{"id":"W4288050838","doi":"10.1097/sla.0000000000005634","title":"Novel Benchmark Values for Redo Liver Transplantation","year":2022,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Universität Zürich","keywords":"Medicine; Liver transplantation; Benchmark (surveying); Percentile; Economic shortage; Portal vein thrombosis; Transplantation; Surgery; Thrombosis; Liver disease; Stage (stratigraphy); 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":[0.0004353278,0.00007444218,0.0002318096,0.0001600617,0.00008172891,0.000003506361,0.00004070933,0.00002943261,0.0004032436],"category_scores_gemma":[0.00002879525,0.00007262499,0.0002176622,0.0001318108,0.00002569568,0.0000624208,0.000005741361,0.00006613469,0.000001219247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007031299,"about_ca_system_score_gemma":0.0000588632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000037479,"about_ca_topic_score_gemma":9.251481e-7,"domain_scores_codex":[0.9992396,0.00001886696,0.000270046,0.0001261072,0.0002099585,0.0001353941],"domain_scores_gemma":[0.9993006,0.0003589095,0.00009537315,0.0001088546,0.00009258959,0.00004366057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01322736,0.003811795,0.2692502,0.02314253,0.001130894,0.0007961747,0.009173561,0.000165878,0.1402645,0.01093169,0.4547931,0.07331236],"study_design_scores_gemma":[0.00146603,0.0006123466,0.3733704,0.0002626081,0.0004026041,0.000453266,0.0004152078,0.000178271,0.591713,0.001292553,0.02941291,0.0004208043],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795352,0.001039158,0.01032737,0.005408001,0.0003792449,0.0006854376,0.0009435857,0.0001573008,0.001524746],"genre_scores_gemma":[0.9901267,0.004361684,0.002305974,0.002021552,0.0000663289,0.00006233194,0.0004397804,0.00001998505,0.000595615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4514485,"threshold_uncertainty_score":0.4415234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2000093921876852,"score_gpt":0.3576422931990972,"score_spread":0.157632901011412,"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."}}