{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009197687,0.0003820708,0.0005432211,0.003211321,0.0004340691,0.001860666,0.0007324702,0.0005675742,0.0008778321],"category_scores_gemma":[0.02715523,0.0001694507,0.0005913579,0.002704009,0.0004387363,0.0009414406,0.002313303,0.0003647098,0.0002608894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000849716,"about_ca_system_score_gemma":0.0006718321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001866832,"about_ca_topic_score_gemma":0.002247787,"domain_scores_codex":[0.9940398,0.002183978,0.0008988475,0.0008385682,0.001427582,0.00061129],"domain_scores_gemma":[0.9766635,0.005553658,0.01082908,0.001590576,0.004199169,0.001164075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001222911,0.00002332249,0.9918504,0.00003067666,0.0001362403,0.00003663555,0.0001251931,0.0006561816,0.00009729592,0.000102966,0.0003454574,0.006473322],"study_design_scores_gemma":[0.00001185598,0.0001312418,0.9954481,0.00003460432,0.00005565019,0.0002223059,0.0005487067,0.002272889,0.0002096962,0.0003003705,0.0007506432,0.00001386837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943168,0.0006959952,0.001698475,0.0001050194,0.00002168255,0.00005032285,0.001171632,0.00002298192,0.001917086],"genre_scores_gemma":[0.9979616,0.00005866886,0.0006415024,0.00002358775,0.00001896022,0.00002496129,0.001218539,0.000003860899,0.00004833444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009197687,"threshold_uncertainty_score":0.04864258,"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."}}