{"id":"https://openalex.org/W4387754980","doi":"https://doi.org/10.1145/3608298.3608328","title":"A new machine learning workflow to create an optimal waiting list in hospitals","display_name":"A new machine learning workflow to create an optimal waiting list in hospitals","publication_year":2023,"publication_date":"2023-05-12","ids":{"openalex":"https://openalex.org/W4387754980","doi":"https://doi.org/10.1145/3608298.3608328"},"language":"en","primary_location":{"id":"doi:10.1145/3608298.3608328","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3608298.3608328","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3608298.3608328","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 the 7th International Conference on Medical and Health Informatics (ICMHI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3608298.3608328","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020947021","display_name":"Mouhamadou Moustapha Mbaye","orcid":"https://orcid.org/0009-0005-7590-0737"},"institutions":[{"id":"https://openalex.org/I4210137601","display_name":"Universit\u00e9 Alioune Diop de Bambey","ror":"https://ror.org/0485abs19","country_code":"SN","type":"education","lineage":["https://openalex.org/I4210137601"]}],"countries":["SN"],"is_corresponding":false,"raw_author_name":"Mouhamadou Moustapha Mbaye","raw_affiliation_strings":["D\u00e9partement d'informatique, Universit\u00e9 Alioune Diop, Senegal"],"raw_orcid":"https://orcid.org/0009-0005-7590-0737","affiliations":[{"raw_affiliation_string":"D\u00e9partement d'informatique, Universit\u00e9 Alioune Diop, Senegal","institution_ids":["https://openalex.org/I4210137601"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105825421","display_name":"Fadi M H Abu Salem","orcid":"https://orcid.org/0009-0001-4692-4466"},"institutions":[{"id":"https://openalex.org/I135117807","display_name":"Universit\u00e9 de Sherbrooke","ror":"https://ror.org/00kybxq39","country_code":"CA","type":"education","lineage":["https://openalex.org/I135117807"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Fadi M H Abu Salem","raw_affiliation_strings":["D\u00e9partement d'informatique, University of Sherbrooke, Canada"],"raw_orcid":"https://orcid.org/0009-0001-4692-4466","affiliations":[{"raw_affiliation_string":"D\u00e9partement d'informatique, University of Sherbrooke, Canada","institution_ids":["https://openalex.org/I135117807"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083583971","display_name":"Nadia Tahiri","orcid":"https://orcid.org/0000-0002-1818-208X"},"institutions":[{"id":"https://openalex.org/I135117807","display_name":"Universit\u00e9 de Sherbrooke","ror":"https://ror.org/00kybxq39","country_code":"CA","type":"education","lineage":["https://openalex.org/I135117807"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Nadia Tahiri","raw_affiliation_strings":["D\u00e9partement d'informatique, University of Sherbrooke, Canada"],"raw_orcid":"https://orcid.org/0000-0002-1818-208X","affiliations":[{"raw_affiliation_string":"D\u00e9partement d'informatique, University of Sherbrooke, Canada","institution_ids":["https://openalex.org/I135117807"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0563,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.78152763,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"159","last_page":"163"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11095","display_name":"Emergency and Acute Care Studies","score":0.8924999833106995,"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"}},"topics":[{"id":"https://openalex.org/T11095","display_name":"Emergency and Acute Care Studies","score":0.8924999833106995,"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.8597999811172485,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T13559","display_name":"Edcuational Technology Systems","score":0.8517000079154968,"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/triage","display_name":"Triage","score":0.7929606437683105},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7448379993438721},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.6939244270324707},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6488990783691406},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6417565941810608},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6248148083686829},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5801506638526917},{"id":"https://openalex.org/keywords/emergency-department","display_name":"Emergency department","score":0.5622732043266296},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.5288492441177368},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.5272349715232849},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4591182768344879},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.4170973300933838},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.37562280893325806}],"concepts":[{"id":"https://openalex.org/C2777120189","wikidata":"https://www.wikidata.org/wiki/Q780067","display_name":"Triage","level":2,"score":0.7929606437683105},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7448379993438721},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.6939244270324707},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6488990783691406},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6417565941810608},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6248148083686829},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5801506638526917},{"id":"https://openalex.org/C2780724011","wikidata":"https://www.wikidata.org/wiki/Q1295316","display_name":"Emergency department","level":2,"score":0.5622732043266296},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.5288492441177368},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.5272349715232849},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4591182768344879},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.4170973300933838},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.37562280893325806},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3608298.3608328","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3608298.3608328","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3608298.3608328","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 the 7th International Conference on Medical and Health Informatics (ICMHI)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3608298.3608328","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3608298.3608328","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3608298.3608328","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 the 7th International Conference on Medical and Health Informatics (ICMHI)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320311614","display_name":"Universit\u00e9 de Sherbrooke","ror":"https://ror.org/00kybxq39"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387754980.pdf","grobid_xml":"https://content.openalex.org/works/W4387754980.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W2064535859","https://openalex.org/W2070554066","https://openalex.org/W2106453568","https://openalex.org/W2118111392","https://openalex.org/W2124253194","https://openalex.org/W2151657815","https://openalex.org/W2154694509","https://openalex.org/W2483903969","https://openalex.org/W2530918556","https://openalex.org/W2537929880","https://openalex.org/W2898892062","https://openalex.org/W3091737240","https://openalex.org/W3160103039","https://openalex.org/W3197153878","https://openalex.org/W4245926789","https://openalex.org/W4307021414","https://openalex.org/W6662771529","https://openalex.org/W6755198457"],"related_works":["https://openalex.org/W4367336074","https://openalex.org/W3154045278","https://openalex.org/W4379620016","https://openalex.org/W4393666307","https://openalex.org/W3210764983","https://openalex.org/W4393443811","https://openalex.org/W4367335949","https://openalex.org/W3089416646","https://openalex.org/W4396816114","https://openalex.org/W4380048833"],"abstract_inverted_index":{"Hospital":[0],"emergency":[1,24,46,135,153],"departments":[2,27],"treat":[3],"a":[4,39,78],"variety":[5],"of":[6,31,57,70,102,125,148,155,196,207],"illnesses":[7],"and":[8,15,34,80,89,106,131,139,173,192,199,203],"injuries,":[9],"improve":[10],"important":[11],"prognoses,":[12],"prevent":[13],"sequelae":[14],"relieve":[16],"pain,":[17],"especially":[18],"for":[19],"patients":[20,42,62,126,150],"who":[21,43],"visit":[22],"the":[23,45,55,58,68,93,123,146,152,156,174,197,205],"room.":[25,136],"These":[26],"accept":[28],"all":[29],"types":[30,101],"medical":[32],"problems":[33],"are":[35,98,201],"available":[36],"24":[37],"hours":[38],"day.":[40],"All":[41],"enter":[44],"department":[47],"(ED)":[48],"must":[49],"be":[50,64],"triaged":[51],"to":[52,63,115,120],"quickly":[53],"determine":[54],"severity":[56],"situation.":[59],"This":[60],"allows":[61],"prioritized":[65],"based":[66,127],"on":[67,128],"urgency":[69],"their":[71,129],"illness":[72],"or":[73],"injury.":[74],"Patient":[75],"categorization":[76],"is":[77],"clinical":[79],"administrative":[81],"concern":[82],"because":[83],"it":[84],"influences":[85],"typical":[86],"ED":[87],"wait":[88],"stay":[90],"times.":[91],"For":[92],"triage":[94],"prediction":[95,141],"problem,":[96],"there":[97],"mainly":[99],"two":[100],"models:":[103],"statistical":[104],"models":[105,142,166,176],"machine":[107,117],"learning":[108,118,171],"models.":[109],"In":[110],"this":[111,208],"study,":[112],"we":[113],"propose":[114],"use":[116],"approaches":[119],"accurately":[121],"predict":[122],"priority":[124],"indications":[130],"symptoms":[132],"in":[133,151,163],"an":[134],"A":[137],"dataset":[138],"several":[140],"were":[143,167],"created":[144,168],"from":[145],"records":[147],"72":[149],"room":[154],"El":[157],"Hadji":[158],"Ibrahima":[159],"Niasse":[160],"regional":[161],"hospital":[162],"Kaolack.":[164],"The":[165,194],"using":[169],"supervised":[170],"algorithms,":[172],"classification":[175],"used":[177],"include":[178],"LightGBM,":[179],"Naive":[180],"Bayes,":[181],"Support":[182],"Vector":[183],"Machine,":[184],"Decision":[185],"Tree,":[186],"Cat":[187],"Boost":[188],"classifier,":[189],"Random":[190],"Forest,":[191],"XGBoost.":[193],"results":[195],"tests":[198],"validation":[200],"encouraging":[202],"confirm":[204],"viability":[206],"strategy.":[209]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
