{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001650378,0.000209044,0.0002923348,0.0000965609,0.00006227832,0.00003119795,0.00005808277,0.0001366888,0.0001592431],"category_scores_gemma":[0.00001299076,0.0001953192,0.00009585408,0.0001941063,0.0000813227,0.0004097593,0.00000370255,0.0001643998,0.00000568434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002477314,"about_ca_system_score_gemma":0.00005538889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001206526,"about_ca_topic_score_gemma":0.00002512308,"domain_scores_codex":[0.9984871,0.00008497116,0.000558221,0.0003696796,0.00032216,0.0001778403],"domain_scores_gemma":[0.9993365,0.0000561875,0.0001727756,0.0001260371,0.0001546384,0.0001539056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006427189,0.000154048,0.6912615,0.0139369,0.0000738849,0.0001514951,0.02394786,0.00003645434,0.258465,0.0002052656,0.000004480466,0.005335908],"study_design_scores_gemma":[0.002655873,0.0005935357,0.608977,0.0002410162,0.0005662866,0.0001364127,0.00006261686,0.002506135,0.3840339,0.00005629516,0.000003072422,0.0001677992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9172612,0.000128629,0.080886,0.0003656229,0.00004455008,0.0008918481,0.0001579028,0.000165527,0.00009872791],"genre_scores_gemma":[0.9879721,0.002670034,0.008565704,0.0002825731,0.0001043767,0.00003558546,0.0003144332,0.0000302533,0.00002495818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.125569,"threshold_uncertainty_score":0.7964886,"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."}}