{"id":"W2790717283","doi":"10.1093/jcag/gwy009.231","title":"A231 URGENT PRIORITY ENDOSCOPY PATHWAY IN A HIGH VOLUME CENTRAL ACCESS MODEL: OPTIMIZING GASTROENTEROLGY CARE FOR THE SICKEST PATIENTS","year":2018,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Medicine; Esophagogastroduodenoscopy; Referral; Triage; Endoscopy; Emergency medicine; Colonoscopy; Dysphagia; Sigmoidoscopy; General surgery; Surgery; Internal medicine; Cancer; Family medicine; Colorectal cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003100148,0.0003242899,0.0003998508,0.0007365713,0.001610596,0.004416862,0.001441239,0.0008777952,0.006884577],"category_scores_gemma":[0.006700905,0.0003916165,0.0005565892,0.0009953139,0.0007486781,0.002149563,0.003407064,0.001066634,0.0009573012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005346214,"about_ca_system_score_gemma":0.009366078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0137671,"about_ca_topic_score_gemma":0.02816859,"domain_scores_codex":[0.9964372,0.001522246,0.0001790772,0.0005676425,0.0004492624,0.0008445928],"domain_scores_gemma":[0.9926274,0.0006571079,0.00097792,0.0002425173,0.000667792,0.004827344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004201616,0.005973617,0.7722879,0.000605683,0.0002720802,0.004761463,0.002297786,0.01608546,0.00332928,0.006164465,0.02970173,0.1543189],"study_design_scores_gemma":[0.003020788,0.0256808,0.7170528,0.001216407,0.0004263855,0.01096502,0.01790496,0.1807515,0.002332413,0.008495602,0.03177125,0.000382134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858833,0.000463119,0.004321623,0.003301909,0.0001228045,0.00046378,0.000426025,0.0002056908,0.00481174],"genre_scores_gemma":[0.9902387,0.000327797,0.007198676,0.0006935341,0.0001217786,0.0001780521,0.000422972,0.00002473873,0.0007937661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9862329,"threshold_uncertainty_score":0.03878963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01128482335551254,"score_gpt":0.2517655475666666,"score_spread":0.240480724211154,"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."}}