{"id":"W2768312475","doi":"10.1016/j.suc.2017.09.001","title":"Prevention and Early Detection of Pancreatic Cancer","year":2017,"lang":"en","type":"review","venue":"Surgical Clinics of North America","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreatic cancer; Cancer; General surgery; Intensive care medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004191261,0.0002222478,0.003593284,0.0001578633,0.00006062014,0.000005871554,0.0001493097,0.0002771422,0.00008497563],"category_scores_gemma":[0.0005966055,0.0001612817,0.0005496807,0.0001783887,0.0006260337,0.00003732451,0.00009078196,0.0004802318,0.00001088983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004192468,"about_ca_system_score_gemma":0.0007350181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003450354,"about_ca_topic_score_gemma":0.00004244649,"domain_scores_codex":[0.9978181,0.0002398068,0.001074238,0.0003206048,0.000323115,0.0002241647],"domain_scores_gemma":[0.9968569,0.000931797,0.00133573,0.0004951052,0.0001980732,0.0001824548],"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":[0.0001428398,0.000137509,0.04960855,0.009769657,0.0004699656,0.00002767011,0.00001325529,3.89285e-8,5.714088e-8,0.000002135102,0.000008236783,0.9398201],"study_design_scores_gemma":[0.0008375328,0.001795378,0.03217967,0.007919281,0.00429125,0.00004284256,0.000004040576,0.00001583123,2.671855e-7,0.00002536969,0.9527396,0.0001489276],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03451452,0.9634429,0.00002696309,0.00001389519,0.00008705584,0.0008334139,0.00004651595,0.00001094942,0.001023761],"genre_scores_gemma":[0.004376235,0.9938216,0.0001889812,0.000003810919,0.0001372462,0.0001041776,0.00003423366,0.00002449757,0.001309189],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9527314,"threshold_uncertainty_score":0.6576876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1352420317033634,"score_gpt":0.4805129496207722,"score_spread":0.3452709179174087,"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."}}