{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004263823,0.0003270416,0.0008982054,0.001719461,0.0004331626,0.002224231,0.0005211676,0.000877151,0.00188066],"category_scores_gemma":[0.03248255,0.0002096793,0.001892703,0.002849312,0.0003854673,0.001711904,0.001334847,0.001612384,0.0003264115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006400302,"about_ca_system_score_gemma":0.001188291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007371266,"about_ca_topic_score_gemma":0.01075939,"domain_scores_codex":[0.9963357,0.001788871,0.0005203332,0.0001983919,0.0007905948,0.0003660365],"domain_scores_gemma":[0.9699754,0.01849836,0.007463546,0.001669886,0.00124258,0.00115019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007172726,0.00006186459,0.9956651,0.00003637154,0.0001369037,0.00004848278,0.00009639222,0.000122102,0.00006663708,0.0000867614,0.0001623693,0.002799727],"study_design_scores_gemma":[0.00004418582,0.0002899208,0.9960376,0.00005836213,0.0002638981,0.0002196654,0.0003618395,0.001044353,0.0001740906,0.0001638337,0.001329773,0.00001247129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930574,0.001734339,0.0004378921,0.0005716865,0.00003215639,0.00003781028,0.001372502,0.00001427624,0.002741848],"genre_scores_gemma":[0.9975706,0.0003988638,0.0004543964,0.00008137461,0.00003027922,0.0000188066,0.001194331,0.00001358818,0.0002376615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007371266,"threshold_uncertainty_score":0.02254951,"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."}}