{"id":"W4385406446","doi":"10.1002/alz.13419","title":"Advancing specificity in delirium: The delirium subtyping initiative","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary; Hotchkiss Brain Institute; Alberta Health Services","funders":"National Heart, Lung, and Blood Institute; National Institute on Aging; Queen's University Belfast; Medical Research Council; National Institute for Health and Care Research; Queen's University; Wellcome Trust","keywords":"Delirium; Subtyping; Operationalization; Medicine; Psychology; Intensive care medicine; Clinical psychology; Psychiatry; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000503652,0.0002346377,0.0002871152,0.0003183069,0.0001619545,0.00002722978,0.0001664487,0.0000856463,0.0002977105],"category_scores_gemma":[0.002605464,0.0001914917,0.0001365974,0.0009826419,0.0001561895,0.0001516635,0.0001481619,0.0004313425,0.0006325495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002381269,"about_ca_system_score_gemma":0.0001236874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001421907,"about_ca_topic_score_gemma":0.0003464326,"domain_scores_codex":[0.9981423,0.0001368105,0.0003960129,0.0003834578,0.0003290669,0.0006123744],"domain_scores_gemma":[0.9947733,0.0003140303,0.0001021154,0.0003290563,0.004388005,0.00009353917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00132552,0.0005759245,0.184642,0.00008711746,0.02784771,0.002018457,0.0152043,0.0003444431,0.0262431,0.003028438,0.6288576,0.1098255],"study_design_scores_gemma":[0.006807576,0.0006772347,0.6769679,0.0007639684,0.02034098,0.00013305,0.1206904,0.004784807,0.08404115,0.002522833,0.08059157,0.001678484],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7615519,0.0611289,0.003204837,0.09896529,0.003173624,0.004376873,0.00007065699,0.0009142578,0.0666137],"genre_scores_gemma":[0.9488165,0.0001996965,0.0002522779,0.05034264,0.0001488564,0.00006330469,0.000112507,0.00004800295,0.00001619576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.548266,"threshold_uncertainty_score":0.8130355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03996182782087287,"score_gpt":0.3030313634361064,"score_spread":0.2630695356152335,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}