{"id":"W1784279213","doi":"","title":"Triage of referrals to an outpatient rheumatology clinic: analysis of referral information and triage.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Triage; Referral; Medicine; Population; Family medicine; Medical emergency; Emergency medicine; Pediatrics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009499796,0.0001020747,0.0006181468,0.001200745,0.00005744894,0.00001515259,0.000148346,0.000156791,0.00002897178],"category_scores_gemma":[0.0006809169,0.00008887598,0.00008043556,0.001078853,0.00005635113,0.0006774791,0.00009000689,0.00008598992,0.0000109655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001835835,"about_ca_system_score_gemma":0.00001709705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00427714,"about_ca_topic_score_gemma":0.0007416796,"domain_scores_codex":[0.9984143,0.00003622286,0.0009854494,0.0001574529,0.0001624222,0.000244171],"domain_scores_gemma":[0.9987658,0.00005028919,0.0006364998,0.0003067931,0.0002114861,0.00002919439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005196299,0.0002010347,0.6400822,0.0006032512,0.0005064034,0.000003525272,0.0008725253,0.00002824042,0.0000114585,0.01299427,0.002391309,0.3417861],"study_design_scores_gemma":[0.0009079141,0.00005432729,0.9677221,0.0000102556,0.0001418189,0.000002316307,0.0003579718,0.0002581961,0.00002287042,0.0001482844,0.03025109,0.0001228709],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960673,0.00003813569,0.0001133392,0.0005710539,0.0001977823,0.0006983462,0.000009436552,0.00005519812,0.002249394],"genre_scores_gemma":[0.9992299,0.00002850793,0.00007434761,0.0003104429,0.00003039165,0.0002153325,0.00004699979,0.000006355725,0.00005770916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3416633,"threshold_uncertainty_score":0.6465785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08909963720141317,"score_gpt":0.2858148576375689,"score_spread":0.1967152204361557,"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."}}