{"id":"W4391884494","doi":"10.1245/s10434-024-15068-4","title":"ASO Visual Abstract: 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":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Surgical oncology; Medicine; Intrahepatic Cholangiocarcinoma; Resection; General surgery; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007486801,0.0006713895,0.0006994635,0.003774076,0.0007750283,0.003408252,0.001233807,0.001082587,0.02273922],"category_scores_gemma":[0.04901246,0.0002607902,0.0006409037,0.004456304,0.0003785926,0.001975616,0.002434474,0.00107477,0.003532672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002422638,"about_ca_system_score_gemma":0.006574401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02169415,"about_ca_topic_score_gemma":0.03763433,"domain_scores_codex":[0.995414,0.001661981,0.0006393012,0.0001901471,0.001663729,0.0004306863],"domain_scores_gemma":[0.9598482,0.009448147,0.00610251,0.001258499,0.01421533,0.009127269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005474866,0.0004432303,0.1965205,0.002910444,0.0001717767,0.0001144849,0.0004364689,0.0004759146,0.0002720432,0.002391435,0.6855429,0.1052458],"study_design_scores_gemma":[0.0009384883,0.001354671,0.9010156,0.001806225,0.0001989325,0.0001896228,0.002218907,0.0004882153,0.0004921275,0.00159284,0.08963935,0.0000651173],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.3547062,0.03709203,0.001422563,0.1194461,0.01662608,0.001533005,0.2764851,0.0009601864,0.1917286],"genre_scores_gemma":[0.8718184,0.005901407,0.001927411,0.008351292,0.005735207,0.001150706,0.08157156,0.0004221814,0.02312185],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02273922,"threshold_uncertainty_score":0.07607031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08147713387272362,"score_gpt":0.4088699230058024,"score_spread":0.3273927891330788,"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."}}