{"id":"W2127839741","doi":"10.1016/j.mpdhp.2014.09.004","title":"Adenosquamous carcinoma of the ampulla of vater","year":2014,"lang":"en","type":"article","venue":"Diagnostic histopathology","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Histogenesis; Adenosquamous carcinoma; Ampulla of Vater; Pathology; Carcinoma; Medicine; Ampulla; Adenocarcinoma; Internal medicine; Immunohistochemistry; Cancer","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":[0.0001524586,0.00009723145,0.0003461982,0.00006552289,0.00003074272,8.319895e-7,0.0001273875,0.00008050371,0.0001229974],"category_scores_gemma":[0.001537445,0.00006370705,0.0001415638,0.0001275382,0.0003114569,0.00001003664,0.00007357644,0.0001217538,0.0000186125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002215387,"about_ca_system_score_gemma":0.00004856307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007953123,"about_ca_topic_score_gemma":0.000028122,"domain_scores_codex":[0.9991651,0.00009899017,0.0002749279,0.0001648698,0.0001375981,0.0001584763],"domain_scores_gemma":[0.9988833,0.0004995486,0.0001242475,0.0003430817,0.00009631903,0.00005348729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009098114,0.0002055738,0.9495003,0.0001786858,0.000005720048,0.00009952138,0.0009214994,0.000004310551,0.0407019,0.002652727,0.001677739,0.003961057],"study_design_scores_gemma":[0.0005854828,0.0005874099,0.980853,0.00004736219,0.0001021713,0.0002726339,0.00003914555,0.00003338651,0.01374703,0.0004004722,0.003266474,0.00006548737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919111,0.000409449,0.00005465793,0.0006804285,0.0003223691,0.0001616227,0.000007104518,0.00001103871,0.006442262],"genre_scores_gemma":[0.9987495,0.000005891182,0.0000715177,0.0003781558,0.00008718565,0.0000110264,0.00000465055,0.00001151,0.0006805457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03135266,"threshold_uncertainty_score":0.2597898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005624731335853771,"score_gpt":0.2019174983038854,"score_spread":0.1962927669680317,"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."}}