{"id":"W2779754688","doi":"10.21037/cco.2017.12.06","title":"Risk factors, biomarker and imaging techniques used for pancreatic cancer screening","year":2017,"lang":"en","type":"article","venue":"Chinese Clinical Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Biomarker; Pancreatic cancer; Asymptomatic; Disease; Cancer; Case fatality rate; Modalities; Imaging biomarker; Oncology; Intensive care medicine; Internal medicine; Pathology; Radiology; Magnetic resonance imaging; Epidemiology","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":[0.001699976,0.001029759,0.001575314,0.003291282,0.0003654682,0.001329138,0.0006002706,0.0008483895,0.001518096],"category_scores_gemma":[0.004580141,0.0002794341,0.001291217,0.00332104,0.0004685437,0.0009921649,0.0003953036,0.001082529,0.0005189721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000623845,"about_ca_system_score_gemma":0.001165551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001781642,"about_ca_topic_score_gemma":0.001638579,"domain_scores_codex":[0.9987398,0.0003717235,0.000253668,0.0001651871,0.0004155773,0.00005400451],"domain_scores_gemma":[0.9984725,0.0007502646,0.0004297,0.00004971042,0.0002575056,0.00004039544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005585339,0.000250763,0.14246,0.01605975,0.001213838,0.002211653,0.0002855606,0.001100195,0.006163163,0.003674278,0.01020931,0.8158129],"study_design_scores_gemma":[0.0001798588,0.002053436,0.3734258,0.02922753,0.01005851,0.04255798,0.001263325,0.004871172,0.03172631,0.01412226,0.4901364,0.0003773184],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01624003,0.9655952,0.007892325,0.003070442,0.000500006,0.0001480859,0.0006800872,0.00009040397,0.005783534],"genre_scores_gemma":[0.1249175,0.8497705,0.02013822,0.00114593,0.0009175437,0.0002881081,0.001009254,0.00003111897,0.001781904],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003291282,"threshold_uncertainty_score":0.008990407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1462118945669006,"score_gpt":0.5289005938785718,"score_spread":0.3826886993116712,"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."}}