids":{"openalex":"https://openalex.org/W2598775885","doi":"https://doi.org/10.1109/innovations.2016.7880045","mag":"2598775885"},"language":"en","primary_location":{"id":"doi:10.1109/innovations.2016.7880045","is_oa":false,"landing_page_url":"https://doi.org/10.1109/innovations.2016.7880045","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 12th International Conference on Innovations in Information Technology (IIT)","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/A5082296670","display_name":"Alramzana Nujum Navaz","orcid":"https://orcid.org/0000-0003-2787-523X"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Alramzana Nujum Navaz","raw_affiliation_strings":["College of Information Technology, UAEU, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Technology, UAEU, UAE","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086058831","display_name":"Elfadil Mohammed","orcid":null},"institutions":[{"id":"https://openalex.org/I161913731","display_name":"Al Ain University","ror":"https://ror.org/023abrt21","country_code":"AE","type":"education","lineage":["https://openalex.org/I161913731"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Elfadil Mohammed","raw_affiliation_strings":["College of Business Adm, Al Ain University of Science and Technology, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Business Adm, Al Ain University of Science and Technology, UAE","institution_ids":["https://openalex.org/I161913731"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022074764","display_name":"Mohamed Adel Serhani","orcid":"https://orcid.org/0000-0001-7001-3710"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohamed Adel Serhani","raw_affiliation_strings":["College of Information Technology, UAEU, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Technology, UAEU, UAE","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040640075","display_name":"Nazar Zaki","orcid":"https://orcid.org/0000-0002-6259-9843"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Nazar Zaki","raw_affiliation_strings":["College of Information Technology, UAEU, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Technology, UAEU, UAE","institution_ids":["https://openalex.org/I201726411"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6713,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.84270768,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"16","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9801999926567078,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9801999926567078,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9797999858856201,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.967199981212616,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.566535472869873},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.4095420241355896},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.3218766152858734},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2985367178916931}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.566535472869873},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.4095420241355896},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.3218766152858734},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2985367178916931}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/innovations.2016.7880045","is_oa":false,"landing_page_url":"https://doi.org/10.1109/innovations.2016.7880045","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 12th International Conference on Innovations in Information Technology (IIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.6299999952316284}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W33773924","https://openalex.org/W172260869","https://openalex.org/W1548888553","https://openalex.org/W1943063538","https://openalex.org/W2015556108","https://openalex.org/W2033925475","https://openalex.org/W2087616013","https://openalex.org/W2097686533","https://openalex.org/W2120156715","https://openalex.org/W2120340388","https://openalex.org/W2128349740","https://openalex.org/W2132837892","https://openalex.org/W2133990480","https://openalex.org/W2148143831","https://openalex.org/W2150765167","https://openalex.org/W2167202211","https://openalex.org/W2167341328","https://openalex.org/W2183817587","https://openalex.org/W2740848299","https://openalex.org/W2911964244","https://openalex.org/W4247943214","https://openalex.org/W6632777657","https://openalex.org/W6684680813","https://openalex.org/W6686244373"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2093578348","https://openalex.org/W2376932109","https://openalex.org/W2382290278","https://openalex.org/W2766271392","https://openalex.org/W2350741829","https://openalex.org/W1984303265"],"abstract_inverted_index":{"Data":[0],"mining":[1,25],"is":[2,15,63],"commonly":[3],"used":[4],"in":[5,37,109],"the":[6,83,98,110],"healthcare":[7,47],"industry":[8],"and":[9,33,40,106],"managing":[10],"Intensive":[11],"Care":[12],"Unit":[13],"(ICU)":[14],"no":[16],"exception.":[17],"This":[18,71],"study":[19],"aims":[20,95],"to":[21,30,41,65,68,81,85,96],"examine":[22],"how":[23],"data":[24],"techniques":[26],"can":[27,89],"be":[28],"employed":[29],"predict":[31,90],"mortality":[32,78,91],"length":[34],"of":[35,56,76],"stay":[36],"an":[38,53,74],"ICU":[39],"evaluate":[42,82],"various":[43],"classification":[44],"techniques.":[45],"Real-life":[46],"datasets,":[48],"like":[49],"MIMIC":[50],"2,":[51],"incorporate":[52],"unbalanced":[54],"distribution":[55],"sample":[57],"sizes,":[58],"which":[59,86,101],"means":[60],"that":[61],"it":[62],"difficult":[64],"employ":[66],"them":[67],"assess":[69],"classification.":[70],"paper":[72],"presents":[73],"analysis":[75],"a":[77],"prediction":[79],"algorithm":[80,88],"extent":[84],"this":[87],"rate.":[92],"The":[93],"model":[94],"facilitate":[97],"process":[99],"by":[100],"medical":[102],"practitioners":[103],"provide":[104],"customized":[105],"optimized":[107],"care":[108],"ICU.":[111]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":3},{"year":2018,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}