{"id":"W7133047946","doi":"","title":"The impact of diagnostic uncertainty on antibiotic prescribing for pediatric respiratory tract infection","year":2003,"lang":"","type":"dissertation","venue":"TSpace","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antibiotics; Respiratory tract infections; Logistic regression; Public health; Upper respiratory tract infection; Antibiotic therapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001662086,0.0001168247,0.0001740791,0.0003703626,0.0003328698,0.0006648062,0.0001850863,0.0002190323,0.001449352],"category_scores_gemma":[0.03716739,0.0001270381,0.000289269,0.0004271871,0.0003172298,0.0002596653,0.0003400487,0.0003848005,0.0001186326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00155171,"about_ca_system_score_gemma":0.00169287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03055802,"about_ca_topic_score_gemma":0.04335541,"domain_scores_codex":[0.997251,0.001427487,0.000134473,0.00009800966,0.0008712917,0.0002178196],"domain_scores_gemma":[0.9720314,0.01874872,0.006133623,0.0003152987,0.001606185,0.001164852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008059455,0.00004030579,0.990609,0.00000957351,0.00001766176,0.000105377,0.0001309373,0.000319784,0.00006780428,0.00003150492,0.0002104811,0.008376961],"study_design_scores_gemma":[0.000004541112,0.00008254364,0.9975941,0.0000140689,0.00001802178,0.000210973,0.0002280499,0.001502597,0.00009887993,0.00005017513,0.000192018,0.000004033425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979473,0.0002511187,0.0000849323,0.0004323324,0.000003163962,0.000004704651,0.00007435333,0.000003466135,0.001198566],"genre_scores_gemma":[0.9996439,0.0001215259,0.0001019216,0.00002254588,0.00000586492,0.00000159669,0.00003928622,7.585541e-7,0.00006251573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03055802,"threshold_uncertainty_score":0.06076032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0220370459999397,"score_gpt":0.3362727442573218,"score_spread":0.3142356982573821,"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."}}