{"id":"W3024500864","doi":"10.1177/0846537120923273","title":"Gallbladder Cancer: Imaging Appearance and Pitfalls in Diagnosis","year":2020,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Gallbladder cancer; Gallbladder; Malignancy; Radiology; Cholecystitis; Cancer; Gallbladder disease; Internal medicine","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":[0.0002802481,0.0001049966,0.0003455774,0.0001437353,0.00007574558,0.00002437155,0.00006942658,0.0000667319,0.0000598519],"category_scores_gemma":[0.0005576338,0.00009987891,0.00007021548,0.0001969824,0.00005592945,0.00008537347,0.0000122926,0.0003168247,0.000002591694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008236505,"about_ca_system_score_gemma":0.0004617419,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008119659,"about_ca_topic_score_gemma":0.02960128,"domain_scores_codex":[0.999032,0.00006025916,0.0002855667,0.0001590486,0.000161105,0.0003020777],"domain_scores_gemma":[0.9991445,0.00005643818,0.0002113357,0.00005579813,0.0001348124,0.0003971325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002315265,0.000006879201,0.9679758,0.00002842648,0.00008227541,0.0001051034,0.0008896326,0.00001623188,0.00007625689,0.0000254949,0.02535293,0.005417827],"study_design_scores_gemma":[0.001281401,0.00006099551,0.9851044,0.000108939,0.00004766839,0.00006489778,0.000251302,0.000119586,0.00004317306,0.00003554072,0.01278262,0.0000994839],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8592029,0.02632529,0.00003029937,0.1122615,0.0002613658,0.000216572,0.00004163247,0.0000154425,0.001644966],"genre_scores_gemma":[0.9901255,0.005106839,0.00009403809,0.004262047,0.0003212533,0.00001234692,0.00000232704,0.00001012163,0.00006554453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1309226,"threshold_uncertainty_score":0.9984854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01826000441733861,"score_gpt":0.2581957665364667,"score_spread":0.2399357621191281,"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."}}