{"id":"W2109147740","doi":"10.1086/598196","title":"Empirical Treatment of Community‐Acquired Pneumonia and the Development of Fluoroquinolone‐Resistant Tuberculosis","year":2009,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; University of Manitoba; Capital District Health Authority; University of Saskatchewan; University of Alberta","funders":"","keywords":"Medicine; Tuberculosis; Pneumonia; Community-acquired pneumonia; Intensive care medicine; Empirical treatment; Antibiotics; Microbiology; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002936364,0.0001362544,0.0001698525,0.0002302851,0.0003541643,0.0003149805,0.0003155518,0.0003594146,0.002141353],"category_scores_gemma":[0.00434098,0.00007859602,0.0001120007,0.0002246289,0.0003559208,0.000171758,0.0001786583,0.0003669366,0.0001210879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006343325,"about_ca_system_score_gemma":0.0009338377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009255556,"about_ca_topic_score_gemma":0.01248754,"domain_scores_codex":[0.9996628,0.000129913,0.00002724702,0.00002790819,0.00008965926,0.00006248138],"domain_scores_gemma":[0.9975089,0.0007360697,0.00118672,0.00004225196,0.0001955174,0.0003304787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006585654,0.0004483524,0.952422,0.000183703,0.00004696278,0.001376618,0.0002088542,0.00007349722,0.000862492,0.00007891819,0.001058066,0.04258191],"study_design_scores_gemma":[0.00006668691,0.0004677151,0.9916121,0.0001593271,0.00003634685,0.005551268,0.0002961488,0.0002602317,0.0001952533,0.00005023165,0.001300637,0.000004066717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989071,0.00791217,0.0000741614,0.0006706156,0.00002167191,0.00001886863,0.00005100184,0.000009063798,0.002171331],"genre_scores_gemma":[0.9979984,0.001456399,0.000126411,0.0001680277,0.00005321987,0.000005642393,0.00005112461,0.000001295462,0.0001395416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009255556,"threshold_uncertainty_score":0.01840335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09682826241624412,"score_gpt":0.4305392868903131,"score_spread":0.333711024474069,"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."}}