{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.016773,0.003687016,0.02287014,0.009557319,0.0007592501,0.004482906,0.002574172,0.002417275,0.003415334],"category_scores_gemma":[0.0399995,0.001755775,0.05529206,0.01028561,0.0007952902,0.002399149,0.001991005,0.002238461,0.0003521148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003964126,"about_ca_system_score_gemma":0.005920822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007836283,"about_ca_topic_score_gemma":0.0174352,"domain_scores_codex":[0.9862987,0.005734588,0.004783336,0.001091528,0.001692955,0.000398854],"domain_scores_gemma":[0.9773317,0.01622689,0.003485311,0.0006974905,0.002001308,0.0002572447],"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":[0.0009511705,0.00003106157,0.002251375,0.4432177,0.5419245,0.0001324967,0.00006964023,0.0005873068,0.0001462098,0.000112429,0.0004749017,0.0101012],"study_design_scores_gemma":[0.0002697759,0.0001344336,0.002050503,0.03418589,0.9613141,0.00009721281,0.00003799016,0.0001958699,0.0001039467,0.0001440878,0.001439695,0.00002646471],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003084037,0.9950441,0.0005116904,0.0001856,0.0001209654,0.0003438096,0.0004723444,0.00002384157,0.000213551],"genre_scores_gemma":[0.09123507,0.9026883,0.002462113,0.0008484658,0.0002259631,0.001380146,0.0008550649,0.00003842975,0.0002664152],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02287014,"threshold_uncertainty_score":0.08870518,"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."}}