{"id":"W1965702044","doi":"10.1016/j.gie.2005.11.051","title":"The importance of process issues as predictors of time to endoscopy in patients with acute upper-GI bleeding using the RUGBE data","year":2006,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia; McGill University Health Centre","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Canadian Association of Gastroenterology","keywords":"Medicine; Endoscopy; Internal medicine; Triage; Population; Confidence interval; Gastroenterology; Surgery; Emergency medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004406533,0.0003634968,0.0005684372,0.0001486368,0.0001456226,0.00003928149,0.0005987131,0.00002890107,0.0000556665],"category_scores_gemma":[0.0006029673,0.0002038839,0.00007592362,0.0005832906,0.000304536,0.0001835073,0.0002134688,0.0002541867,0.00001411985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001276356,"about_ca_system_score_gemma":0.0002625621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006704346,"about_ca_topic_score_gemma":0.00006039376,"domain_scores_codex":[0.9972564,0.00006048648,0.0007716588,0.0005280586,0.0007837388,0.000599654],"domain_scores_gemma":[0.9976402,0.0004534704,0.0004993278,0.0008486817,0.0004142146,0.0001441068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001725412,0.0005732898,0.9887091,0.00006263221,0.00008649615,0.00005236858,0.00007196065,0.0002871729,0.007773451,0.00004761897,0.000563188,0.00004734719],"study_design_scores_gemma":[0.006037991,0.009079249,0.9605151,0.005953593,0.0008948292,0.001407885,0.0005739193,0.001509251,0.01343239,0.0001323645,0.0001339044,0.0003294564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971561,0.0001247475,0.0001638728,0.00087554,0.00004528981,0.001087431,0.0001223772,0.00003897017,0.0003856964],"genre_scores_gemma":[0.9507323,0.000007896269,0.04870228,0.00006275991,0.0001247633,0.00004604114,0.0001219876,0.00005510487,0.0001468503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04853841,"threshold_uncertainty_score":0.8314143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01399539343127247,"score_gpt":0.2890300005855757,"score_spread":0.2750346071543032,"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."}}