{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001669284,0.0007069092,0.002221256,0.0002678478,0.0003600493,0.00007182593,0.0007417318,0.001015543,0.00006103887],"category_scores_gemma":[0.003592074,0.0004315638,0.0009522871,0.0003830177,0.0005153284,0.0001069845,0.0002331458,0.001794975,0.00000541648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003421215,"about_ca_system_score_gemma":0.001763791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004379767,"about_ca_topic_score_gemma":0.0002587652,"domain_scores_codex":[0.9947593,0.0007096592,0.001128381,0.0008562418,0.001270553,0.00127593],"domain_scores_gemma":[0.9900095,0.006110249,0.001294725,0.001629996,0.0007742996,0.0001812649],"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":[0.02667585,0.001538078,0.3149646,0.03134947,0.02819387,0.0007207654,0.007498802,0.00002405173,0.04358724,0.002761084,0.4716153,0.07107096],"study_design_scores_gemma":[0.03728871,0.02907868,0.2192438,0.007684127,0.04565579,0.007413546,0.005042243,0.005516476,0.03782863,0.0103863,0.5911893,0.003672434],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2675592,0.004317922,0.01050884,0.6982741,0.000701244,0.01644982,0.001326676,0.00007737659,0.0007848857],"genre_scores_gemma":[0.9393209,0.0009181045,0.006804066,0.03756956,0.004776501,0.002663778,0.0003117923,0.0003326676,0.007302685],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6717617,"threshold_uncertainty_score":0.9998136,"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."}}