{"id":"W2588131006","doi":"10.1002/jso.24569","title":"Comparative performances of the 7th and the 8th editions of the American Joint Committee on Cancer staging systems for intrahepatic cholangiocarcinoma","year":2017,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hazard ratio; Intrahepatic Cholangiocarcinoma; Cancer; AJCC staging system; Cohort; Internal medicine; Stage (stratigraphy); Gastroenterology; Surgery; Oncology; Staging system; Confidence interval","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":[0.005897739,0.000627365,0.000480759,0.001704238,0.0003126897,0.001146895,0.0005651246,0.0005013864,0.0008120488],"category_scores_gemma":[0.01256558,0.0002276705,0.000919877,0.001008156,0.0003761567,0.0007592335,0.0008648007,0.0006023891,0.0002778283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006331363,"about_ca_system_score_gemma":0.0006934865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003798589,"about_ca_topic_score_gemma":0.008699629,"domain_scores_codex":[0.9977565,0.0009693296,0.0002354261,0.0003035103,0.0004285042,0.0003067195],"domain_scores_gemma":[0.9913702,0.002435317,0.002681014,0.0007161545,0.002273776,0.0005234861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005147186,0.0000280307,0.9921406,0.00002572485,0.000168982,0.00001861455,0.00006021046,0.0002978765,0.0001396768,0.00006622462,0.0004765897,0.006062768],"study_design_scores_gemma":[0.00004823372,0.0003605977,0.9958412,0.00003468897,0.0002095107,0.0001522898,0.0001698658,0.002205618,0.0001557754,0.0001504104,0.0006546896,0.00001709852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946505,0.001643599,0.0005520512,0.0001427988,0.0000871815,0.00003158872,0.001105949,0.00001943604,0.001766957],"genre_scores_gemma":[0.9965436,0.000286812,0.000555312,0.00003257202,0.00005570857,0.00002946788,0.002261472,0.000008682557,0.0002263566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005897739,"threshold_uncertainty_score":0.03119063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06610383671160143,"score_gpt":0.3610131817061616,"score_spread":0.2949093449945602,"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."}}