{"id":"W2345358595","doi":"10.1128/aac.00209-16","title":"Systematic Review of Factors Associated with Antibiotic Prescribing for Respiratory Tract Infections","year":2016,"lang":"en","type":"review","venue":"Antimicrobial Agents and Chemotherapy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":235,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Medicine; Antibiotics; Respiratory tract infections; Medical prescription; Odds ratio; Intensive care medicine; MEDLINE; Bronchitis; Antimicrobial stewardship; Pharyngitis; Antibiotic resistance; Internal medicine; Respiratory system","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003174488,0.0004898433,0.002731543,0.0001300009,0.0001897847,0.00001772972,0.000231753,0.0004870692,0.00007856403],"category_scores_gemma":[0.0001234197,0.0002679323,0.0005341502,0.0001761393,0.0002366253,0.00006674196,0.00002719092,0.000201002,0.00001112299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004702745,"about_ca_system_score_gemma":0.0001458496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006083898,"about_ca_topic_score_gemma":0.000004082173,"domain_scores_codex":[0.998003,0.000252563,0.000915572,0.0004319279,0.00004697627,0.000349983],"domain_scores_gemma":[0.9979899,0.0003675839,0.001147867,0.0003519012,0.0001145709,0.00002820328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001281797,0.0005198516,0.0001486379,0.9840824,0.002934432,0.000001530814,0.00004889023,7.252316e-9,0.000164827,0.00003649008,0.007271853,0.004778256],"study_design_scores_gemma":[0.0008048239,0.0002315682,0.00006237631,0.8264521,0.002215717,0.00001215334,0.000007442732,1.768408e-8,0.0002851487,0.000001426085,0.169573,0.0003541994],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009558937,0.9956017,0.0000615892,0.00004045326,0.000227503,0.002594551,0.0004174828,0.00004343588,0.00005744464],"genre_scores_gemma":[0.0006684913,0.9975871,0.000005981131,0.0006067308,0.00002328266,0.00001497029,0.0002025845,0.0000749445,0.0008159227],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1623012,"threshold_uncertainty_score":0.9999773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03785555060714753,"score_gpt":0.2954599307727326,"score_spread":0.2576043801655851,"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."}}