{"id":"W2995603563","doi":"10.1136/bmj.l6961","title":"Antibiotics: two fifths of US outpatient prescriptions may be inappropriate, study finds","year":2019,"lang":"en","type":"article","venue":"BMJ","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical prescription; Medicine; Primary care; Ambulatory; Quarter (Canadian coin); Family medicine; Ambulatory care; Antibiotics; General practice; Pediatrics; Health care; Nursing; Internal medicine","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":[0.004604864,0.000303953,0.0004005372,0.00181235,0.0008083459,0.001966079,0.0004838004,0.001938027,0.005136226],"category_scores_gemma":[0.03251433,0.000401867,0.0007526209,0.002568625,0.0006307269,0.001124271,0.0008071532,0.001119752,0.001770121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001103967,"about_ca_system_score_gemma":0.002846096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02777325,"about_ca_topic_score_gemma":0.03431912,"domain_scores_codex":[0.9922494,0.002223065,0.001569611,0.0005723354,0.002876825,0.0005088297],"domain_scores_gemma":[0.973078,0.008095109,0.01110752,0.001149335,0.005119285,0.001450576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003334701,0.0001398221,0.6526803,0.001791245,0.0003287407,0.0009489113,0.001602937,0.00005539758,0.001501243,0.0009584546,0.1828558,0.1568036],"study_design_scores_gemma":[0.0001034258,0.0002057319,0.8546367,0.003277886,0.0003859862,0.003924492,0.003827845,0.0002333157,0.00112908,0.00127003,0.1309486,0.00005690154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4514741,0.1274382,0.002322287,0.311291,0.004882171,0.0002767176,0.01760045,0.0004869309,0.08422827],"genre_scores_gemma":[0.8556318,0.05242195,0.002386481,0.07303228,0.003985296,0.000191619,0.004728655,0.0001343131,0.007487526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02777325,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01788355777535731,"score_gpt":0.2798634006120664,"score_spread":0.2619798428367091,"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."}}