{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005192769,0.0008083971,0.001157908,0.002388837,0.0002470166,0.000931072,0.0005777356,0.0008728091,0.006447413],"category_scores_gemma":[0.002023843,0.0002907504,0.0009223067,0.001839864,0.0003407214,0.001104931,0.0007593803,0.001123715,0.001397517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000419104,"about_ca_system_score_gemma":0.001285924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001768577,"about_ca_topic_score_gemma":0.004506405,"domain_scores_codex":[0.9997045,0.0000715901,0.00005279579,0.00006975395,0.00007086829,0.00003036466],"domain_scores_gemma":[0.9995079,0.0002740944,0.00008554878,0.0000173179,0.00008758845,0.00002755105],"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":[0.00008836199,0.00005746129,0.001983435,0.03000329,0.0002918526,0.0003677801,0.00004116447,0.0001854886,0.000554891,0.0008568508,0.03436109,0.9312084],"study_design_scores_gemma":[0.0001319233,0.000202948,0.0107979,0.05665437,0.003074006,0.008697229,0.0002640343,0.0002457706,0.001014449,0.002860501,0.9159884,0.00006844045],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002701973,0.9967895,0.0001509778,0.0004683579,0.0002194781,0.00001011996,0.00007175018,0.00001113957,0.002008545],"genre_scores_gemma":[0.003765892,0.9937463,0.000392359,0.0008646072,0.000291597,0.00001207134,0.0001778813,0.000002905668,0.000746326],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006447413,"threshold_uncertainty_score":0.02156872,"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."}}