{"id":"W4251621278","doi":"10.1002/9780471420194.tnmc18.pub3","title":"Ampulla of Vater","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Ampulla of Vater; Medicine; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001870427,0.0001476506,0.0004301865,0.00009653811,0.00001002568,0.000003237168,0.00007694435,0.000145862,0.01259992],"category_scores_gemma":[0.00002637822,0.0001022625,0.000112001,0.00001757016,0.00004859786,0.000004376117,0.0000309775,0.00007473218,0.0001844962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001636536,"about_ca_system_score_gemma":0.00004096177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002381278,"about_ca_topic_score_gemma":0.0001671444,"domain_scores_codex":[0.9994851,0.000006452367,0.0001095413,0.0001577673,0.0001341415,0.0001070095],"domain_scores_gemma":[0.9991644,0.00001604569,0.0001689807,0.0005721516,0.00002222879,0.00005620912],"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":[0.00001446074,0.0006928879,0.005755109,0.0001139397,0.0002318879,0.0001411003,0.000007496524,8.281742e-9,0.00001988644,0.0000156063,0.9601265,0.03288108],"study_design_scores_gemma":[0.0009046053,0.00007753921,0.01497683,0.001003875,0.0002190134,0.00001602625,0.000002488387,0.000001216601,0.0001471583,0.00001049408,0.9825601,0.0000806883],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002783478,0.008199887,0.000002311701,0.0009403367,0.0003489645,0.0005124121,0.003178035,0.0001179721,0.9839166],"genre_scores_gemma":[0.003409354,0.001127107,0.002004956,0.0002037782,0.0006951506,0.00001595199,0.001784787,0.0002322661,0.9905267],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0328004,"threshold_uncertainty_score":0.9883027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03396979683778507,"score_gpt":0.3388172466755554,"score_spread":0.3048474498377703,"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."}}