{"id":"W4249816034","doi":"10.1038/s41379-020-0482-7","title":"Abstracts from USCAP 2020: Pancreas, Gallbladder, Ampulla, and Extra-Hepatic Biliary Tree (1739-1801)","year":2020,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Gallbladder; Ampulla; Medicine; Ampulla of Vater; Pathology; General surgery; Anatomy; Internal medicine; Carcinoma","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006778153,0.001303398,0.0007693366,0.003380337,0.000829326,0.002737339,0.0008956413,0.00229196,0.4163369],"category_scores_gemma":[0.001997734,0.0004396162,0.0008626378,0.002055444,0.0004606531,0.001201058,0.001825006,0.001800298,0.2177351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001842437,"about_ca_system_score_gemma":0.002551156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008478361,"about_ca_topic_score_gemma":0.01674015,"domain_scores_codex":[0.9995298,0.00004944606,0.00007200427,0.0000628139,0.0002113417,0.00007453128],"domain_scores_gemma":[0.9974446,0.0001898722,0.0001952071,0.0000652954,0.001332461,0.0007724766],"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":[0.00009671462,0.00001972827,0.0002589202,0.000276358,0.000006266387,0.0001380072,0.000004844293,0.00004879069,0.0002111483,0.0002289249,0.9703245,0.02838591],"study_design_scores_gemma":[0.00002849138,0.0000282022,0.002838228,0.0003728264,0.00001220316,0.0002825535,0.00001582168,0.00004323135,0.0001623197,0.0002787027,0.9959285,0.000008981631],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002844362,0.06467164,0.0007264843,0.02822302,0.1564127,0.0004188234,0.04648548,0.0008215937,0.6993958],"genre_scores_gemma":[0.008860183,0.02920818,0.0006414385,0.006183919,0.0586232,0.0001660106,0.02439693,0.0002851305,0.8716351],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4163369,"threshold_uncertainty_score":0.8325247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01987286707575144,"score_gpt":0.2423936387749219,"score_spread":0.2225207716991704,"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."}}