{"id":"W4411325839","doi":"10.13105/wjma.v13.i2.107997","title":"Liquid biopsy in hepatobiliary and pancreatic cancers: A paradigm shift in early detection, prognostic stratification, and perioperative monitoring","year":2025,"lang":"en","type":"article","venue":"World Journal of Meta-Analysis","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Liquid biopsy; Perioperative; Biopsy; Circulating tumor cell; Pancreatic cancer; Internal medicine; Oncology; Intensive care medicine; Cancer; Radiology","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":[0.05478546,0.001036439,0.005524958,0.004162952,0.0003527583,0.003878277,0.001708859,0.00204421,0.001525191],"category_scores_gemma":[0.09195911,0.0005523876,0.00695475,0.004629472,0.00150184,0.003404785,0.001215368,0.001961323,0.0002181541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003098023,"about_ca_system_score_gemma":0.007398156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004272748,"about_ca_topic_score_gemma":0.006161328,"domain_scores_codex":[0.9642195,0.02349139,0.00616448,0.001661009,0.004099349,0.0003643765],"domain_scores_gemma":[0.8685212,0.1094493,0.01206428,0.002827141,0.006693883,0.0004442037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001851092,0.00007482416,0.01031082,0.5367497,0.04805498,0.0001565386,0.0003564196,0.001194005,0.0008288502,0.006098456,0.006540258,0.387784],"study_design_scores_gemma":[0.001022775,0.001361645,0.03102998,0.670726,0.1568803,0.001108825,0.0008684922,0.002192423,0.00180956,0.02495117,0.1078132,0.0002355722],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006429797,0.9958847,0.000825141,0.002091164,0.0002297166,0.00003858564,0.00008208455,0.000006749151,0.000198902],"genre_scores_gemma":[0.05469404,0.9310113,0.006800761,0.005593058,0.001155078,0.0003590749,0.0002377687,0.00002067173,0.0001283408],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05478546,"threshold_uncertainty_score":0.2897367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02096108498534073,"score_gpt":0.2837272307396355,"score_spread":0.2627661457542947,"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."}}