{"id":"W4205708659","doi":"10.1016/j.hpb.2022.01.002","title":"Validation of 5 models predicting transfusion, bleeding, and mortality in liver transplantation: an observational cohort study","year":2022,"lang":"en","type":"article","venue":"HPB","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital Saint-Luc; Public Health Ontario; Toronto Public Health; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Nomogram; Medicine; Logistic regression; Observational study; Area under the curve; Cohort; Liver transplantation; Blood transfusion; Cohort study; Internal medicine; Transplantation; Surgery","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":[0.0005073868,0.00007558816,0.0001747844,0.0001061941,0.00008456697,0.000005906201,0.00004316382,0.00002701385,0.0002365286],"category_scores_gemma":[0.00000449143,0.00007728019,0.00002571988,0.0001753725,0.00001936292,0.0002012164,0.000007097026,0.0001238246,1.352823e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003148103,"about_ca_system_score_gemma":0.00003906143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005061663,"about_ca_topic_score_gemma":0.00009241293,"domain_scores_codex":[0.9989756,0.00007299177,0.0003139012,0.0001914515,0.0003659097,0.00008008676],"domain_scores_gemma":[0.9997098,0.00003683189,0.00006123073,0.0001012654,0.00005074556,0.00004011178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001076527,0.0003001413,0.9917828,0.0001779775,0.00002234235,0.00003484796,0.005674133,0.0007277832,0.0007653021,0.0001640395,0.000004139614,0.0002388172],"study_design_scores_gemma":[0.001155719,0.0003538196,0.9797283,0.00001604247,0.0002029284,0.00003974468,0.0009684144,0.01578802,0.001581749,0.00009396359,0.000003515763,0.00006780955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942959,0.00003121073,0.004508622,0.00003665523,0.0000376886,0.0007501886,0.00005514058,0.00005181781,0.0002327912],"genre_scores_gemma":[0.9981638,0.0003592687,0.001051429,0.00007396614,0.00002048421,0.00007163101,0.0002098246,0.00001033178,0.00003933334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01506024,"threshold_uncertainty_score":0.3151395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07291776403009499,"score_gpt":0.3241300587997291,"score_spread":0.2512122947696341,"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."}}