{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0169263,0.00283093,0.01822079,0.008210901,0.0007191645,0.003449989,0.002267899,0.002150788,0.003029292],"category_scores_gemma":[0.04847044,0.001458737,0.03664139,0.009118349,0.0007840011,0.002037135,0.001621731,0.001810938,0.0003879479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00267627,"about_ca_system_score_gemma":0.004529911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008120675,"about_ca_topic_score_gemma":0.01835524,"domain_scores_codex":[0.9873182,0.005780895,0.003700194,0.001403455,0.001423092,0.0003741583],"domain_scores_gemma":[0.9632034,0.02908492,0.003969786,0.0009364497,0.002499972,0.0003055378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001210716,0.00001695869,0.007021324,0.4513906,0.5271911,0.0001406253,0.00009284673,0.000507949,0.0002062641,0.000124091,0.0007378385,0.01135973],"study_design_scores_gemma":[0.0002215674,0.0001074006,0.004314529,0.0318708,0.9613174,0.0001037266,0.00003663568,0.0001706111,0.00009656412,0.0001492201,0.001589318,0.0000222809],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002878584,0.9954276,0.0004500523,0.0001918232,0.00009323561,0.0001706992,0.000592928,0.00001927999,0.0001756688],"genre_scores_gemma":[0.1383016,0.8551919,0.00243378,0.0009996436,0.0002963465,0.001009491,0.001457834,0.00003927279,0.0002700416],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01822079,"threshold_uncertainty_score":0.08951592,"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."}}