{"id":"W4389981470","doi":"10.1093/jac/dkad383","title":"Factors associated with inappropriateness of antibiotic prescriptions for acutely ill children presenting to ambulatory care in high-income countries: a systematic review and meta-analysis","year":2023,"lang":"en","type":"review","venue":"Journal of Antimicrobial Chemotherapy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Niilo Helanderin Säätiö; National Institutes of Health; Oxford Health NHS Foundation Trust; Department of Health and Social Care; Radboud Universitair Medisch Centrum; KU Leuven; National Institute for Health and Care Research; Københavns Universitet; University of South Carolina","keywords":"Meta-analysis; Medicine; Ambulatory; Medical prescription; Antibiotics; Pediatrics; Intensive care medicine; Emergency medicine; Internal medicine; Pharmacology; Microbiology","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":[0.0008449519,0.0005857099,0.009523128,0.0008523588,0.000114048,0.00003978994,0.0005276618,0.0004976433,0.00002255629],"category_scores_gemma":[0.0002150308,0.0003376367,0.001905106,0.00114888,0.0001591542,0.0001066476,0.00005981297,0.0004279788,0.00000258544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001237465,"about_ca_system_score_gemma":0.0002805307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004461635,"about_ca_topic_score_gemma":0.00009708862,"domain_scores_codex":[0.9964877,0.0004892128,0.00210683,0.0004061054,0.0001227103,0.0003874142],"domain_scores_gemma":[0.9953241,0.000400863,0.003179772,0.0003902471,0.0006585864,0.00004642497],"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":[0.00006650242,0.0001685367,0.0006787297,0.6541307,0.3438726,0.000008212951,0.0006301117,0.00001243495,0.0000921487,0.00001086237,0.0002938408,0.00003532939],"study_design_scores_gemma":[0.001374878,0.000316418,0.001252894,0.1774539,0.8168646,0.00004735012,0.0001237252,1.617932e-7,0.000531543,0.000001902162,0.001336261,0.0006964204],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01838835,0.9773018,0.00005726155,0.00009420443,0.0001073898,0.003150246,0.0008811649,0.00001843823,0.000001095662],"genre_scores_gemma":[0.009183711,0.9899375,0.00008700761,0.0001667105,0.00001800415,0.00001232871,0.0001807821,0.00009325374,0.0003206613],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4766768,"threshold_uncertainty_score":0.9999076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04609099225787659,"score_gpt":0.3066826664462081,"score_spread":0.2605916741883315,"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."}}