{"id":"W3087671760","doi":"10.1097/tp.0000000000003452","title":"Predicting Early Extubation After Liver Transplantation: External Validation and Improved Generalizability of a Proposed Fast-track Score","year":2020,"lang":"en","type":"article","venue":"Transplantation","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Generalizability theory; Receiver operating characteristic; Confidence interval; Liver transplantation; Perioperative; Cohort; Area under the curve; Liver disease; Prediction interval; Surgery; Transplantation; Internal medicine; Statistics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.03333826,0.0009983683,0.0009826944,0.002291283,0.0003232771,0.001922588,0.001260904,0.0007442427,0.001303018],"category_scores_gemma":[0.0894973,0.0002440082,0.001887787,0.001371383,0.0007526769,0.001311991,0.002258169,0.001013197,0.0003646355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007021052,"about_ca_system_score_gemma":0.00120579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001828655,"about_ca_topic_score_gemma":0.001729591,"domain_scores_codex":[0.9879924,0.005469436,0.001618195,0.001894823,0.00247461,0.0005505708],"domain_scores_gemma":[0.9530906,0.02423401,0.009014132,0.006191884,0.006419308,0.001050048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005676227,0.0001185138,0.9782612,0.00004963887,0.0003966095,0.00004915394,0.0001462618,0.003126588,0.0002174938,0.0001402357,0.0004421227,0.01648469],"study_design_scores_gemma":[0.0001836164,0.001785578,0.9209476,0.0001117256,0.000433975,0.0004068746,0.000242144,0.07293899,0.0008770248,0.000851636,0.001173139,0.00004757524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988165,0.0001511553,0.009522244,0.0001450428,0.00005962657,0.0001805715,0.0007379809,0.00008484696,0.0009535043],"genre_scores_gemma":[0.9954094,0.00004824284,0.003111451,0.0000469791,0.00003772873,0.00008457247,0.001142775,0.0000200062,0.00009874989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03333826,"threshold_uncertainty_score":0.1763117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.017768737488255,"score_gpt":0.2502790601990804,"score_spread":0.2325103227108254,"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."}}