{"id":"https://openalex.org/W2965403243","doi":"https://doi.org/10.3389/fneur.2019.00910","title":"Automatic Machine-Learning-Based Outcome Prediction in Patients With Primary Intracerebral Hemorrhage","display_name":"Automatic Machine-Learning-Based Outcome Prediction in Patients With Primary Intracerebral Hemorrhage","publication_year":2019,"publication_date":"2019-08-21","ids":{"openalex":"https://openalex.org/W2965403243","doi":"https://doi.org/10.3389/fneur.2019.00910","mag":"2965403243","pmid":"https://pubmed.ncbi.nlm.nih.gov/31496988","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/6713018"},"language":"en","primary_location":{"id":"doi:10.3389/fneur.2019.00910","doi":"https://doi.org/10.3389/fneur.2019.00910","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fneur.2019.00910","pdf_url":"https://www.frontiersin.org/articles/10.3389/fneur.2019.00910/pdf","source":{"id":"https://openalex.org/S96975567","display_name":"Frontiers in Neurology","issn_l":"1664-2295","issn":["1664-2295"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","medline","norway-1","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neurology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/articles/10.3389/fneur.2019.00910/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009044841","display_name":"Hsueh-Lin Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210156562","display_name":"Chiayi Chang Gung Memorial Hospital","ror":"https://ror.org/04gy6pv35","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210156562"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hsueh-Lin Wang","raw_affiliation_strings":["Department of Diagnostic Radiology, Chang Gung Memorial Hospital, Chiayi, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Radiology, Chang Gung Memorial Hospital, Chiayi, Taiwan","institution_ids":["https://openalex.org/I4210156562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042420817","display_name":"Wei\u2010Yen Hsu","orcid":"https://orcid.org/0000-0002-4599-0744","observed_orcids":["https://orcid.org/0000-0002-4599-0744"]},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wei-Yen Hsu","raw_affiliation_strings":["Department of Information Management, National Chung Cheng University, Chiayi, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Management, National Chung Cheng University, Chiayi, Taiwan","institution_ids":["https://openalex.org/I148099254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001524851","display_name":"Ming\u2010Hsueh Lee","orcid":"https://orcid.org/0000-0001-5341-7764","observed_orcids":["https://orcid.org/0000-0001-5341-7764"]},"institutions":[{"id":"https://openalex.org/I173093425","display_name":"Chang Gung University","ror":"https://ror.org/00d80zx46","country_code":"TW","type":"education","lineage":["https://openalex.org/I173093425"]},{"id":"https://openalex.org/I3020100970","display_name":"Chang Gung Memorial Hospital","ror":"https://ror.org/02verss31","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I3020100970"]},{"id":"https://openalex.org/I4210156562","display_name":"Chiayi Chang Gung Memorial Hospital","ror":"https://ror.org/04gy6pv35","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210156562"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ming-Hsueh Lee","raw_affiliation_strings":["Chang Gung University College of Medicine, Taoyuan, Taiwan","Department of Neurosurgery, Chang Gung Memorial Hospital, Chiayi, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chang Gung University College of Medicine, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I173093425"]},{"raw_affiliation_string":"Department of Neurosurgery, Chang Gung Memorial Hospital, Chiayi, Taiwan","institution_ids":["https://openalex.org/I3020100970","https://openalex.org/I4210156562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085177248","display_name":"Hsu\u2010Huei Weng","orcid":"https://orcid.org/0000-0002-2020-8912","observed_orcids":["https://orcid.org/0000-0002-2020-8912"]},"institutions":[{"id":"https://openalex.org/I4210156562","display_name":"Chiayi Chang Gung Memorial Hospital","ror":"https://ror.org/04gy6pv35","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210156562"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hsu-Huei Weng","raw_affiliation_strings":["Department of Diagnostic Radiology, Chang Gung Memorial Hospital, Chiayi, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Radiology, Chang Gung Memorial Hospital, Chiayi, Taiwan","institution_ids":["https://openalex.org/I4210156562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101752439","display_name":"Sheng\u2010Wei Chang","orcid":"https://orcid.org/0000-0001-8394-4602","observed_orcids":["https://orcid.org/0000-0001-8394-4602"]},"institutions":[{"id":"https://openalex.org/I4210156562","display_name":"Chiayi Chang Gung Memorial Hospital","ror":"https://ror.org/04gy6pv35","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210156562"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Sheng-Wei Chang","raw_affiliation_strings":["Department of Diagnostic Radiology, Chang Gung Memorial Hospital, Chiayi, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Radiology, Chang Gung Memorial Hospital, Chiayi, Taiwan","institution_ids":["https://openalex.org/I4210156562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109087136","display_name":"Jen\u2010Tsung Yang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I173093425","display_name":"Chang Gung University","ror":"https://ror.org/00d80zx46","country_code":"TW","type":"education","lineage":["https://openalex.org/I173093425"]},{"id":"https://openalex.org/I3020100970","display_name":"Chang Gung Memorial Hospital","ror":"https://ror.org/02verss31","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I3020100970"]},{"id":"https://openalex.org/I4210156562","display_name":"Chiayi Chang Gung Memorial Hospital","ror":"https://ror.org/04gy6pv35","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210156562"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jen-Tsung Yang","raw_affiliation_strings":["Chang Gung University College of Medicine, Taoyuan, Taiwan","Department of Neurosurgery, Chang Gung Memorial Hospital, Chiayi, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chang Gung University College of Medicine, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I173093425"]},{"raw_affiliation_string":"Department of Neurosurgery, Chang Gung Memorial Hospital, Chiayi, Taiwan","institution_ids":["https://openalex.org/I3020100970","https://openalex.org/I4210156562"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055611110","display_name":"Yuan\u2010Hsiung Tsai","orcid":"https://orcid.org/0000-0003-4906-0365","observed_orcids":["https://orcid.org/0000-0003-4906-0365"]},"institutions":[{"id":"https://openalex.org/I4210156562","display_name":"Chiayi Chang Gung Memorial Hospital","ror":"https://ror.org/04gy6pv35","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210156562"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Yuan-Hsiung Tsai","raw_affiliation_strings":["Department of Diagnostic Radiology, Chang Gung Memorial Hospital, Chiayi, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Radiology, Chang Gung Memorial Hospital, Chiayi, Taiwan","institution_ids":["https://openalex.org/I4210156562"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5055611110"],"corresponding_institution_ids":["https://openalex.org/I4210156562"],"apc_list":{"value":2950,"currency":"USD","value_usd":2950},"apc_paid":{"value":2950,"currency":"USD","value_usd":2950},"fwci":5.3332,"has_fulltext":true,"cited_by_count":94,"citation_normalized_percentile":{"value":0.96621409,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":100},"biblio":{"volume":"10","issue":null,"first_page":"910","last_page":"910"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11763","display_name":"Intracerebral and Subarachnoid Hemorrhage Research","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Clinical 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/T11763","display_name":"Intracerebral and Subarachnoid Hemorrhage Research","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Clinical 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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.002400000113993883,"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":0.00039999998989515007,"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/spontaneous-intracerebral-hemorrhage","display_name":"spontaneous intracerebral hemorrhage","score":0.9240000247955322},{"id":"https://openalex.org/keywords/functional-outcome-prediction","display_name":"functional outcome prediction","score":0.9769999980926514},{"id":"https://openalex.org/keywords/prognostic-model","display_name":"prognostic model","score":0.9430000185966492},{"id":"https://openalex.org/keywords/automated-machine-learning","display_name":"automated machine learning","score":0.7829999923706055},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.8360000252723694},{"id":"https://openalex.org/keywords/modified-rankin-scale","display_name":"modified Rankin Scale","score":0.9359999895095825},{"id":"https://openalex.org/keywords/automatic-model-selection","display_name":"automatic model selection","score":0.5799999833106995}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.7655810117721558},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.6601214408874512},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6363972425460815},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6113699674606323},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.599750280380249},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.5395068526268005},{"id":"https://openalex.org/C2780931571","wikidata":"https://www.wikidata.org/wiki/Q568775","display_name":"Modified Rankin Scale","level":4,"score":0.5099133253097534},{"id":"https://openalex.org/C2777094939","wikidata":"https://www.wikidata.org/wiki/Q1368943","display_name":"Intracerebral hemorrhage","level":3,"score":0.4390440285205841},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.291983962059021},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.20909756422042847},{"id":"https://openalex.org/C17624336","wikidata":"https://www.wikidata.org/wiki/Q461644","display_name":"Glasgow Coma Scale","level":2,"score":0.17976456880569458},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.1660367250442505},{"id":"https://openalex.org/C3020199598","wikidata":"https://www.wikidata.org/wiki/Q12202","display_name":"Ischemic stroke","level":3,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C541997718","wikidata":"https://www.wikidata.org/wiki/Q188151","display_name":"Ischemia","level":2,"score":0.0},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/fneur.2019.00910","doi":"https://doi.org/10.3389/fneur.2019.00910","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fneur.2019.00910","pdf_url":"https://www.frontiersin.org/articles/10.3389/fneur.2019.00910/pdf","source":{"id":"https://openalex.org/S96975567","display_name":"Frontiers in Neurology","issn_l":"1664-2295","issn":["1664-2295"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","medline","norway-1","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neurology","raw_type":"journal-article"},{"id":"pmid:31496988","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31496988","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,"listed_in":[],"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":"Frontiers in neurology","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:6713018","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC6713018/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Front Neurol","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:e504ec8e3d04412da4561fc1dff1889e","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/e504ec8e3d04412da4561fc1dff1889e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Neurology, Vol 10 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fneur.2019.00910","doi":"https://doi.org/10.3389/fneur.2019.00910","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fneur.2019.00910","pdf_url":"https://www.frontiersin.org/articles/10.3389/fneur.2019.00910/pdf","source":{"id":"https://openalex.org/S96975567","display_name":"Frontiers in Neurology","issn_l":"1664-2295","issn":["1664-2295"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","medline","norway-1","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neurology","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":1.0,"display_name":"Good health and well-being"}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[{"id":"https://openalex.org/G4609297223","display_name":null,"funder_award_id":"CMRPG6F0531","funder_id":"https://openalex.org/F4320322767","funder_display_name":"Chang Gung Medical Foundation"}],"funders":[{"id":"https://openalex.org/F4320322767","display_name":"Chang Gung Medical Foundation","ror":"https://ror.org/02verss31"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2965403243.pdf","grobid_xml":"https://content.openalex.org/works/W2965403243.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W88566722","https://openalex.org/W1731081199","https://openalex.org/W1947113872","https://openalex.org/W2051725773","https://openalex.org/W2096335861","https://openalex.org/W2098281838","https://openalex.org/W2129447515","https://openalex.org/W2133990480","https://openalex.org/W2134387356","https://openalex.org/W2148143831","https://openalex.org/W2204695549","https://openalex.org/W2310231101","https://openalex.org/W2585570313","https://openalex.org/W2608595939","https://openalex.org/W2613161123","https://openalex.org/W2751143095","https://openalex.org/W2808077388","https://openalex.org/W2898554342","https://openalex.org/W2900166205","https://openalex.org/W2911964244","https://openalex.org/W3171831654","https://openalex.org/W4256060553"],"related_works":["https://openalex.org/W4376121887","https://openalex.org/W4224300172","https://openalex.org/W4229009575","https://openalex.org/W7171996102","https://openalex.org/W4205523772","https://openalex.org/W3021363894","https://openalex.org/W7204590874","https://openalex.org/W4386402354","https://openalex.org/W3138358466","https://openalex.org/W3195855940"],"abstract_inverted_index":{"Background:":[0],"A":[1],"predictive":[2,121,134,206],"model":[3,35,96,202,214],"can":[4],"provide":[5,216,226],"physicians,":[6],"relatives,":[7],"and":[8,18,58,73,93,107,153,156,175,178,198,232],"patients":[9,42,63,231],"the":[10,14,38,71,81,87,110,120,125,128,132,144,157,166,179,199,204],"accurate":[11],"information":[12,217,233],"regarding":[13,218],"severity":[15],"of":[16,61,86],"disease":[17],"its":[19],"predicted":[20],"outcome.":[21,138],"In":[22],"this":[23],"study,":[24],"we":[25],"used":[26,90,117],"an":[27,185],"automated":[28],"machine-learning-based":[29],"approach":[30],"to":[31,36,118,190],"construct":[32],"a":[33],"prognostic":[34],"predict":[37,191],"functional":[39,68,137,192,219],"outcome":[40,147,169,193,220],"in":[41],"with":[43,64,98,150,172],"primary":[44,65],"intracerebral":[45],"hemorrhage":[46],"(ICH).":[47],"Methods:":[48],"We":[49],"retrospectively":[50],"collected":[51],"data":[52],"on":[53],"demographic":[54],"characteristics,":[55],"laboratory":[56],"studies":[57],"imaging":[59],"findings":[60],"333":[62],"ICH.":[66],"The":[67,139,161],"outcomes":[69],"at":[70],"1st":[72,145],"6th":[74,167],"months":[75],"after":[76,194],"ICH":[77,195],"were":[78,89,116],"defined":[79],"by":[80],"modified":[82],"Rankin":[83],"scale.":[84],"All":[85],"attributes":[88],"for":[91,94,102,136,142,164,221,230,234],"preprocessing":[92],"automatic":[95,186],"selection":[97],"Automatic":[99],"Waikato":[100],"Environment":[101],"Knowledge":[103],"Analysis.":[104],"Confusion":[105],"matrix":[106],"areas":[108],"under":[109],"receiver":[111],"operating":[112],"characteristic":[113],"curves":[114],"(AUC)":[115],"test":[119],"performance.":[122],"Results:":[123],"Among":[124],"models":[126],"tested,":[127],"random":[129,200],"forest":[130,201],"provided":[131],"best":[133,205],"performance":[135,207],"overall":[140,162],"accuracy":[141,163],"predicting":[143,165],"month":[146,168],"was":[148,159,170,181],"83.1%,":[149],"77.4%":[151],"sensitivity":[152,174],"86.9%":[154],"specificity,":[155,177],"AUC":[158,180],"0.899.":[160],"83.9%,":[171],"72.5%":[173],"90.6%":[176],"0.917.":[182],"Conclusions:":[183],"Using":[184],"machine":[187],"learning":[188],"technique":[189],"is":[196],"feasible,":[197],"provides":[203],"across":[208],"all":[209],"tested":[210],"models.":[211],"This":[212],"prediction":[213],"may":[215],"clinicians":[222],"that":[223],"will":[224],"help":[225],"appropriate":[227],"medical":[228],"care":[229],"their":[235],"caregivers":[236]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":5},{"year":2018,"cited_by_count":1}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2019-08-13T00:00:00"}