{"id":"W2590114688","doi":"10.1097/ipc.0000000000000487","title":"Overuse of Antibiotics in Treatment of Community-Acquired Pneumonia Requiring Hospitalization","year":2017,"lang":"en","type":"article","venue":"Infectious Diseases in Clinical Practice","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Community-acquired pneumonia; Mycoplasma pneumoniae; Pneumonia; Streptococcus pneumoniae; Intensive care medicine; Intensive care unit; Antibiotics; Pseudomonas aeruginosa; Regimen; Mortality rate; Internal medicine; Microbiology","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":[0.002227695,0.0002476946,0.001036777,0.0006053855,0.0004713215,0.001092826,0.0006267728,0.0009568954,0.003449095],"category_scores_gemma":[0.01502343,0.0001543086,0.000624601,0.001227045,0.0003896195,0.0009463393,0.0006292771,0.002053147,0.0003746938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001485371,"about_ca_system_score_gemma":0.002739436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002530859,"about_ca_topic_score_gemma":0.007354388,"domain_scores_codex":[0.9965367,0.001258149,0.0006658193,0.0002162898,0.001049519,0.0002734238],"domain_scores_gemma":[0.992532,0.002254277,0.002880216,0.0001258657,0.000745441,0.00146232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006352731,0.002198563,0.17123,0.008179242,0.0009318698,0.004134381,0.001228946,0.0005998019,0.00158913,0.002192451,0.02481382,0.7765491],"study_design_scores_gemma":[0.00172041,0.007686821,0.7435018,0.03064347,0.001803062,0.01320434,0.002196027,0.001798272,0.001067905,0.003945576,0.1922888,0.0001434943],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2226041,0.7162476,0.0009946525,0.02866269,0.003137565,0.0002965207,0.0005242336,0.00006672399,0.02746593],"genre_scores_gemma":[0.7718577,0.2028677,0.002826672,0.01451813,0.005241041,0.000242134,0.0006531635,0.00004913792,0.001744307],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003449095,"threshold_uncertainty_score":0.01178133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08457459613621247,"score_gpt":0.465192600105611,"score_spread":0.3806180039693985,"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."}}