{"id":"W3211757920","doi":"10.1016/j.cmi.2021.10.022","title":"Estimating daily antibiotic harms: an umbrella review with individual study meta-analysis","year":2021,"lang":"en","type":"review","venue":"Clinical Microbiology and Infection","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":133,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotel Dieu Shaver Health and Rehabilitation Centre; Ottawa Hospital; University of Ottawa; Institute for Clinical Evaluative Sciences; Public Health Ontario; Sinai Health System; Sunnybrook Health Science Centre; University of Toronto; University Health Network; Toronto East General Hospital; Health Sciences Centre","funders":"","keywords":"Medicine; Meta-analysis; Intensive care medicine; Antibiotics; MEDLINE; Internal medicine; Biology; Microbiology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002602491,0.0007696797,0.007806654,0.0002790121,0.000413607,0.00005255995,0.0003294169,0.001436835,0.0007959256],"category_scores_gemma":[0.0002961144,0.0004709472,0.002244691,0.0008955701,0.0007813473,0.0001197225,0.0002436526,0.001638187,0.0002017123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002411703,"about_ca_system_score_gemma":0.0002314109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006298397,"about_ca_topic_score_gemma":0.0002578076,"domain_scores_codex":[0.9912196,0.004730259,0.001965929,0.001572126,0.00003161083,0.0004805081],"domain_scores_gemma":[0.9966013,0.0009780048,0.001283298,0.0008955232,0.0001681748,0.00007362664],"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":[0.00004937717,0.003460184,0.003511239,0.02147791,0.7226819,0.00009060996,0.00008693842,0.000003022318,0.00002473416,0.00004880988,0.00433534,0.2442299],"study_design_scores_gemma":[0.0004691581,0.001270226,0.0002423098,0.003509929,0.6136321,0.000491831,0.00002432357,3.798983e-7,0.000003602281,0.000001478528,0.3797835,0.0005711294],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00104322,0.996437,0.0001662174,0.00003340252,0.0007795186,0.001213092,0.0001583357,0.00008999872,0.00007927378],"genre_scores_gemma":[0.0007169814,0.9950852,0.0002978664,0.0004429976,0.0001093012,0.00002654609,0.002524543,0.00004666571,0.0007499074],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3754481,"threshold_uncertainty_score":0.9998595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1853544816567044,"score_gpt":0.4302434737019412,"score_spread":0.2448889920452368,"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."}}