{"id":"W2151280630","doi":"10.1093/cid/cir449","title":"Outpatient Antibiotic Use in the United States: Time to “Get Smarter”","year":2011,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Penicillin; Antibiotics; Streptococcus pneumoniae; Cephalosporin; Pneumococcal infections; Intensive care medicine; Outpatient clinic; Pediatrics; Internal medicine; Microbiology","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":[0.001494125,0.0002663044,0.0004123478,0.0008518545,0.000997379,0.003039371,0.0006783475,0.003380708,0.01267282],"category_scores_gemma":[0.01372412,0.0002808938,0.0006016644,0.001439605,0.0004722409,0.002832403,0.001352073,0.003497889,0.001670817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001321106,"about_ca_system_score_gemma":0.002299847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01652442,"about_ca_topic_score_gemma":0.02937732,"domain_scores_codex":[0.9987426,0.0003335513,0.0001753841,0.0001621051,0.00035241,0.0002339676],"domain_scores_gemma":[0.9939394,0.001104127,0.002140776,0.0001560263,0.001050304,0.00160935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002296463,0.0004541573,0.2245226,0.0004801675,0.0001868992,0.0002680672,0.000498139,0.0003091474,0.0001159321,0.001487877,0.502834,0.2686134],"study_design_scores_gemma":[0.0001874837,0.0006345724,0.7744227,0.004131664,0.0003220402,0.0009778939,0.005225374,0.002136929,0.0002581921,0.006889733,0.2046824,0.0001309838],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1100492,0.05557876,0.0007459906,0.7936381,0.0147008,0.0000539212,0.005045346,0.0002588887,0.01992906],"genre_scores_gemma":[0.6689577,0.08232511,0.002239721,0.2085453,0.02238233,0.0001626256,0.00816899,0.0001563997,0.007061881],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01652442,"threshold_uncertainty_score":0.04239476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08426079004100535,"score_gpt":0.3507004751777629,"score_spread":0.2664396851367575,"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."}}