{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001660792,0.0008168085,0.0006019229,0.002472341,0.001240219,0.001654271,0.0008953128,0.001265765,0.07031961],"category_scores_gemma":[0.001425274,0.0001906097,0.0008533116,0.00176127,0.0009059704,0.0009781767,0.001401428,0.001120458,0.02363907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001009575,"about_ca_system_score_gemma":0.0005962506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003567772,"about_ca_topic_score_gemma":0.003773688,"domain_scores_codex":[0.9995857,0.00002939087,0.000033711,0.0001105337,0.0001176705,0.0001229232],"domain_scores_gemma":[0.9997414,0.00005889271,0.00004547241,0.00006219445,0.00003429251,0.00005770155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009626662,0.0002158408,0.02718248,0.001271635,0.0002802138,0.2234401,0.0006806505,0.001730044,0.02402679,0.02018553,0.1019155,0.5981086],"study_design_scores_gemma":[0.00006503996,0.0002656965,0.03921852,0.0007832246,0.00009994115,0.5531279,0.0005323461,0.0007282422,0.006315629,0.007982216,0.3908162,0.00006504765],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2246386,0.05175059,0.02158972,0.006721249,0.008043902,0.0004857825,0.01629955,0.003723677,0.6667469],"genre_scores_gemma":[0.6991715,0.007254628,0.006870205,0.003784668,0.001578133,0.0001532311,0.003901722,0.0005645122,0.2767214],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07031961,"threshold_uncertainty_score":0.2352425,"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."}}