{"id":"W2745837416","doi":"10.1007/s00261-017-1308-z","title":"Pancreatic cancer screening","year":2017,"lang":"en","type":"review","venue":"Abdominal Radiology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"","keywords":"Medicine; Pancreatic cancer; Internal medicine; Hepatology; Pancreatic Intraepithelial Neoplasia; Pancreas; Intraductal papillary mucinous neoplasm; Cancer; Adenocarcinoma; Population; Oncology; Pancreatic disease; Gastroenterology; Pancreatic ductal adenocarcinoma","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007243856,0.0004781739,0.005643887,0.0003097328,0.0002646821,0.00002125585,0.0004745872,0.000884777,0.001908661],"category_scores_gemma":[0.0008463087,0.0003358001,0.0006943732,0.000108709,0.000654057,0.00003958595,0.0001460127,0.001055913,0.0004548383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002561354,"about_ca_system_score_gemma":0.001728608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003196797,"about_ca_topic_score_gemma":0.00002060582,"domain_scores_codex":[0.9973083,0.0004058374,0.0007070829,0.0006128027,0.000230315,0.0007356603],"domain_scores_gemma":[0.9971101,0.0009392761,0.000527761,0.0009949428,0.0001004621,0.0003275044],"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":[0.0001286063,0.00003901221,0.001429045,0.007756703,0.001400301,0.0008342362,0.00002604535,2.90394e-8,5.493645e-7,0.00008967126,0.005534792,0.982761],"study_design_scores_gemma":[0.0008217542,0.0003948247,0.0006240925,0.012212,0.007672986,0.004965615,0.00001176519,0.00003896505,1.641262e-7,0.00002573544,0.9729631,0.0002689911],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000578843,0.9791443,0.0001688581,0.0002224968,0.0003018984,0.001149544,0.00002727898,0.00004253631,0.01888515],"genre_scores_gemma":[0.00001665046,0.9763045,0.001992995,0.0001306721,0.001288394,0.0006539741,0.0001040063,0.00007076997,0.01943806],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.982492,"threshold_uncertainty_score":0.9999094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2370319542599683,"score_gpt":0.5031211779632206,"score_spread":0.2660892237032524,"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."}}