{"id":"W2922298562","doi":"10.1093/jcag/gwz006.096","title":"A97 QUALITY OVER QUANTITY: THE ASSOCIATION BETWEEN QUALITY OF REFERRALS RECEIVED BY IBD SPECIALISTS AND PATIENT OUTCOMES","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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Health Sciences Centre","funders":"","keywords":"Medicine; Referral; Triage; Specialty; Family medicine; Disease; Inflammatory bowel disease; Quality management; Quality (philosophy); Emergency medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003983621,0.0001145363,0.0006619055,0.0001980404,0.0001158102,0.0000428392,0.0003088076,0.0002319557,0.00004082408],"category_scores_gemma":[0.00180093,0.00007739093,0.0001732817,0.0001617291,0.00004323402,0.0002294795,0.00006974704,0.0003373597,0.000004404086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008520795,"about_ca_system_score_gemma":0.0001128854,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1254927,"about_ca_topic_score_gemma":0.4930657,"domain_scores_codex":[0.9973915,0.0004927449,0.001187301,0.0001183059,0.0005052576,0.0003049056],"domain_scores_gemma":[0.9933427,0.0002722084,0.005502453,0.0002138632,0.0006355249,0.00003327166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000399768,0.00001743198,0.9860787,0.00004182175,0.0001825457,1.883402e-7,0.00006848361,0.000001753803,0.000137863,0.001421139,0.01176009,0.0002499716],"study_design_scores_gemma":[0.0007447293,0.00007493808,0.9729233,0.00002596004,0.0000452578,5.756151e-7,0.0001345251,0.000002423939,0.000009625783,0.0007307798,0.02526228,0.00004558469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498714,0.00001676244,0.000003736426,0.04856672,0.0008890001,0.0002214937,0.00007178047,0.000004580472,0.0003545397],"genre_scores_gemma":[0.9960554,0.000006832227,0.00001055367,0.00353261,0.0001709824,0.000001409719,0.000005683012,0.000009006585,0.0002075297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.367573,"threshold_uncertainty_score":0.8803307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02852812611722953,"score_gpt":0.2832664154609204,"score_spread":0.2547382893436908,"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."}}