{"id":"https://openalex.org/W4281877707","doi":"https://doi.org/10.1186/s12883-022-02726-x","title":"Use of deep artificial neural networks to identify stroke during triage via subtle changes in circulating cell counts","display_name":"Use of deep artificial neural networks to identify stroke during triage via subtle changes in circulating cell counts","publication_year":2022,"publication_date":"2022-06-03","ids":{"openalex":"https://openalex.org/W4281877707","doi":"https://doi.org/10.1186/s12883-022-02726-x","pmid":"https://pubmed.ncbi.nlm.nih.gov/35659609","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/9164330"},"language":"en","primary_location":{"id":"doi:10.1186/s12883-022-02726-x","doi":"https://doi.org/10.1186/s12883-022-02726-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12883-022-02726-x","pdf_url":"https://bmcneurol.biomedcentral.com/counter/pdf/10.1186/s12883-022-02726-x","source":{"id":"https://openalex.org/S120289491","display_name":"BMC Neurology","issn_l":"1471-2377","issn":["1471-2377"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC 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://bmcneurol.biomedcentral.com/counter/pdf/10.1186/s12883-022-02726-x","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058061687","display_name":"Grant C. O\u2019Connell","orcid":"https://orcid.org/0000-0002-2642-6670","observed_orcids":["https://orcid.org/0000-0002-2642-6670"]},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Grant C. O\u2019Connell","raw_affiliation_strings":["Molecular Biomarker Core, Case Western Reserve University, Cleveland, OH, USA","School of Nursing, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH, 44106-4904, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Molecular Biomarker Core, Case Western Reserve University, Cleveland, OH, USA","institution_ids":["https://openalex.org/I58956616"]},{"raw_affiliation_string":"School of Nursing, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH, 44106-4904, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002388283","display_name":"Kyle B. Walsh","orcid":"https://orcid.org/0000-0002-1178-6286","observed_orcids":["https://orcid.org/0000-0002-1178-6286"]},"institutions":[{"id":"https://openalex.org/I63135867","display_name":"University of Cincinnati","ror":"https://ror.org/01e3m7079","country_code":"US","type":"education","lineage":["https://openalex.org/I63135867"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kyle B. Walsh","raw_affiliation_strings":["Department of Emergency Medicine, College of Medicine, University of Cincinnati, Cincinnati, OH, USA","Gardner Neuroscience Institute, University of Cincinnati, Cincinnati, OH, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, College of Medicine, University of Cincinnati, Cincinnati, OH, USA","institution_ids":["https://openalex.org/I63135867"]},{"raw_affiliation_string":"Gardner Neuroscience Institute, University of Cincinnati, Cincinnati, OH, USA","institution_ids":["https://openalex.org/I63135867"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074089864","display_name":"Christine G. Smothers","orcid":"https://orcid.org/0000-0002-8269-2375","observed_orcids":["https://orcid.org/0000-0002-8269-2375"]},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christine G. Smothers","raw_affiliation_strings":["School of Nursing, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH, 44106-4904, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH, 44106-4904, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030586785","display_name":"Suebsarn Ruksakulpiwat","orcid":"https://orcid.org/0000-0003-2168-5195","observed_orcids":["https://orcid.org/0000-0003-2168-5195"]},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Suebsarn Ruksakulpiwat","raw_affiliation_strings":["School of Nursing, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH, 44106-4904, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH, 44106-4904, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057095429","display_name":"Bethany L. Armentrout","orcid":"https://orcid.org/0000-0001-9053-1080","observed_orcids":["https://orcid.org/0000-0001-9053-1080"]},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bethany L. Armentrout","raw_affiliation_strings":["School of Nursing, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH, 44106-4904, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH, 44106-4904, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012440108","display_name":"Chris Winkelman","orcid":"https://orcid.org/0000-0002-2988-9304","observed_orcids":["https://orcid.org/0000-0002-2988-9304"]},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chris Winkelman","raw_affiliation_strings":["School of Nursing, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH, 44106-4904, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH, 44106-4904, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025216050","display_name":"Truman John Milling","orcid":"https://orcid.org/0000-0002-5588-0426","observed_orcids":["https://orcid.org/0000-0002-5588-0426"]},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Truman J. Milling","raw_affiliation_strings":["Dell Seton Medical Center, University of Texas, Austin, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dell Seton Medical Center, University of Texas, Austin, TX, USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069989341","display_name":"Steven J. Warach","orcid":"https://orcid.org/0000-0003-3125-7979","observed_orcids":["https://orcid.org/0000-0003-3125-7979"]},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Steven J. Warach","raw_affiliation_strings":["Dell Seton Medical Center, University of Texas, Austin, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dell Seton Medical Center, University of Texas, Austin, TX, USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075841448","display_name":"Taura L. Barr","orcid":"https://orcid.org/0000-0002-3326-4593","observed_orcids":["https://orcid.org/0000-0002-3326-4593"]},"institutions":[{"id":"https://openalex.org/I12097938","display_name":"West Virginia University","ror":"https://ror.org/011vxgd24","country_code":"US","type":"education","lineage":["https://openalex.org/I12097938"]},{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Taura L. Barr","raw_affiliation_strings":["School of Nursing, Ohio State University, Columbus, OH, USA","Valtari Bio Incorporated, Morgantown, WV, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]},{"raw_affiliation_string":"Valtari Bio Incorporated, Morgantown, WV, USA","institution_ids":["https://openalex.org/I12097938"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5058061687"],"corresponding_institution_ids":["https://openalex.org/I58956616"],"apc_list":{"value":2690,"currency":"USD","value_usd":2690},"apc_paid":{"value":2690,"currency":"USD","value_usd":2690},"fwci":1.502,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.81667117,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"22","issue":"1","first_page":"206","last_page":"206"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10227","display_name":"Acute Ischemic Stroke Management","score":0.7383000254631042,"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/T10227","display_name":"Acute Ischemic Stroke Management","score":0.7383000254631042,"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":0.23729999363422394,"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":0.01549999974668026,"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/stroke","display_name":"stroke","score":0.6240000128746033},{"id":"https://openalex.org/keywords/stroke-triage","display_name":"stroke triage","score":0.7689999938011169},{"id":"https://openalex.org/keywords/complete-blood-count","display_name":"complete blood count","score":0.9089999794960022},{"id":"https://openalex.org/keywords/differential-leukocyte-count","display_name":"differential leukocyte count","score":0.7059999704360962},{"id":"https://openalex.org/keywords/neural-network-ensembles","display_name":"neural network ensembles","score":0.7540000081062317},{"id":"https://openalex.org/keywords/stroke-mimics","display_name":"stroke mimics","score":0.8519999980926514},{"id":"https://openalex.org/keywords/emergency-department","display_name":"emergency department","score":0.7699999809265137},{"id":"https://openalex.org/keywords/cincinnati-prehospital-stroke-scale","display_name":"Cincinnati Prehospital Stroke Scale","score":0.9390000104904175},{"id":"https://openalex.org/keywords/nihss","display_name":"NIHSS","score":0.777999997138977},{"id":"https://openalex.org/keywords/diagnostic-accuracy","display_name":"diagnostic accuracy","score":0.32899999618530273}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7952861785888672},{"id":"https://openalex.org/C2777120189","wikidata":"https://www.wikidata.org/wiki/Q780067","display_name":"Triage","level":2,"score":0.7799360752105713},{"id":"https://openalex.org/C2780645631","wikidata":"https://www.wikidata.org/wiki/Q671554","display_name":"Stroke (engine)","level":2,"score":0.742501974105835},{"id":"https://openalex.org/C16568411","wikidata":"https://www.wikidata.org/wiki/Q83042","display_name":"Neurology","level":2,"score":0.6125357747077942},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.5606435537338257},{"id":"https://openalex.org/C2780724011","wikidata":"https://www.wikidata.org/wiki/Q1295316","display_name":"Emergency department","level":2,"score":0.5065935850143433},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.33482179045677185},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.3195958733558655},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.06897026300430298},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D002452","descriptor_name":"Cell Count","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014218","descriptor_name":"Triage","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020521","descriptor_name":"Stroke","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12883-022-02726-x","doi":"https://doi.org/10.1186/s12883-022-02726-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12883-022-02726-x","pdf_url":"https://bmcneurol.biomedcentral.com/counter/pdf/10.1186/s12883-022-02726-x","source":{"id":"https://openalex.org/S120289491","display_name":"BMC Neurology","issn_l":"1471-2377","issn":["1471-2377"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Neurology","raw_type":"journal-article"},{"id":"pmid:35659609","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35659609","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":"BMC neurology","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9164330","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9164330/","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":"BMC Neurol","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:310a178bda384b22bf7c3a447a591363","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/310a178bda384b22bf7c3a447a591363","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":"BMC Neurology, Vol 22, Iss 1, Pp 1-13 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12883-022-02726-x","doi":"https://doi.org/10.1186/s12883-022-02726-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12883-022-02726-x","pdf_url":"https://bmcneurol.biomedcentral.com/counter/pdf/10.1186/s12883-022-02726-x","source":{"id":"https://openalex.org/S120289491","display_name":"BMC Neurology","issn_l":"1471-2377","issn":["1471-2377"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Neurology","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9537000060081482}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320310281","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4281877707.pdf","grobid_xml":"https://content.openalex.org/works/W4281877707.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1568583960","https://openalex.org/W1969193774","https://openalex.org/W1969761972","https://openalex.org/W1975637395","https://openalex.org/W1989938745","https://openalex.org/W2002206555","https://openalex.org/W2006617902","https://openalex.org/W2020983205","https://openalex.org/W2027529661","https://openalex.org/W2030991207","https://openalex.org/W2034816684","https://openalex.org/W2045030989","https://openalex.org/W2045806619","https://openalex.org/W2062848325","https://openalex.org/W2066908615","https://openalex.org/W2074974933","https://openalex.org/W2091399990","https://openalex.org/W2093347099","https://openalex.org/W2098538257","https://openalex.org/W2109893884","https://openalex.org/W2118187508","https://openalex.org/W2133956375","https://openalex.org/W2136295271","https://openalex.org/W2151080594","https://openalex.org/W2155920093","https://openalex.org/W2158775178","https://openalex.org/W2169053895","https://openalex.org/W2171165037","https://openalex.org/W2272741817","https://openalex.org/W2290262707","https://openalex.org/W2328176404","https://openalex.org/W2558992299","https://openalex.org/W2597539190","https://openalex.org/W2736432480","https://openalex.org/W2765563736","https://openalex.org/W2767160803","https://openalex.org/W2790063024","https://openalex.org/W2885307904","https://openalex.org/W2903403178","https://openalex.org/W2905225295","https://openalex.org/W2917374892","https://openalex.org/W2951987561","https://openalex.org/W2952709765","https://openalex.org/W2978553890","https://openalex.org/W2981924120","https://openalex.org/W3000213001","https://openalex.org/W3080650785","https://openalex.org/W3110356609","https://openalex.org/W3131548100","https://openalex.org/W4200207143","https://openalex.org/W4255683973"],"related_works":["https://openalex.org/W3162930401","https://openalex.org/W4390667649","https://openalex.org/W4415792906","https://openalex.org/W4245251111","https://openalex.org/W7127332934","https://openalex.org/W2608876019","https://openalex.org/W4402878735","https://openalex.org/W4210564633","https://openalex.org/W4411649985","https://openalex.org/W4282940281"],"abstract_inverted_index":{"BACKGROUND:":[0],"The":[1,37,138],"development":[2],"of":[3,39,140,155,211,229,279],"tools":[4,198],"that":[5,26,226],"could":[6,15,236],"help":[7,241],"emergency":[8,55,242],"department":[9,56,243],"clinicians":[10,244],"recognize":[11],"stroke":[12,27,52,89,93,133,136,270,282],"during":[13],"triage":[14,191,247],"reduce":[16],"treatment":[17],"delays":[18],"and":[19,77,91,102,111,135,169,207],"improve":[20],"patient":[21],"outcomes.":[22],"Growing":[23],"evidence":[24],"suggests":[25],"is":[28],"associated":[29],"with":[30,66,152],"several":[31],"changes":[32],"in":[33,53,82,129,166,173,249,268],"circulating":[34],"cell":[35,130,143],"counts.":[36],"aim":[38],"this":[40],"study":[41],"was":[42,109],"to":[43,50,116,148,177,196,240,264],"determine":[44],"whether":[45],"machine-learning":[46,235],"can":[47],"be":[48,238,272],"used":[49,239],"identify":[51],"the":[54,161,182,201,208],"using":[57,160,218,234],"data":[58,233],"available":[59],"from":[60,87,96],"a":[61,167,190,275],"routine":[62],"complete":[63],"blood":[64,70,84],"count":[65],"differential.":[67],"METHODS:":[68],"Red":[69],"cell,":[71],"platelet,":[72],"neutrophil,":[73],"lymphocyte,":[74],"monocyte,":[75],"eosinophil,":[76],"basophil":[78],"counts":[79,131,139],"were":[80,127,146],"assessed":[81,217],"admission":[83],"samples":[85],"collected":[86,231],"160":[88],"patients":[90,134,267],"116":[92],"mimics":[94],"recruited":[95],"three":[97],"geographically":[98],"distinct":[99],"clinical":[100],"sites,":[101],"an":[103,280],"ensemble":[104],"artificial":[105],"neural":[106,162,183],"network":[107,163,184],"model":[108,164,185],"developed":[110],"tested":[112],"for":[113],"its":[114],"ability":[115],"discriminate":[117,149],"between":[118,132,150],"groups.":[119],"RESULTS:":[120],"Several":[121],"modest":[122],"but":[123],"statistically":[124,170],"significant":[125,171],"differences":[126],"observed":[128],"mimics.":[137],"no":[141],"single":[142],"population":[144],"alone":[145],"adequate":[147],"groups":[151],"high":[153],"levels":[154],"accuracy;":[156],"however,":[157],"combined":[158],"classification":[159],"resulted":[165],"dramatic":[168],"improvement":[172],"diagnostic":[174],"performance":[175,188],"according":[176],"receiver-operating":[178],"characteristic":[179],"analysis.":[180,221],"Furthermore,":[181],"displayed":[186],"superior":[187],"as":[189,200,274,277],"decision":[192,219],"making":[193],"tool":[194],"compared":[195],"symptom-based":[197],"such":[199],"Cincinnati":[202],"Prehospital":[203],"Stroke":[204,213],"Scale":[205,214],"(CPSS)":[206],"National":[209],"Institutes":[210],"Health":[212],"(NIHSS)":[215],"when":[216],"curve":[220],"CONCLUSIONS:":[222],"Our":[223],"results":[224],"suggest":[225],"algorithmic":[227],"analysis":[228],"commonly":[230],"hematology":[232],"potentially":[237],"make":[245],"better-informed":[246],"decisions":[248],"situations":[250],"where":[251],"advanced":[252],"imaging":[253],"techniques":[254],"or":[255,262],"neurological":[256],"expertise":[257],"are":[258],"not":[259],"immediately":[260],"available,":[261],"even":[263],"electronically":[265],"flag":[266],"which":[269],"should":[271],"considered":[273],"diagnosis":[276],"part":[278],"automated":[281],"alert":[283],"system.":[284]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2022-06-13T00:00:00"}
