{"id":"W2282098072","doi":"10.1097/mlr.0000000000000440","title":"Antibiotic Use in Cold and Flu Season and Prescribing Quality","year":2015,"lang":"en","type":"article","venue":"Medical Care","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute on Aging","keywords":"Medicine; Antibiotics; Medical prescription; Flu season; Adverse effect; Common cold; Emergency medicine; Intensive care medicine; Internal medicine; Environmental health; Pharmacology; Biology; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001882999,0.0001670249,0.0003032049,0.001393442,0.0003394854,0.0007600265,0.0003634234,0.0003820287,0.001704212],"category_scores_gemma":[0.01046472,0.0001568567,0.0005415791,0.001945992,0.0003963369,0.0004544221,0.0006596118,0.0004984945,0.0001396654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001235077,"about_ca_system_score_gemma":0.0007625507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02630397,"about_ca_topic_score_gemma":0.0407119,"domain_scores_codex":[0.9974411,0.0006407967,0.0006052956,0.0003917839,0.0006388983,0.0002821145],"domain_scores_gemma":[0.9713565,0.004037522,0.02088608,0.0006535651,0.001551548,0.001514819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001702943,0.000006671117,0.999155,0.000008848194,0.00003652274,0.000006633415,0.00002518412,0.0000541187,0.00003721887,0.000008033699,0.00005146948,0.0005933444],"study_design_scores_gemma":[7.067902e-7,0.00001632508,0.9996339,0.000006409542,0.000006428011,0.00003282166,0.00003008517,0.0001774622,0.0000184678,0.00001167057,0.00006419095,0.000001558562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966454,0.0003703352,0.0003646734,0.0002435586,0.000007459251,0.00001834005,0.001591314,0.000009764008,0.0007491417],"genre_scores_gemma":[0.9990527,0.00006686048,0.0002092422,0.00004797133,0.00001341045,0.000007010758,0.0005450926,0.000001821383,0.0000558301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02630397,"threshold_uncertainty_score":0.05230176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03910562512732467,"score_gpt":0.2847892903052815,"score_spread":0.2456836651779568,"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."}}