{"id":"W3190814678","doi":"10.1097/sla.0000000000005103","title":"Perihilar Cholangiocarcinoma – Novel Benchmark Values for Surgical and Oncological Outcomes From 24 Expert Centers","year":2021,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":174,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Anschutz Medical Campus, University of Colorado; Centre Hospitalier Universitaire de Rennes; Universitätsspital Zürich; Universität Zürich; King's College London","keywords":"Medicine; Benchmark (surveying); Percentile; Surgery; Body mass index; Retrospective cohort study; Internal medicine","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":[0.0002607987,0.0002132402,0.0009041097,0.00008632266,0.00008648485,0.00002316828,0.0000553869,0.000122623,0.0001600914],"category_scores_gemma":[0.0003728027,0.0001692262,0.0005571038,0.0001177045,0.0001616848,0.00008880375,0.00009875489,0.0001127138,0.000001892485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001871204,"about_ca_system_score_gemma":0.0001140243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001184385,"about_ca_topic_score_gemma":0.00000783486,"domain_scores_codex":[0.9985178,0.00004081925,0.0004116672,0.0004165342,0.0002686719,0.0003445676],"domain_scores_gemma":[0.9978795,0.001320108,0.00009782492,0.0002597384,0.0002627039,0.0001801266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005324454,0.0004210812,0.9436361,0.00009732922,0.0005564435,0.000340193,0.0005794574,1.640771e-7,0.001984335,0.00008770723,0.04759637,0.004168423],"study_design_scores_gemma":[0.001542555,0.000121678,0.9574184,0.0001547665,0.00008556031,0.00007009679,0.000698671,0.000009562831,0.005969572,0.00009216599,0.0336411,0.0001958814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9581355,0.02752357,0.00001766916,0.01268783,0.0004750092,0.0001811061,0.0001889843,0.0000321278,0.000758185],"genre_scores_gemma":[0.9929807,0.002566919,0.0005002616,0.002975849,0.000365069,0.0000471867,0.000187209,0.00002169261,0.0003551225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03484517,"threshold_uncertainty_score":0.6900842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3071155935120027,"score_gpt":0.3785860283079149,"score_spread":0.07147043479591214,"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."}}