{"id":"W7116339293","doi":"10.1186/s13643-025-03032-6","title":"Rate of bacterial positivity following antibiotic initiation: a systematic review and meta-analysis","year":2025,"lang":"en","type":"article","venue":"Systematic Reviews","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antibiotics; MEDLINE; Antibiotic resistance; Systematic review; Antibiotic therapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"meta_analysis","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007407241,0.000296854,0.008531782,0.0004286882,0.00007072202,0.00004110892,0.0001168235,0.00005411942,0.0001554071],"category_scores_gemma":[0.002458946,0.0001752043,0.002184027,0.001495338,0.0000261603,0.0001496005,0.00006752277,0.0000929952,0.00005047636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007251288,"about_ca_system_score_gemma":0.00003787937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001457289,"about_ca_topic_score_gemma":0.000006623191,"domain_scores_codex":[0.9939551,0.002702356,0.002644629,0.0003232662,0.000220221,0.0001543915],"domain_scores_gemma":[0.9968268,0.0005539795,0.001308611,0.001106146,0.0001415598,0.000062964],"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":[0.000002253341,0.0001711504,0.00005132118,0.9001234,0.09899174,0.00001010271,0.0000360588,3.754386e-7,0.00003171481,0.0004548657,0.0001261796,8.593344e-7],"study_design_scores_gemma":[0.0001970235,0.0001032916,0.0001633447,0.1269617,0.872289,0.00002651021,0.00002551407,0.00002615938,0.00002659115,0.00001937564,0.00005179351,0.0001096753],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003148239,0.8990031,0.008198231,0.00241413,0.0003886681,0.07566165,0.00002309475,0.0001267914,0.01103608],"genre_scores_gemma":[0.9765639,0.01080409,0.001406767,0.002867335,0.00002767779,0.00323124,0.00005878858,0.00003432264,0.005005859],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9734157,"threshold_uncertainty_score":0.7144624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0655865030289648,"score_gpt":0.3557756121495945,"score_spread":0.2901891091206297,"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."}}