{"id":"W3091149838","doi":"10.1016/j.jamcollsurg.2020.07.547","title":"Tumor Burden Dictates Prognosis among Patients Undergoing Curative-Intent Resection of Intrahepatic Cholangiocarcinoma: An International, Multi-Institutional Analysis","year":2020,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Intrahepatic Cholangiocarcinoma; George (robot); General surgery; Resection; 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":[0.0008508903,0.0002079771,0.0002212706,0.001132546,0.000352068,0.0007998564,0.0003513942,0.0003598498,0.001588504],"category_scores_gemma":[0.003131203,0.0002271148,0.000552894,0.001570456,0.0002959808,0.0005928266,0.0006723083,0.0005033015,0.0001883244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002867103,"about_ca_system_score_gemma":0.0003291157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003089668,"about_ca_topic_score_gemma":0.0050324,"domain_scores_codex":[0.9996148,0.0001269184,0.00006836454,0.00006322928,0.00005763936,0.00006895134],"domain_scores_gemma":[0.9974262,0.0006767838,0.001119168,0.0002186722,0.0001749679,0.0003841201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001396134,0.00001051512,0.9989833,0.000003545728,0.00004009765,0.00003257457,0.00003043311,0.00003791789,0.00005041064,0.00001852535,0.00008922451,0.0005637974],"study_design_scores_gemma":[0.0000105295,0.00005909722,0.9989749,0.000007090601,0.00007441513,0.0001659399,0.0002305175,0.0001749619,0.00004469349,0.00003502076,0.0002172456,0.000005542494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985165,0.0003935302,0.00005300193,0.00008098347,0.000005572942,0.000004594756,0.0004244708,0.000001806878,0.0005195817],"genre_scores_gemma":[0.9991325,0.0001624853,0.000036134,0.00001966759,0.00001566772,0.000005654605,0.000541827,0.000002307708,0.00008384253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003089668,"threshold_uncertainty_score":0.006143391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02831481963203079,"score_gpt":0.2774600233762304,"score_spread":0.2491452037441996,"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."}}