{"id":"W2028724765","doi":"10.1016/j.cgh.2011.07.025","title":"Management of Patients With Nonvariceal Upper Gastrointestinal Bleeding","year":2011,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"Population Health Research Institute; McMaster University; Guelph General Hospital; McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Upper gastrointestinal bleeding; Gastrointestinal bleeding; Internal medicine; General surgery; Gastroenterology; Endoscopy","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":[0.0002119361,0.0002033621,0.0006314219,0.00009007488,0.00004751723,0.00000249152,0.00008516928,0.00007511019,0.000155386],"category_scores_gemma":[0.00002554226,0.0001476169,0.0001138385,0.00005889669,0.0007274544,0.00003859157,0.0001128548,0.0002689177,0.00001304893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001658722,"about_ca_system_score_gemma":0.00001959955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001577879,"about_ca_topic_score_gemma":0.000007275879,"domain_scores_codex":[0.9983941,0.00007056863,0.0005898204,0.0004223708,0.0001117897,0.000411331],"domain_scores_gemma":[0.9990827,0.0001108346,0.0002243963,0.0002077608,0.0001467759,0.0002275581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004861352,0.002022899,0.990463,0.00008419983,0.0003263209,0.0003634741,0.00002822758,8.245404e-8,0.000001947634,0.0009798896,0.00007452777,0.0007940957],"study_design_scores_gemma":[0.00519192,0.01595309,0.9770748,0.0002253975,0.0005643538,0.0007073679,0.00007283536,0.00001690524,0.000008600536,0.00008632409,0.00003843402,0.00006000031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972733,0.0000223367,0.0007771525,0.0002943427,0.00009513342,0.0002754621,0.000006982117,0.00003086346,0.00122445],"genre_scores_gemma":[0.9436004,0.00004268456,0.05582889,0.0004180795,0.0000269683,0.00002231754,0.00001655126,0.00001563027,0.00002846335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05505174,"threshold_uncertainty_score":0.6019641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03942884923229073,"score_gpt":0.2916106510697937,"score_spread":0.2521818018375029,"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."}}