{"id":"W3089459127","doi":"10.1097/mpa.0000000000001647","title":"Pancreatic Intraductal Papillary Mucinous Neoplasm–Derived Cancer, Mucinous Cystic Neoplasm–Derived Cancer, and Adenocarcinoma","year":2020,"lang":"en","type":"article","venue":"Pancreas","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Intraductal papillary mucinous neoplasm; Medicine; Mucinous Tumor; Adenocarcinoma; Cancer; Pancreatic cancer; Pathology; Pancreas; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003540511,0.0007675925,0.002116258,0.0002164373,0.0004340855,0.00008601495,0.000368764,0.0004418179,0.0009167183],"category_scores_gemma":[0.0009972542,0.0006850361,0.0002304106,0.0006643027,0.0006755664,0.0002070792,0.0002841454,0.0009886428,0.0002037722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003806046,"about_ca_system_score_gemma":0.001629508,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00767443,"about_ca_topic_score_gemma":0.0003720188,"domain_scores_codex":[0.9952304,0.0003328907,0.0008882536,0.001297018,0.0008343667,0.001417062],"domain_scores_gemma":[0.9962614,0.0007527019,0.0003000385,0.0006841723,0.0003175218,0.001684195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002833445,0.0003671949,0.8938426,0.001716868,0.001581768,0.002294335,0.005195439,0.00002297007,0.06908519,0.0001852469,0.00391314,0.01896184],"study_design_scores_gemma":[0.01141926,0.002277958,0.9570256,0.000786118,0.003307303,0.002158607,0.001539278,0.01056616,0.005950729,0.0002113733,0.003527596,0.001230055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9499143,0.0351864,0.0001709093,0.01026421,0.0003496759,0.001635799,0.0001462752,0.0003428642,0.001989551],"genre_scores_gemma":[0.9749269,0.01649676,0.001644055,0.00401053,0.001407288,0.0005223867,0.00008766782,0.0001445798,0.0007598617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06318299,"threshold_uncertainty_score":0.9999966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03419427167431775,"score_gpt":0.2998134045358851,"score_spread":0.2656191328615673,"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."}}