{"id":"W2793862797","doi":"10.1503/cjs.1861012","title":"Author response","year":2018,"lang":"en","type":"letter","venue":"Canadian Journal of Surgery","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Contrast (vision); Medical physics; Microbubbles; Cholangiography; Radiology; Nuclear medicine; General surgery; Ultrasound; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001273556,0.0002409251,0.0007753699,0.001580757,0.00008310509,0.00005365286,0.0001691815,0.0006571867,0.002441902],"category_scores_gemma":[0.001496893,0.0002031199,0.0006019294,0.0002535097,0.0002357852,0.00007316424,0.000005606264,0.00169453,0.0001003248],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002559951,"about_ca_system_score_gemma":0.01288074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009052309,"about_ca_topic_score_gemma":0.0008257111,"domain_scores_codex":[0.9980388,0.0001903367,0.0006377993,0.0001712973,0.0003875553,0.0005742714],"domain_scores_gemma":[0.9973974,0.0004717756,0.0003739279,0.0003281387,0.0005810937,0.0008477196],"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":[0.0001871093,0.000005041833,0.005760559,0.00008505464,0.0001659937,0.02116233,0.000105851,4.458546e-8,0.00001642411,2.317127e-7,0.9717177,0.0007937233],"study_design_scores_gemma":[0.0001759049,0.0001208087,0.01326268,0.0005419916,0.0001859232,0.003890652,0.00006407739,2.792588e-7,0.00002563996,0.00004410793,0.9814975,0.0001904921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04782358,0.001357946,0.000004256223,0.9462427,0.003496667,0.00009941601,0.00004643924,0.000007907652,0.0009211],"genre_scores_gemma":[0.03876817,0.00002760519,0.00009074686,0.9185502,0.01427148,0.000002454282,0.00006342444,0.0001095925,0.02811633],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02769249,"threshold_uncertainty_score":0.99847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06234416998957731,"score_gpt":0.2783720181202404,"score_spread":0.2160278481306631,"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."}}