{"id":"W3214829650","doi":"10.1158/1055-9965.epi-21-0616","title":"The Role of Circulating Protein and Metabolite Biomarkers in the Development of Pancreatic Ductal Adenocarcinoma (PDAC): A Systematic Review and Meta-analysis","year":2021,"lang":"en","type":"review","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission; HORIZON EUROPE Marie Sklodowska-Curie Actions; Cancer Research UK","keywords":"Pancreatic ductal adenocarcinoma; Metabolite; Meta-analysis; Medicine; Internal medicine; Oncology; Pancreatic carcinoma; Adenocarcinoma; Pancreatic cancer; Cancer research; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01081849,0.002727706,0.0176686,0.007458638,0.0007358214,0.003059166,0.002200915,0.002129959,0.003185854],"category_scores_gemma":[0.02565085,0.001460932,0.03515195,0.009112105,0.0006620848,0.00145724,0.001558307,0.001515276,0.0003088771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002569269,"about_ca_system_score_gemma":0.004893512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008653991,"about_ca_topic_score_gemma":0.01857472,"domain_scores_codex":[0.9929502,0.003010735,0.002165903,0.0007797371,0.0008215035,0.000271913],"domain_scores_gemma":[0.9816555,0.0134266,0.002664027,0.000503756,0.001518022,0.00023207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001177908,0.00002079851,0.005343547,0.528726,0.4516733,0.0001748891,0.00008149955,0.0004947528,0.0002492793,0.0001207863,0.0006287033,0.01130856],"study_design_scores_gemma":[0.0002266451,0.0001516411,0.00422684,0.03712,0.9561359,0.0001277069,0.00004132638,0.0001409704,0.00009887633,0.0001251106,0.001583565,0.00002140946],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00265577,0.9960654,0.0003155795,0.0001436008,0.00008312133,0.0001634861,0.000415157,0.00001496326,0.0001429786],"genre_scores_gemma":[0.08298448,0.9129623,0.001493506,0.0005968855,0.0001834705,0.0007701815,0.0007426568,0.00002151167,0.0002450008],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0176686,"threshold_uncertainty_score":0.05721438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1635781905069193,"score_gpt":0.4489693261316782,"score_spread":0.2853911356247588,"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."}}