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14.00–15.00 Tuesday 16 September 2003 8 Ampullary, pancreatic and biliary duct exfoliative brush cytology prepared by the thinprep method: performance and morphology","year":2003,"lang":"en","type":"article","venue":"Cytopathology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Cancer Foundation; University of Calgary","funders":"","keywords":"Medicine; Cytology; Malignancy; Positive predicative value; Ampulla; Cytopathology; Pathology; Liquid-based cytology; Gastroenterology; Cancer; Internal medicine; Predictive value","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":[0.001213161,0.001520532,0.001137959,0.001683886,0.001112019,0.004276571,0.001401323,0.002262989,0.8607551],"category_scores_gemma":[0.00228425,0.0004730134,0.0008227077,0.0008923669,0.0006293035,0.001467944,0.001747532,0.001677037,0.7653124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00112412,"about_ca_system_score_gemma":0.0004937607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00138109,"about_ca_topic_score_gemma":0.004666438,"domain_scores_codex":[0.9992817,0.00009772919,0.00004213321,0.0001354007,0.0002829719,0.0001601342],"domain_scores_gemma":[0.9981452,0.000183784,0.00007826211,0.0001461524,0.0007537618,0.0006928116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002172259,0.0001420001,0.0005600425,0.0001311168,0.000007410087,0.000153954,0.00001892084,0.00008680808,0.0004849159,0.0005871418,0.9320186,0.06559194],"study_design_scores_gemma":[0.00006947408,0.0001667037,0.003320784,0.0002519713,0.000004389587,0.0001267307,0.00006532283,0.0002095494,0.0002572791,0.0004081416,0.9951059,0.00001377742],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002841459,0.002520328,0.0008461057,0.005824051,0.02017921,0.0005187137,0.003572703,0.001506738,0.9621906],"genre_scores_gemma":[0.001648565,0.0006084023,0.0002354318,0.0004247637,0.001573108,0.00004787706,0.0009297514,0.000198546,0.9943336],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8607551,"threshold_uncertainty_score":0.1986159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02029581736910428,"score_gpt":0.3159687411456152,"score_spread":0.2956729237765109,"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."}}