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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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001584748,0.0004737317,0.001491706,0.0001578234,0.0003581195,0.0000234511,0.0002264871,0.00064758,0.001163573],"category_scores_gemma":[0.001642831,0.0003248634,0.00009871314,0.0003745963,0.001683645,0.0001103423,0.0002000438,0.0008344964,0.00007151048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001480526,"about_ca_system_score_gemma":0.0004253595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001521992,"about_ca_topic_score_gemma":0.00005211604,"domain_scores_codex":[0.9946542,0.002443671,0.0006587043,0.001052307,0.0002739643,0.0009171109],"domain_scores_gemma":[0.9969406,0.001406553,0.0002512518,0.0008412977,0.0002431746,0.0003171406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00103551,0.0002645669,0.93831,0.0001774996,0.000453131,0.0005821443,0.003116428,0.000001375553,0.02541369,0.0006260241,0.02666608,0.003353585],"study_design_scores_gemma":[0.01211195,0.004869898,0.860697,0.000220896,0.002409447,0.0264824,0.004651404,0.001339704,0.00999471,0.003815207,0.07215873,0.001248619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555646,0.006364028,0.0003722249,0.001110872,0.000307069,0.00154289,0.00004719058,0.0000909592,0.03460022],"genre_scores_gemma":[0.9764087,0.002609323,0.006126582,0.002540789,0.0001125101,0.000442161,0.00009785597,0.00006658299,0.01159553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07761294,"threshold_uncertainty_score":0.9999204,"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."}}