{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001929961,0.0001122462,0.0004305477,0.0002534398,0.0001641348,0.00007938225,0.0003005874,0.0001770758,0.00001359901],"category_scores_gemma":[0.001352539,0.000075861,0.0001008305,0.0001399181,0.0000155479,0.0002493018,0.00007260696,0.000226317,0.000008967534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009019718,"about_ca_system_score_gemma":0.00008423509,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01092674,"about_ca_topic_score_gemma":0.2676425,"domain_scores_codex":[0.9982337,0.0001795855,0.0007223726,0.0001324819,0.0003557901,0.0003760889],"domain_scores_gemma":[0.9966589,0.0001659619,0.002214713,0.0001701132,0.000735952,0.00005439695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004473906,0.00003091526,0.9923521,0.00001582144,0.0001063924,1.360774e-7,0.00009308964,0.000004881832,0.00000841082,0.0002097447,0.003403637,0.003730091],"study_design_scores_gemma":[0.0008581555,0.000589587,0.9592323,0.00002208051,0.00004506289,4.859124e-7,0.00009923668,0.00002067026,0.000001154162,0.000214677,0.03886732,0.00004922003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733077,0.000001405901,0.000002317116,0.02483064,0.000899901,0.0006871,0.0000417555,0.00001010606,0.0002190514],"genre_scores_gemma":[0.9965271,4.291759e-7,0.00009694473,0.002844486,0.000319049,0.00001049338,0.00001424521,0.00001393368,0.0001732802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2567158,"threshold_uncertainty_score":0.9956596,"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."}}