{"id":"W4409000528","doi":"10.1007/s11894-025-00976-6","title":"Future of Endoscopy in Surveillance of Esophageal Varices","year":2025,"lang":"en","type":"review","venue":"Current Gastroenterology Reports","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Endoscopy; Esophageal varices; Varices; Gastroenterology; General surgery; Internal medicine; Portal hypertension; Cirrhosis","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":[0.002465919,0.001116497,0.002875824,0.003937877,0.0002732646,0.002043077,0.001521571,0.002100083,0.004780387],"category_scores_gemma":[0.003353371,0.0004850072,0.001334255,0.003124292,0.0008170985,0.002951124,0.0009845031,0.003042432,0.001841112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009762178,"about_ca_system_score_gemma":0.00170892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001843274,"about_ca_topic_score_gemma":0.00442527,"domain_scores_codex":[0.9992719,0.0002063986,0.0001508254,0.0001186859,0.0001975063,0.00005464696],"domain_scores_gemma":[0.9971316,0.001649587,0.0004143982,0.00004822277,0.0006086156,0.0001475622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001483196,0.00005656494,0.000580514,0.03802364,0.0003545107,0.0003117941,0.00006797497,0.0003964164,0.0007194784,0.001908786,0.03650186,0.9209302],"study_design_scores_gemma":[0.0001438955,0.0003486064,0.003890213,0.03742578,0.00167619,0.002917477,0.0002769756,0.0005530078,0.0002916787,0.002926157,0.9494563,0.00009367333],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003090422,0.9992231,0.00005490987,0.0002779608,0.0002056054,0.00000149284,0.000007525569,0.00000407769,0.0001942594],"genre_scores_gemma":[0.0003799355,0.9982627,0.000183642,0.0005283562,0.0004753804,0.000002985222,0.000020446,0.000001387509,0.0001450932],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004780387,"threshold_uncertainty_score":0.01599199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01785737546117725,"score_gpt":0.3356912012488884,"score_spread":0.3178338257877111,"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."}}