{"id":"W2584764138","doi":"10.1002/hep.29087","title":"Noninvasive assessment of varices needing treatment in patients with advanced chronic liver disease: No one should be left behind","year":2017,"lang":"en","type":"letter","venue":"Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transient elastography; Medicine; Varices; Chronic liver disease; Endoscopy; Esophageal varices; Confidence interval; Internal medicine; Portal hypertension; Elastography; Radiology; Hepatology; Liver disease; Gastroenterology; Ultrasound; Biopsy; Cirrhosis","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":[0.004079157,0.0004638828,0.001262744,0.0008919308,0.0004359492,0.001665167,0.001207204,0.005157448,0.001847188],"category_scores_gemma":[0.04369976,0.0002840737,0.0004982406,0.0007057384,0.001082834,0.002301818,0.0004132798,0.006333002,0.0009886661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006870679,"about_ca_system_score_gemma":0.0009261329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001160382,"about_ca_topic_score_gemma":0.002110814,"domain_scores_codex":[0.9976093,0.001004072,0.0004977299,0.000260549,0.0004822781,0.0001462339],"domain_scores_gemma":[0.9779313,0.0110075,0.002699062,0.0004145323,0.006829078,0.001118592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001438471,0.0001092388,0.04270699,0.002153695,0.0004122358,0.004793452,0.0003262522,0.0002119397,0.0007230704,0.001203976,0.8141121,0.1318085],"study_design_scores_gemma":[0.001240646,0.00109964,0.1301946,0.01498178,0.001952425,0.0471463,0.003569563,0.00728077,0.004059782,0.01532273,0.7724448,0.0007069967],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01407639,0.06639292,0.001147843,0.7665821,0.1494649,0.000028022,0.0002859288,0.00006946731,0.001952412],"genre_scores_gemma":[0.1406104,0.0525501,0.002423488,0.2679784,0.5334179,0.00005489152,0.0002342881,0.00009041825,0.002640212],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.005157448,"threshold_uncertainty_score":0.02157295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03387291337764312,"score_gpt":0.3046026072892388,"score_spread":0.2707296939115957,"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."}}