{"id":"W2912130653","doi":"10.1097/mpa.0000000000001223","title":"How Can We Practically Implement Screening for Intraductal Papillary Mucinous Neoplasm of the Pancreas as the Main Focus for Early Detection of Pancreatic Adenocarcinoma?","year":2019,"lang":"en","type":"letter","venue":"Pancreas","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Intraductal papillary mucinous neoplasm; Pancreas; Focus (optics); General surgery; Adenocarcinoma; Medicine; Internal medicine; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003589676,0.000580047,0.0007589264,0.00136531,0.002468891,0.0031949,0.001723562,0.02074509,0.009782306],"category_scores_gemma":[0.0287355,0.0005145353,0.001059284,0.0005220185,0.002368057,0.006014236,0.002617334,0.02169705,0.007219833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004299706,"about_ca_system_score_gemma":0.005837348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008741751,"about_ca_topic_score_gemma":0.008595455,"domain_scores_codex":[0.9977611,0.0008650632,0.0003108228,0.0002405761,0.0004124741,0.0004099298],"domain_scores_gemma":[0.9880155,0.005731816,0.000662311,0.0004771228,0.002604751,0.002508559],"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":[0.0002664292,0.0005229915,0.01989004,0.0004244604,0.00007972565,0.0180993,0.0006272251,0.001203903,0.002007588,0.007427434,0.8084258,0.1410251],"study_design_scores_gemma":[0.000521811,0.0005827095,0.02128778,0.004531085,0.0002009032,0.03932878,0.006695295,0.003842765,0.002273163,0.1150413,0.8053158,0.0003786107],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00181588,0.002778419,0.0008428002,0.9843674,0.006768771,0.00002946184,0.0000368474,0.00004516227,0.003315217],"genre_scores_gemma":[0.05278578,0.01676448,0.007056439,0.8539075,0.06194643,0.0001642553,0.0002161242,0.00008963478,0.007069365],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02074509,"threshold_uncertainty_score":0.0327251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0369517461310504,"score_gpt":0.3038228270949565,"score_spread":0.2668710809639061,"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."}}