{"id":"W2991663520","doi":"10.3748/wjg.v25.i45.6668","title":"Prognostic value of risk scoring systems for cirrhotic patients with variceal bleeding","year":2019,"lang":"en","type":"article","venue":"World Journal of Gastroenterology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Internal medicine; Receiver operating characteristic; Cirrhosis; Scoring system; Upper gastrointestinal bleeding; Gastroenterology; Gastrointestinal bleeding; Retrospective cohort study; Endoscopy","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":[0.002259651,0.0007660222,0.0005012772,0.002260902,0.0003082652,0.000744501,0.0002814074,0.0003081926,0.001189279],"category_scores_gemma":[0.008161929,0.0001215033,0.0005910362,0.001390128,0.0002656213,0.0005417291,0.0006011597,0.0004812504,0.0002805183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003363607,"about_ca_system_score_gemma":0.0004943958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001017825,"about_ca_topic_score_gemma":0.001180248,"domain_scores_codex":[0.998867,0.0004234782,0.0001985349,0.0001174194,0.0002708867,0.0001226508],"domain_scores_gemma":[0.9951901,0.001094929,0.002090832,0.0002042344,0.0008238173,0.0005960001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002766409,0.00001842259,0.9929115,0.00001999627,0.00006864825,0.00004449421,0.00002745685,0.0002136696,0.00009943839,0.00002957146,0.0002688936,0.006021192],"study_design_scores_gemma":[0.00007363962,0.0006112282,0.9891564,0.00005824562,0.0002013156,0.0006790786,0.0001767751,0.007520548,0.0003724356,0.0004158001,0.0007075875,0.00002697076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947302,0.001646275,0.001091568,0.0002477063,0.0000681653,0.00005486049,0.000759232,0.00002736995,0.001374615],"genre_scores_gemma":[0.9981729,0.0001943276,0.0006768127,0.00001924563,0.0000376624,0.00002486251,0.0007906112,0.000002603029,0.00008090544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002260902,"threshold_uncertainty_score":0.01195037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005879037498617012,"score_gpt":0.2150355834968004,"score_spread":0.2091565459981833,"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."}}