{"id":"W4387666868","doi":"10.1016/j.jhep.2023.10.007","title":"Predicting survival in patients with ‘non-high-risk’ acute variceal bleeding receiving β-blockers+ligation to prevent re-bleeding","year":2023,"lang":"en","type":"article","venue":"Journal of Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Ligation; Internal medicine; Surgery; Gastroenterology","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":[],"consensus_categories":[],"category_scores_codex":[0.0006490732,0.0001349874,0.0003992285,0.0005406003,0.00008725667,0.00001640698,0.00008709085,0.00009423399,0.00001608775],"category_scores_gemma":[0.00003534275,0.0001101253,0.00006500733,0.0005950094,0.00001795253,0.0002528729,0.00002603192,0.0003429056,0.00001134889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001489381,"about_ca_system_score_gemma":0.0001410644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001893081,"about_ca_topic_score_gemma":0.00009771687,"domain_scores_codex":[0.9984316,0.00009623014,0.0005524991,0.0001858528,0.000430936,0.0003028487],"domain_scores_gemma":[0.9989344,0.0001700583,0.0003881903,0.00009258942,0.0002363655,0.0001784303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00138275,0.0001306888,0.9939483,0.00007730955,0.0007224839,0.0002583786,0.002269925,0.0002359771,0.0004411959,0.000007491803,0.00007735177,0.0004480963],"study_design_scores_gemma":[0.003644899,0.001233434,0.9902429,0.0006038251,0.001494715,0.00006275575,0.0004311994,0.0009412765,0.001160224,0.00007159211,0.000004573978,0.000108602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978672,0.00001439828,0.0003329912,0.0008134525,0.0005665413,0.0002840734,0.00001022396,0.00002845079,0.00008271263],"genre_scores_gemma":[0.9985151,0.00009771514,0.00103541,0.00007565621,0.0001985566,0.000005932593,0.00003204413,0.00002207537,0.000017476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003705449,"threshold_uncertainty_score":0.4490779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00984658314994304,"score_gpt":0.2572334223220069,"score_spread":0.2473868391720639,"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."}}