{"id":"W2793080367","doi":"10.1093/jcag/gwy009.229","title":"A229 QUALITY ASSESSMENT OF SURVEILLANCE PATTERNS OF PATIENTS WITH BRANCH DUCT TYPE INTRADUCTAL PAPILLARY MUCINOUS NEOPLASMS (BD-IPMN)","year":2018,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Multiple and Secondary Primary Cancers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Medicine; Radiology; Intraductal papillary mucinous neoplasm; Demographics; Malignancy; Endoscopic ultrasound; Cyst; Pancreatic duct; General surgery; Internal medicine; Pancreas","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008188855,0.0001172141,0.0006274258,0.0001696223,0.00004873015,0.000004382743,0.0001958714,0.00009730839,0.0001682625],"category_scores_gemma":[0.0002406077,0.00008521679,0.0001461264,0.0001217152,0.0001143947,0.00007639253,0.00002204146,0.0002674173,4.272616e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009073234,"about_ca_system_score_gemma":0.001090487,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00610181,"about_ca_topic_score_gemma":0.1900944,"domain_scores_codex":[0.998001,0.0003606318,0.0007792547,0.00011288,0.0004798782,0.0002663469],"domain_scores_gemma":[0.9961432,0.00008752562,0.00204754,0.0002283254,0.001324236,0.0001691696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001028552,0.00009819981,0.9960647,0.00006626073,0.0004167993,0.000002740982,0.0002030529,0.00002438388,0.0006586446,0.00001011575,0.001169404,0.0002571091],"study_design_scores_gemma":[0.003293181,0.003379786,0.9923835,0.0000617152,0.00007436245,0.00002116537,0.00003564865,0.00001451029,0.000270823,0.000009776732,0.0004121758,0.00004339853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996282,0.00001134482,0.00004008164,0.002439566,0.0006957139,0.0001662646,0.0002043351,0.000001717114,0.0001589718],"genre_scores_gemma":[0.9985377,0.00002460411,0.0002143059,0.0009819893,0.0001470671,5.746954e-7,0.00002221874,0.00001188026,0.00005962925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1839926,"threshold_uncertainty_score":0.9224153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01100326223421474,"score_gpt":0.2576444958889752,"score_spread":0.2466412336547605,"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."}}