{"id":"https://openalex.org/W7161049903","doi":"https://doi.org/10.48550/arxiv.2605.11398","title":"AcuityBench: Evaluating Clinical Acuity Identification and Uncertainty Alignment","display_name":"AcuityBench: Evaluating Clinical Acuity Identification and Uncertainty Alignment","publication_year":2026,"publication_date":"2026-05-12","ids":{"openalex":"https://openalex.org/W7161049903","doi":"https://doi.org/10.48550/arxiv.2605.11398"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.11398","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.11398","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.11398","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009047448","display_name":"Robin Linzmayer","orcid":"https://orcid.org/0000-0001-8088-2442"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Linzmayer, Robin","raw_affiliation_strings":["Department of Computer Science, Columbia University","Department of Biomedical Informatics, Columbia University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Columbia University","institution_ids":["https://openalex.org/I78577930"]},{"raw_affiliation_string":"Department of Biomedical Informatics, Columbia University","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136087360","display_name":"Georgianna Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lin, Georgianna","raw_affiliation_strings":["Department of Biomedical Informatics, Columbia University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Columbia University","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024188320","display_name":"Di Coneybeare","orcid":"https://orcid.org/0000-0002-9027-435X"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Coneybeare, Di","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101609518","display_name":"Jason Chu","orcid":"https://orcid.org/0000-0003-2814-2089"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chu, Jason","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087666482","display_name":"Trudi Cloyd","orcid":"https://orcid.org/0000-0002-1645-7924"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cloyd, Trudi","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093016270","display_name":"Manish Garg","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Garg, Manish","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002362711","display_name":"Miles Gordon","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gordon, Miles","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136061587","display_name":"Elizabeth Hartofilis","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hartofilis, Elizabeth","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136043385","display_name":"Benjamin Hong","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hong, Benjamin","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136038108","display_name":"Ashraf Hussain","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hussain, Ashraf","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057927020","display_name":"Eugene Y. Kim","orcid":"https://orcid.org/0000-0001-7968-1811"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kim, Eugene Y.","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136040179","display_name":"Oluchi Iheagwara King","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"King, Oluchi Iheagwara","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123966768","display_name":"Ross McCormack","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"McCormack, Ross","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064786320","display_name":"Erica Olsen","orcid":"https://orcid.org/0000-0002-7176-0870"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Olsen, Erica","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112872486","display_name":"John K Riggins","orcid":"https://orcid.org/0000-0001-9696-2228"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Riggins, John K.","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136003223","display_name":"Mustafa N. Rasheed","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rasheed, Mustafa N.","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136011907","display_name":"Dana L. Sacco","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sacco, Dana L.","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008290672","display_name":"Vinay Saggar","orcid":"https://orcid.org/0009-0004-3470-5946"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saggar, Vinay","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043049452","display_name":"Osman R. Sayan","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sayan, Osman R.","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136085599","display_name":"Amit Shembekar","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shembekar, Amit","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044041008","display_name":"Janice Shin-Kim","orcid":"https://orcid.org/0000-0002-3849-1867"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shin-Kim, Janice","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082603319","display_name":"Wendy W. Sun","orcid":"https://orcid.org/0000-0002-3726-1429"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sun, Wendy W.","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015571828","display_name":"Bernard Chang","orcid":"https://orcid.org/0000-0001-8800-7140"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chang, Bernard P.","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056181627","display_name":"David Kessler","orcid":"https://orcid.org/0000-0002-1636-7320"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kessler, David","raw_affiliation_strings":["Department of Emergency Medicine, Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5136019345","display_name":"No\u00e9mie Elhadad","orcid":null},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elhadad, No\u00e9mie","raw_affiliation_strings":["Department of Computer Science, Columbia University","Department of Biomedical Informatics, Columbia University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Columbia University","institution_ids":["https://openalex.org/I78577930"]},{"raw_affiliation_string":"Department of Biomedical Informatics, Columbia University","institution_ids":["https://openalex.org/I78577930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":25,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.4839000105857849,"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"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.4839000105857849,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.06300000101327896,"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"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.05939999967813492,"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/identification","display_name":"Identification (biology)","score":0.6485999822616577},{"id":"https://openalex.org/keywords/triage","display_name":"Triage","score":0.6284000277519226},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6244000196456909},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6200000047683716},{"id":"https://openalex.org/keywords/adjudication","display_name":"Adjudication","score":0.46939998865127563},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.42559999227523804}],"concepts":[{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6485999822616577},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6330999732017517},{"id":"https://openalex.org/C2777120189","wikidata":"https://www.wikidata.org/wiki/Q780067","display_name":"Triage","level":2,"score":0.6284000277519226},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6244000196456909},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6200000047683716},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5521000027656555},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5044999718666077},{"id":"https://openalex.org/C204434341","wikidata":"https://www.wikidata.org/wiki/Q357789","display_name":"Adjudication","level":2,"score":0.46939998865127563},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.42559999227523804},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4025000035762787},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.335099995136261},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.3239000141620636},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.30640000104904175},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.2842999994754791},{"id":"https://openalex.org/C78780964","wikidata":"https://www.wikidata.org/wiki/Q7233193","display_name":"Position paper","level":2,"score":0.2833000123500824},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.27889999747276306},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2745000123977661},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2662999927997589}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.11398","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.11398","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.11398","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.11398","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"We":[0,193],"introduce":[1],"AcuityBench,":[2],"a":[3,40,71,115,124,154,201,227],"benchmark":[4,85],"for":[5,93,102],"evaluating":[6],"whether":[7],"language":[8],"models":[9,243],"identify":[10],"the":[11,129,178,212,247],"appropriate":[12],"urgency":[13],"of":[14,43,180,203,214,240,250],"care":[15,251],"from":[16,77],"user":[17,59],"medical":[18,24],"presentations.":[19],"Existing":[20],"health":[21,28,254],"benchmarks":[22],"emphasize":[23],"question":[25],"answering,":[26],"broad":[27],"interactions,":[29],"or":[30],"narrow":[31],"workflow-specific":[32],"triage":[33],"tasks,":[34],"but":[35,161],"they":[36],"do":[37],"not":[38],"offer":[39],"unified":[41],"evaluation":[42,96],"acuity":[44,74,145,224],"identification":[45,225],"across":[46],"these":[47,221],"settings.":[48],"AcuityBench":[49,234],"addresses":[50],"this":[51],"gap":[52],"by":[53],"harmonizing":[54],"five":[55],"public":[56],"datasets":[57],"spanning":[58],"conversations,":[60],"online":[61],"forum":[62],"posts,":[63],"clinical":[64,191,215],"vignettes,":[65],"and":[66,97,118,136,147,183,197,231,238],"patient":[67],"portal":[68],"messages":[69],"under":[70],"shared":[72],"four-level":[73],"framework":[75],"ranging":[76],"home":[78],"monitoring":[79],"to":[80,128,165,210,246],"immediate":[81],"emergency":[82],"care.":[83],"The":[84],"contains":[86],"914":[87],"cases,":[88,173,206],"including":[89],"697":[90],"consensus":[91],"cases":[92,101,209],"standard":[94],"accuracy":[95,146],"217":[98],"physician-confirmed":[99],"ambiguous":[100,172,205],"uncertainty-aware":[103],"evaluation.":[104],"It":[105],"supports":[106],"two":[107],"complementary":[108],"task":[109,151],"formats:":[110],"explicit":[111],"four-way":[112],"classification":[113],"in":[114,143,168,217,252],"QA":[116],"setting,":[117],"free-form":[119],"conversational":[120,157],"responses":[121,158],"evaluated":[122],"with":[123],"rubric-based":[125],"judge":[126],"anchored":[127],"same":[130],"framework.":[131],"Across":[132],"12":[133],"frontier":[134],"proprietary":[135],"open-weight":[137],"models,":[138],"we":[139],"find":[140],"substantial":[141],"variation":[142],"clear-case":[144],"error":[148],"direction.":[149],"Comparing":[150],"formats":[152],"reveals":[153],"systematic":[155,236],"tradeoff:":[156],"reduce":[159],"over-triage":[160],"increase":[162],"under-triage":[163],"relative":[164],"QA,":[166],"especially":[167],"higher-acuity":[169],"cases.":[170],"In":[171],"no":[174],"model":[175,184,198],"closely":[176],"matches":[177],"distribution":[179],"physician":[181],"judgments,":[182],"predictions":[185],"are":[186],"more":[187],"concentrated":[188],"than":[189],"expert":[190,196],"uncertainty.":[192],"also":[194],"compare":[195],"adjudication":[199],"on":[200],"subset":[202],"maximally":[204],"using":[207],"those":[208],"examine":[211],"role":[213],"uncertainty":[216],"label":[218],"disagreement.":[219],"Together,":[220],"results":[222],"position":[223],"as":[226],"distinct":[228],"safety-critical":[229],"capability":[230],"show":[232],"that":[233],"enables":[235],"comparison":[237],"stress-testing":[239],"how":[241],"well":[242],"guide":[244],"users":[245],"right":[248],"level":[249],"real-world":[253],"use.":[255]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-05-14T00:00:00"}
