{"id":"W2922139622","doi":"10.1093/jcag/gwz006.021","title":"A22 ROUTINE GASTROINTESTINAL REFERRAL WAIT LIST REDUCTION VIA AN ENHANCED PRIMARY CARE PATHWAY","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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Medicine; Referral; Triage; Irritable bowel syndrome; Emergency medicine; Primary care; Interim; Family 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008671492,0.0001294609,0.0003800293,0.0003855774,0.0001290929,0.00004342317,0.0003744839,0.0001375126,0.00007479156],"category_scores_gemma":[0.0001694344,0.0001064521,0.000146269,0.0001843702,0.00003817745,0.0004103739,0.00004919029,0.0004290209,0.00001646295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001471913,"about_ca_system_score_gemma":0.0003025059,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02986643,"about_ca_topic_score_gemma":0.3727064,"domain_scores_codex":[0.9983954,0.0001158403,0.0006360089,0.0001465325,0.0002953997,0.0004107949],"domain_scores_gemma":[0.9968841,0.00001540909,0.00192312,0.0002218972,0.0009006539,0.00005479546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002337786,0.00004407554,0.9873586,0.0001549067,0.00005813318,0.000008894577,0.0001219105,0.0001029981,0.007935503,0.0007730811,0.001405712,0.001802362],"study_design_scores_gemma":[0.003569694,0.001475251,0.9669987,0.0004288228,0.0001059923,0.0006030085,0.001122658,0.000214348,0.0002686086,0.0006678164,0.02431857,0.0002265317],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900731,0.000008388511,0.00007369033,0.006543604,0.001495858,0.0001913863,0.00001094762,0.00001417386,0.001588877],"genre_scores_gemma":[0.9973838,9.84741e-7,0.0001758869,0.001240522,0.0008678117,0.000002089564,0.00001914969,0.00001731654,0.0002924006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3428399,"threshold_uncertainty_score":0.9765938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009016040448133346,"score_gpt":0.2076718726240254,"score_spread":0.1986558321758921,"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."}}