{"id":"W2443792391","doi":"10.1002/acr.22845","title":"Improving Appropriate Access to Care With Central Referral and Triage in Rheumatology","year":2016,"lang":"en","type":"article","venue":"Arthritis Care & Research","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Toronto; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Referral; Medicine; Triage; Audit; Rheumatology; Emergency medicine; Population; Medical emergency; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005190158,0.00015807,0.0003293936,0.0007270345,0.0002433861,0.0002826346,0.0003711836,0.0001750509,0.00003732037],"category_scores_gemma":[0.0002494917,0.0001112452,0.0000252982,0.0007126775,0.0001517401,0.0007249658,0.0005865608,0.0003233475,0.0000687526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001381215,"about_ca_system_score_gemma":0.0001203409,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03495093,"about_ca_topic_score_gemma":0.08221763,"domain_scores_codex":[0.9976647,0.0000786077,0.0003158191,0.0005614402,0.0003604439,0.00101899],"domain_scores_gemma":[0.9989752,0.00007557096,0.00006517753,0.000354615,0.0004713251,0.00005817836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001037698,0.00001065681,0.2238378,0.0006176491,0.000004823204,0.0001436979,0.0007565671,3.421449e-7,0.0002419353,0.007207119,0.0001786382,0.766897],"study_design_scores_gemma":[0.02582537,0.001158001,0.4698541,0.009893072,0.00001770015,0.0002421844,0.07972434,0.00009921131,0.001287141,0.004283946,0.4053109,0.002303976],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917626,0.001627004,0.0000841339,0.003161975,0.0001943141,0.0009820143,0.000008739936,0.0001118792,0.002067341],"genre_scores_gemma":[0.9992059,0.0001511823,0.00006950303,0.0001279686,0.000167815,0.0001966394,0.000009158609,0.0000348677,0.00003700326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.764593,"threshold_uncertainty_score":0.9714754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04710706962700294,"score_gpt":0.3315866402110086,"score_spread":0.2844795705840056,"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."}}