{"id":"W4224236060","doi":"10.1371/journal.pone.0267110","title":"Delirium diagnosis without a gold standard: Evaluating diagnostic accuracy of combined delirium assessment tools","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Hotchkiss Brain Institute; Alberta Health Services","funders":"Networks of Centres of Excellence of Canada; Canadian Institutes of Health Research; Canadian Frailty Network; Alberta Health Services","keywords":"Delirium; Gold standard (test); Medicine; Intensive care medicine; MEDLINE; Emergency medicine; Internal medicine; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0597735,0.001531243,0.002568471,0.006750669,0.001023569,0.002462323,0.002291703,0.002104364,0.00073379],"category_scores_gemma":[0.1459983,0.0009335094,0.003659341,0.002105556,0.001282649,0.002544926,0.004038843,0.001085812,0.0003615506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001275101,"about_ca_system_score_gemma":0.001217186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001881373,"about_ca_topic_score_gemma":0.00306043,"domain_scores_codex":[0.9443939,0.03021048,0.007685698,0.005830962,0.01072028,0.001158788],"domain_scores_gemma":[0.8947948,0.06559422,0.01650132,0.005307794,0.01567774,0.002124191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003654162,0.0002483339,0.9662185,0.0004798689,0.003720513,0.00005768656,0.0004317004,0.001506913,0.0004578843,0.0001586834,0.0003351431,0.02273057],"study_design_scores_gemma":[0.000790856,0.006897071,0.8987246,0.0007831252,0.00626897,0.001070564,0.001205579,0.07937902,0.001895024,0.001466936,0.001292417,0.0002257984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811585,0.005230532,0.01012688,0.000204713,0.0001477802,0.0005694903,0.000776708,0.0000842996,0.001701277],"genre_scores_gemma":[0.9910493,0.0003574982,0.007234308,0.00006526103,0.00006327368,0.0004005235,0.0007344203,0.00001294478,0.00008250477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0597735,"threshold_uncertainty_score":0.3161163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08096985438925987,"score_gpt":0.3443086700890731,"score_spread":0.2633388156998133,"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."}}