{"id":"W2147239496","doi":"10.1136/gut.2009.198598","title":"Emergency endoscopy cover: cost and benefits?","year":2010,"lang":"en","type":"letter","venue":"Gut","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Endoscopy; Observational study; Emergency department; Intensive care medicine; Audit; Therapeutic endoscopy; Portal hypertension; Upper gastrointestinal bleeding; General surgery; Esophagogastroduodenoscopy; Emergency medicine; Medical emergency; Surgery; Internal medicine; Cirrhosis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005435977,0.0002872584,0.0004070162,0.00008997067,0.00006186332,0.00002178036,0.00006983943,0.0005078144,0.001209826],"category_scores_gemma":[0.00008908509,0.000230184,0.0001154112,0.00005471204,0.00004715073,0.00002679063,0.00005014119,0.001691247,0.0004814902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004319706,"about_ca_system_score_gemma":0.00004565739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008581215,"about_ca_topic_score_gemma":0.00001217834,"domain_scores_codex":[0.9987903,0.00001074175,0.0002250763,0.0003774854,0.0002571269,0.0003392232],"domain_scores_gemma":[0.9992931,0.00007250212,0.0001085726,0.0003151551,0.00008474934,0.0001259338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001320925,0.00005955069,0.07039306,0.0001295575,0.00007938357,0.0004576739,0.00001269496,1.468994e-7,0.0001471297,0.00002121237,0.927276,0.001410444],"study_design_scores_gemma":[0.0008193966,0.0004635776,0.02673797,0.0003610133,0.000429181,0.0004253284,0.000002622415,0.000003380302,0.0001782339,0.00004149324,0.9703703,0.0001675254],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05904728,0.002824244,0.00001102983,0.9237246,0.001764214,0.001051288,0.0003402069,0.0001273509,0.01110981],"genre_scores_gemma":[0.0324948,0.006475109,0.007858834,0.9045537,0.01612219,0.0005698685,0.002420443,0.0003064946,0.02919855],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04365509,"threshold_uncertainty_score":0.9997032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02916176325900781,"score_gpt":0.2767874102083003,"score_spread":0.2476256469492925,"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."}}