{"id":"W1490428132","doi":"10.1002/cncy.21492","title":"Low interobserver agreement in cytology grading of mucinous pancreatic neoplasms","year":2014,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Cancer Institute","keywords":"Medicine; Grading (engineering); Kappa; Adenocarcinoma; Cyst; Cohen's kappa; Radiology; Carcinoembryonic antigen; Cytology; Nuclear medicine; Pathology; Cancer; 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":[0.0006429239,0.000172233,0.001027985,0.0002736547,0.00003310455,0.00000289126,0.0001606378,0.0002145796,0.0005244637],"category_scores_gemma":[0.0003101959,0.000148276,0.0000876788,0.0001949758,0.0003536561,0.00003616287,0.00008994472,0.0003209091,0.00004295757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002223866,"about_ca_system_score_gemma":0.0002199054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003416897,"about_ca_topic_score_gemma":0.0005124508,"domain_scores_codex":[0.9981452,0.0002990825,0.0005199012,0.0003706559,0.0001646359,0.0005005396],"domain_scores_gemma":[0.9989285,0.000291933,0.0001452464,0.0004090393,0.00009492915,0.000130337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003993345,0.0002337887,0.9721912,0.0002893161,0.00005122564,0.0002442952,0.0007097488,0.00001715593,0.0172148,0.000979868,0.0002226114,0.007446681],"study_design_scores_gemma":[0.004673826,0.001948019,0.9784666,0.0004033903,0.0001981769,0.0004899281,0.000215593,0.001985286,0.009816278,0.0008171872,0.0008014082,0.0001843318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923767,0.0004373645,0.001268764,0.0009421448,0.0002738798,0.000388347,0.000005275664,0.00002186373,0.004285674],"genre_scores_gemma":[0.9968977,0.0003226208,0.001053983,0.0006743954,0.000135839,0.0001539006,0.00000902329,0.00001906362,0.0007334551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007398522,"threshold_uncertainty_score":0.604652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03103124990881028,"score_gpt":0.3377530022242922,"score_spread":0.3067217523154819,"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."}}