{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002050413,0.00009075303,0.0003591605,0.000255536,0.00002146701,0.000006471893,0.00005393409,0.0000214173,0.00001041551],"category_scores_gemma":[0.00000931924,0.00006617609,0.00008776123,0.00007717669,0.00002626535,0.0001001838,0.000006697174,0.0001430228,0.000001918293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003374427,"about_ca_system_score_gemma":0.00004024031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001089108,"about_ca_topic_score_gemma":0.000006603856,"domain_scores_codex":[0.9990636,0.00005574818,0.0003856275,0.00009828446,0.0002038661,0.000192935],"domain_scores_gemma":[0.998894,0.0001311517,0.0005132075,0.00007851972,0.0002879837,0.00009509818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0074735,0.0001868929,0.9898705,0.0004133956,0.0007447514,0.00001853186,0.0001532057,0.0009121192,0.0001145515,0.00007537322,0.00001001726,0.00002709852],"study_design_scores_gemma":[0.007837918,0.005344773,0.9828548,0.000787992,0.002395394,0.0001264485,0.00006676288,0.000491098,0.00003198858,0.00002261367,0.000005943646,0.00003421589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954566,0.00009008111,0.003497466,0.00003903813,0.00044234,0.0004120858,0.00001950653,0.000004649081,0.00003825291],"genre_scores_gemma":[0.9990785,0.00002612613,0.0006896909,0.00004471275,0.0001168189,0.000003702028,0.00001153647,0.00001360417,0.00001527913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007015712,"threshold_uncertainty_score":0.2698583,"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."}}