{"id":"W4415041597","doi":"10.1186/s12969-025-01150-y","title":"Referral letters to pediatric rheumatology: referral content and impact on triage – an observational study","year":2025,"lang":"en","type":"article","venue":"Pediatric Rheumatology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of Alberta","funders":"University of Alberta; Canadian Rheumatology Association; Women and Children's Health Research Institute; Children's Health Research Institute","keywords":"Referral; Triage; Observational study; Patient referral; Rheumatology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003932003,0.0003700737,0.00072376,0.001336094,0.0007391343,0.001275397,0.0009300848,0.001117792,0.002410621],"category_scores_gemma":[0.02493154,0.0005963751,0.0008896615,0.003057782,0.0006679925,0.001771184,0.001208716,0.001829345,0.0006486028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002136054,"about_ca_system_score_gemma":0.002306037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008349064,"about_ca_topic_score_gemma":0.006902652,"domain_scores_codex":[0.9913998,0.003163011,0.00171162,0.000903412,0.001841311,0.0009808774],"domain_scores_gemma":[0.9555073,0.01288397,0.02522922,0.001277238,0.002610515,0.002491751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001786348,0.0002737527,0.997414,0.00004779181,0.00004149734,0.000187756,0.0004722804,0.00003522536,0.0000480169,0.000009730296,0.0001986348,0.001092597],"study_design_scores_gemma":[0.00004338698,0.0009665603,0.9945474,0.00008274909,0.0000633184,0.001279043,0.002165827,0.0003584529,0.00007813314,0.00002256979,0.0003752401,0.00001739223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991769,0.00022462,0.00006919478,0.00005199638,0.000004756075,0.00003842718,0.0002108687,0.000004115412,0.0002190986],"genre_scores_gemma":[0.9992093,0.0001737512,0.0001741751,0.0000687614,0.00001505536,0.00004971058,0.000247561,0.000004846607,0.0000568114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008349064,"threshold_uncertainty_score":0.02079463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1302340640948186,"score_gpt":0.3473360860652814,"score_spread":0.2171020219704627,"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."}}