{"id":"W4362507037","doi":"10.1007/s43678-023-00481-7","title":"A value-based comparison of the management of respiratory diseases in walk-in clinics and emergency departments","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Quebec Population Health Research Network; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; La Cité Médicale; Université Laval","funders":"Fonds de Recherche du Québec - Santé; Centre Hospitalier Universitaire de Québec; Canadian Association of Emergency Physicians","keywords":"Medicine; Emergency department; Respiratory tract infections; Ambulatory; Emergency medicine; Medical prescription; Incidence (geometry); Exacerbation; Ambulatory care; Pneumonia; Pediatrics; Internal medicine; Health care; Respiratory system","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":[0.01458364,0.0004140837,0.001460318,0.004228751,0.0006831582,0.002265833,0.001485029,0.00164195,0.002451251],"category_scores_gemma":[0.06603248,0.000227791,0.001750284,0.003207378,0.0009366593,0.002670428,0.002460333,0.001187788,0.0003320647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002955963,"about_ca_system_score_gemma":0.001402968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00410357,"about_ca_topic_score_gemma":0.005377083,"domain_scores_codex":[0.9779553,0.01208012,0.002162427,0.001278757,0.005547729,0.0009756671],"domain_scores_gemma":[0.9365157,0.04538897,0.008317751,0.001454503,0.005698762,0.002624398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02045181,0.0009266528,0.9310142,0.0008365609,0.004323327,0.0001853857,0.001345689,0.001636771,0.0005886766,0.001213986,0.001900577,0.03557621],"study_design_scores_gemma":[0.0009645459,0.010251,0.9713609,0.0002851216,0.001515332,0.0003421972,0.003609582,0.007804954,0.000528062,0.00148616,0.001766892,0.00008522537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932333,0.001845529,0.00102903,0.0005452128,0.00009551355,0.0001364939,0.001022021,0.00001892983,0.002073894],"genre_scores_gemma":[0.9985384,0.0001575356,0.0005381624,0.00008488501,0.00002306251,0.00004530392,0.0005194046,0.000006406922,0.00008683222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01458364,"threshold_uncertainty_score":0.07712662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06777837062289324,"score_gpt":0.3571798711185335,"score_spread":0.2894015004956403,"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."}}