{"id":"W2987616933","doi":"10.1056/nejm-jw.na50181","title":"Updated International Guideline on Nonvariceal Upper Gastrointestinal Bleeding","year":2019,"lang":"en","type":"article","venue":"Journal watch","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Guideline; Upper gastrointestinal bleeding; Gastrointestinal bleeding; General surgery; Endoscopy; Internal medicine; Pathology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004017022,0.0002327836,0.0003187583,0.0001643605,0.0001040817,0.0001074887,0.0001691628,0.00004185734,0.003295419],"category_scores_gemma":[0.000142801,0.00016805,0.0002133674,0.0001472603,0.00002225181,0.0001405618,0.00005679491,0.0006136212,0.001108053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004237322,"about_ca_system_score_gemma":0.00009703526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000195316,"about_ca_topic_score_gemma":8.00804e-7,"domain_scores_codex":[0.9980956,0.00002143709,0.0005605273,0.0002799886,0.0006460034,0.0003964623],"domain_scores_gemma":[0.9987108,0.00008001617,0.0002239849,0.0001834497,0.0004884492,0.0003133186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006306714,0.0008760006,0.8656871,0.00001282939,0.0002014069,0.0008932667,0.00005401078,0.0002748347,0.01121345,0.0003052431,0.1183816,0.001469595],"study_design_scores_gemma":[0.02106744,0.01692426,0.6455531,0.005161381,0.0008184583,0.1296732,0.0008847446,0.01092761,0.005470871,0.0008793293,0.1616675,0.000972185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9244676,0.00001759345,0.0002937998,0.0612588,0.000934263,0.0002223944,0.000007453743,0.00006311388,0.01273493],"genre_scores_gemma":[0.9615119,0.00004658952,0.02981581,0.001748473,0.001194861,0.000004929814,0.00006415995,0.00004001365,0.005573316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2201341,"threshold_uncertainty_score":0.9996697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01553074747265572,"score_gpt":0.289963928760715,"score_spread":0.2744331812880593,"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."}}