{"id":"W4387614696","doi":"10.3390/pharma2040025","title":"Impact of Antibiotic De-Escalation on Antibiotic Consumption, Length of Hospitalization, Mortality, and Cost: A Systematic Review and Meta-Analysis","year":2023,"lang":"en","type":"review","venue":"Pharmacoepidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Antibiotics; Antibiotic Stewardship; Meta-analysis; Antibiotic resistance; De-escalation; Antimicrobial stewardship; Systematic review; Intensive care medicine; Emergency medicine; MEDLINE; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003005536,0.0006059672,0.01125083,0.0005734525,0.00008746788,0.000006022018,0.0002788533,0.0005917931,0.0001953682],"category_scores_gemma":[0.001436321,0.0003853485,0.002016244,0.000754493,0.0006162563,0.00005569586,0.0001186715,0.000390676,0.00005325495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000653086,"about_ca_system_score_gemma":0.0001296565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002063977,"about_ca_topic_score_gemma":0.00001862657,"domain_scores_codex":[0.9925572,0.003832603,0.002438043,0.0006836001,0.00006641815,0.0004221483],"domain_scores_gemma":[0.9936723,0.002793941,0.002706172,0.0005884988,0.0001722981,0.00006675032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000007074269,0.0001265261,0.005842899,0.7215,0.2710132,0.000003834746,0.00003208582,0.00001166798,0.00002031914,0.0005260482,0.0007005305,0.0002157619],"study_design_scores_gemma":[0.0002783618,0.0001874276,0.003544946,0.02784527,0.9673166,0.00006781027,0.00000503568,0.00002023329,0.00001788622,0.00003734523,0.0002905826,0.0003885517],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007760469,0.9957022,0.0001795299,0.00004922603,0.00008333498,0.002533293,0.0006105077,0.00004379416,0.0000220714],"genre_scores_gemma":[0.02152137,0.9775614,0.0000212271,0.000126895,0.000009791267,0.00002291001,0.0004707724,0.00004326602,0.0002223944],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6963034,"threshold_uncertainty_score":0.9998599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2317131584094036,"score_gpt":0.473202650034964,"score_spread":0.2414894916255605,"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."}}