{"id":"W4390795496","doi":"10.1245/s10434-023-14880-8","title":"Benchmarks in Liver Resection for Intrahepatic Cholangiocarcinoma","year":2024,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Perioperative; Intrahepatic Cholangiocarcinoma; Interquartile range; Hepatectomy; Surgical oncology; Lymphadenectomy; Resection margin; Hepatology; General surgery; Surgery; Internal medicine; Resection; Lymph node","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":[0.004052534,0.0002824048,0.0004000821,0.002657522,0.0003226798,0.001607282,0.0005759078,0.0002372257,0.0008195774],"category_scores_gemma":[0.01985209,0.0001088664,0.0002904407,0.003747889,0.000526534,0.0008594696,0.001495247,0.0003519318,0.0001339889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001545742,"about_ca_system_score_gemma":0.001246191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004243987,"about_ca_topic_score_gemma":0.004439361,"domain_scores_codex":[0.9958741,0.001546836,0.0008066552,0.0003314787,0.001052052,0.0003887976],"domain_scores_gemma":[0.9847373,0.002383939,0.00926087,0.0004043566,0.001961156,0.001252365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001823206,0.00003514796,0.957462,0.0001862491,0.00008086508,0.000174459,0.0002516737,0.002165558,0.0001980474,0.001008561,0.002463694,0.0357915],"study_design_scores_gemma":[0.00001837133,0.0003225184,0.982513,0.00021513,0.00003639436,0.0007763707,0.001444159,0.005990713,0.0006495236,0.003071424,0.004936125,0.00002643389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980844,0.004880005,0.004510696,0.001578603,0.0001040647,0.00007639475,0.001729165,0.00008037489,0.006196706],"genre_scores_gemma":[0.997809,0.0003348665,0.0007841581,0.00005885416,0.0000251824,0.00002441817,0.0008987738,0.000004395826,0.00006048029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004243987,"threshold_uncertainty_score":0.0214321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09296909871855812,"score_gpt":0.3971502731102996,"score_spread":0.3041811743917415,"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."}}