{"id":"W4381894613","doi":"10.2139/ssrn.4455181","title":"Overprescription of Antibiotics for Treating Hospitalized Covid-19 Patients: A Systematic Review &amp; Meta-Analysis","year":2023,"lang":"en","type":"review","venue":"SSRN Electronic Journal","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Medicine; Meta-analysis; Antibiotics; Intensive care medicine; MEDLINE; Virology; Internal medicine; Biology; Infectious disease (medical specialty); Microbiology; Disease","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":[0.005107094,0.001766527,0.01107499,0.002379467,0.000441879,0.002216166,0.001252316,0.002050949,0.003503565],"category_scores_gemma":[0.0145185,0.001183696,0.02482069,0.003398191,0.0005650599,0.001311507,0.001276645,0.002195703,0.0002405238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001636868,"about_ca_system_score_gemma":0.002432237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007014964,"about_ca_topic_score_gemma":0.02193448,"domain_scores_codex":[0.9955937,0.001626457,0.001478049,0.000549265,0.000508554,0.0002439121],"domain_scores_gemma":[0.9917454,0.005364996,0.001963152,0.0002528359,0.0004939187,0.0001797498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.005443795,0.00007271636,0.007813162,0.3441279,0.6232474,0.0001412976,0.0001312232,0.000281867,0.0003604003,0.00008858358,0.0007469691,0.01754474],"study_design_scores_gemma":[0.001508757,0.0004036083,0.007645999,0.02067673,0.9678091,0.00009770343,0.00007525618,0.0001116316,0.0001059966,0.00009506388,0.001436535,0.00003371218],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009596987,0.9892267,0.0002310018,0.0001460359,0.0001536598,0.000104834,0.0003426823,0.00001569206,0.0001824449],"genre_scores_gemma":[0.2458152,0.7500119,0.00142425,0.001381598,0.0002673083,0.0002824087,0.0004971307,0.00002274774,0.0002974762],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01107499,"threshold_uncertainty_score":0.02700919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0701254166880155,"score_gpt":0.3584078689390307,"score_spread":0.2882824522510152,"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."}}