{"id":"W4416693639","doi":"10.1158/1055-9965.c.8169914","title":"Data from The Role of Circulating Protein and Metabolite Biomarkers in the Development of Pancreatic Ductal Adenocarcinoma (PDAC): A Systematic Review and Meta-analysis","year":2025,"lang":"","type":"article","venue":"","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metabolite; Pancreatic ductal adenocarcinoma; Biomarker; Prospective cohort study; Cohort; Metabolomics; Relative risk; Insulin","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":[0.01347231,0.002903924,0.0156354,0.006810728,0.0007423101,0.003339733,0.00207684,0.001992929,0.005680836],"category_scores_gemma":[0.03296341,0.001455691,0.03634365,0.00898771,0.0007147074,0.002001051,0.001809573,0.002047506,0.0004678881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002468563,"about_ca_system_score_gemma":0.004911818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007277225,"about_ca_topic_score_gemma":0.01664524,"domain_scores_codex":[0.9891356,0.004289544,0.003812275,0.001131578,0.001255485,0.0003755461],"domain_scores_gemma":[0.9741421,0.019504,0.003667711,0.0006847764,0.001778615,0.0002226739],"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":[0.0009377433,0.00001933609,0.003767371,0.6485343,0.3335794,0.0001064336,0.00007801396,0.0002978342,0.0001885058,0.0001327648,0.0007716977,0.01158674],"study_design_scores_gemma":[0.0003504175,0.0001468656,0.005338018,0.0699448,0.9202473,0.0001382823,0.00005807857,0.000102251,0.0001159726,0.0002130155,0.003314245,0.00003080076],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"dataset","genre_scores_codex":[0.00236175,0.9957833,0.0003245984,0.0002001004,0.0001120681,0.0001844136,0.0008002518,0.00001292809,0.0002204701],"genre_scores_gemma":[0.084829,0.9098391,0.001462433,0.001045142,0.0002574451,0.0009053916,0.001334657,0.00002623772,0.0003006085],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.0156354,"threshold_uncertainty_score":0.07124931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1007191870153928,"score_gpt":0.3676193527367781,"score_spread":0.2669001657213853,"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."}}