{"id":"W2917126673","doi":"10.1093/jcag/gwz002","title":"Examining the Association Between Referral Quality, Wait Time and Patient Outcomes for Patients Referred to an IBD Specialty Program","year":2019,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Nova Scotia Health Authority","funders":"","keywords":"Referral; Medicine; Specialty; Triage; Family medicine; Disease; Metric (unit); Health care; Quality management; Inflammatory bowel disease; Emergency medicine; Pediatrics; Internal medicine","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":[0.00663777,0.0001847227,0.0004083947,0.002025491,0.0005803295,0.001112651,0.0007167144,0.0005667695,0.001796409],"category_scores_gemma":[0.03804,0.0001907209,0.0008170475,0.002981054,0.0005149733,0.000796826,0.0007990322,0.0009749491,0.0001265087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003977892,"about_ca_system_score_gemma":0.005809732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06637589,"about_ca_topic_score_gemma":0.1162575,"domain_scores_codex":[0.9962256,0.00108614,0.0007101592,0.0003664774,0.001126622,0.0004849125],"domain_scores_gemma":[0.9442319,0.02104419,0.02358063,0.0005863637,0.006760106,0.003796795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004592129,0.00001932054,0.9988257,0.00002812935,0.00005081947,0.000009996978,0.00007402784,0.00002886527,0.00001001253,0.00000855193,0.00004389507,0.0008545587],"study_design_scores_gemma":[0.00000632747,0.0001500514,0.9987301,0.00004147114,0.00007098473,0.00004230901,0.0004857852,0.0003485509,0.00002176144,0.00001662416,0.00008173519,0.00000431319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983041,0.0007273431,0.0001244245,0.0002399493,0.000007376333,0.00002929812,0.0002820031,0.000003240776,0.0002822888],"genre_scores_gemma":[0.9991975,0.0001844678,0.0002524166,0.00003036443,0.000009428771,0.00001969335,0.0002517474,0.00000129222,0.00005295706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06637589,"threshold_uncertainty_score":0.131979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03178803360536134,"score_gpt":0.2780279992481653,"score_spread":0.246239965642804,"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."}}