{"id":"W2995728269","doi":"10.1111/liv.14326","title":"Risk of gallbladder cancer in patients with primary sclerosing cholangitis and radiographically detected gallbladder polyps","year":2019,"lang":"en","type":"article","venue":"Liver International","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto General Hospital","funders":"","keywords":"Medicine; Gallbladder; Gallbladder cancer; Cholecystectomy; Primary sclerosing cholangitis; Internal medicine; Gastroenterology; Malignancy; Dysplasia; Retrospective cohort study; Cancer; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005217631,0.00009928233,0.0001616474,0.0001796127,0.00002036812,0.00001619124,0.00008405327,0.0000487517,0.000847613],"category_scores_gemma":[0.00001806299,0.00008033974,0.00005024038,0.0001314567,0.0000683865,0.0001687169,0.0000559288,0.0001729556,0.000004961659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005703176,"about_ca_system_score_gemma":0.00005183461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00089593,"about_ca_topic_score_gemma":0.00003864594,"domain_scores_codex":[0.9991866,0.00003207083,0.00016375,0.0001738564,0.0003229542,0.0001207248],"domain_scores_gemma":[0.9994844,0.00003878556,0.00009686021,0.0001354529,0.0001791504,0.00006532233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006051765,0.0002244668,0.9942815,0.00003263422,0.0002726157,0.000003021145,0.0001378588,0.000006535899,0.0006607788,0.00002040691,0.00006200821,0.00369297],"study_design_scores_gemma":[0.003947314,0.0002102013,0.9949319,0.0002759394,0.00008643758,0.000002255481,0.00002077219,0.0002100321,0.0001397803,0.000009830486,0.00007217329,0.00009341638],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979904,0.0003109357,0.000013936,0.00006137108,0.0001123715,0.0002643765,0.0001402758,0.00001390961,0.001092481],"genre_scores_gemma":[0.9989766,0.0003111954,0.000275046,0.00017947,0.00003556423,0.000006926447,0.00006689127,0.00001367882,0.0001346315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003599554,"threshold_uncertainty_score":0.9280768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004111021434361462,"score_gpt":0.2020400466370567,"score_spread":0.1979290252026952,"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."}}