{"id":"W3091813301","doi":"10.4103/sjg.sjg_297_20","title":"Upper gastrointestinal bleeding","year":2021,"lang":"en","type":"article","venue":"Saudi Journal of Gastroenterology","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Upper gastrointestinal bleeding; Intensive care unit; Medical record; Retrospective cohort study; Comorbidity; Mortality rate; Cohort; Intensive care; Gastrointestinal bleeding; Internal medicine; Endoscopy; Emergency medicine; General surgery; Intensive care medicine","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":[0.0002946976,0.0001960979,0.0006053334,0.0001918913,0.00005527394,0.00002378889,0.0001023058,0.00003572609,0.0004097788],"category_scores_gemma":[0.0003981091,0.0001587022,0.0003691824,0.0001247685,0.00009742277,0.00009462547,0.00006923335,0.000432104,0.00002840951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001200212,"about_ca_system_score_gemma":0.0001540511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002401575,"about_ca_topic_score_gemma":0.000004697015,"domain_scores_codex":[0.9983111,0.0000755302,0.0006253812,0.0002072558,0.0003132606,0.0004674781],"domain_scores_gemma":[0.998248,0.0000946162,0.0003865087,0.0001748495,0.0007729269,0.0003230816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001119067,0.0006201933,0.9730374,0.00004163201,0.0001918683,0.005674753,0.00002907511,0.00001944754,0.01568874,0.00008596321,0.003045031,0.0004468049],"study_design_scores_gemma":[0.004880534,0.01227857,0.6882125,0.001174091,0.0004720229,0.288584,0.0002599257,0.00003253029,0.002932352,0.0001671687,0.0009304389,0.00007590614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988368,0.0003155945,0.002148469,0.008082593,0.0003427635,0.00006479208,0.00000350753,0.00001721903,0.0006570593],"genre_scores_gemma":[0.9484003,0.00008427304,0.0497431,0.001120963,0.000458594,0.0000024558,0.000005650561,0.000023205,0.0001614438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2848249,"threshold_uncertainty_score":0.6471689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830771932455341,"score_gpt":0.2699061133665984,"score_spread":0.251598394042045,"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."}}