{"id":"W4295280957","doi":"10.1158/2767-9764.crc-22-0190","title":"Diagnostic Accuracy of Blood-based Biomarkers for Pancreatic Cancer: A Systematic Review and Meta-analysis","year":2022,"lang":"en","type":"review","venue":"Cancer Research Communications","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Meath Foundation","keywords":"Meta-analysis; Pancreatic cancer; Medicine; Systematic review; Internal medicine; Oncology; Cancer; MEDLINE; Biology","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006717415,0.0004454041,0.01164994,0.001353141,0.0006488197,0.00003878433,0.001884051,0.0002131601,0.002558046],"category_scores_gemma":[0.01961687,0.0003144409,0.002601492,0.00405205,0.001050593,0.00005768995,0.0008189156,0.001209163,0.000006395313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005803324,"about_ca_system_score_gemma":0.004849366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0018954,"about_ca_topic_score_gemma":0.0004345949,"domain_scores_codex":[0.99133,0.004518693,0.001818542,0.0006303115,0.001064011,0.0006384102],"domain_scores_gemma":[0.9469617,0.04589253,0.001009522,0.00480105,0.001027316,0.000307902],"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":[0.00001191409,0.0002525303,0.00004468778,0.7321817,0.2633856,0.000004348119,0.0000344712,3.772801e-7,2.088075e-7,0.0001154839,0.001198308,0.002770436],"study_design_scores_gemma":[0.0003387306,0.0001838432,0.000004958028,0.05284447,0.7871256,0.00001110899,0.00004383594,0.0001064271,2.754495e-7,0.00002012204,0.1591357,0.0001849052],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000195651,0.9752858,0.00002893174,0.003617226,0.00001112135,0.01877783,0.001963383,0.00002789643,0.0002858345],"genre_scores_gemma":[0.00002717156,0.8718106,0.0009335603,0.0002124811,0.00001493844,0.1253408,0.0007105219,0.00006758574,0.0008824109],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6793372,"threshold_uncertainty_score":0.9999307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5081880451646883,"score_gpt":0.5801279835435706,"score_spread":0.07193993837888235,"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."}}