{"id":"W1581953309","doi":"10.1002/9780471420194.tnmc18.pub2","title":"Ampulla of Vater","year":2010,"lang":"en","type":"other","venue":"TNM Online","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Grading (engineering); Pathological; Distant metastasis; Stage (stratigraphy); Lymph node metastasis; Ampulla of Vater; Medicine; Metastasis; Lymph node; Pathology; Cancer; Internal medicine; Biology; Carcinoma; Paleontology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000833852,0.000155556,0.0004488784,0.0001772066,0.000008075329,0.000003494827,0.0001062709,0.0002677478,0.02685697],"category_scores_gemma":[0.0001902399,0.0001169919,0.00009632886,0.00007007937,0.0001201117,0.000004726744,0.00003899096,0.0007724436,0.0000797082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007617771,"about_ca_system_score_gemma":0.00006562323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001481006,"about_ca_topic_score_gemma":0.0000332161,"domain_scores_codex":[0.9992406,0.00001259046,0.0002002904,0.0001844657,0.0002080359,0.0001540398],"domain_scores_gemma":[0.9993288,0.0000262459,0.0001540704,0.000349562,0.00002733219,0.0001139802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001328907,0.0001584782,0.0005124489,0.0002645924,0.00008359063,0.00004791986,0.00002026482,1.627272e-7,0.002103294,0.00004422855,0.9489145,0.04783728],"study_design_scores_gemma":[0.0005597938,0.00004608481,0.0006446371,0.0005246251,0.00009003302,0.00004188645,0.000004223685,0.0002556604,0.00006137076,0.00002566968,0.997641,0.0001050137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003817864,0.0009594635,0.0003505217,0.003507992,0.001191946,0.0003907903,0.0006791512,0.0003150471,0.9887872],"genre_scores_gemma":[0.0006654807,0.0002024526,0.02369845,0.0009924013,0.001833541,0.000003006313,0.00132005,0.0004078729,0.9708768],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04872654,"threshold_uncertainty_score":0.9740326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00866929431326784,"score_gpt":0.3089904714210822,"score_spread":0.3003211771078144,"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."}}