{"id":"W4385276044","doi":"10.1302/1358-992x.2023.10.009","title":"PROPHYLACTIC USE OF LOCAL ANTIBIOTICS IN OPEN FRACTURES: A SYSTEMATIC REVIEW AND META-ANALYSIS","year":2023,"lang":"en","type":"review","venue":"Orthopaedic Proceedings","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Antibiotics; Tobramycin; Meta-analysis; Vancomycin; Gentamicin; Observational study; Randomized controlled trial; Surgery; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0188021,0.002602586,0.0195369,0.007287421,0.0005654977,0.00319976,0.002188209,0.002291463,0.00370388],"category_scores_gemma":[0.03416224,0.001360032,0.03490319,0.00764524,0.0009202671,0.001917903,0.001399248,0.001542967,0.0002395361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002753157,"about_ca_system_score_gemma":0.00419343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004520806,"about_ca_topic_score_gemma":0.0101737,"domain_scores_codex":[0.9853358,0.007620614,0.003649642,0.001277064,0.001701523,0.0004153283],"domain_scores_gemma":[0.9736071,0.0186843,0.004967851,0.0008057138,0.001636769,0.0002983954],"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":[0.002108677,0.00004805788,0.003371286,0.5470726,0.4317184,0.0001491863,0.00007970697,0.000438153,0.0001655809,0.0001289118,0.0004415887,0.01427793],"study_design_scores_gemma":[0.000821917,0.0004477362,0.004359615,0.05498352,0.9367469,0.0001606887,0.00006495279,0.0001939865,0.000126747,0.0002397715,0.001824335,0.00002989129],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00257729,0.9964575,0.0003009508,0.0001093195,0.00008297462,0.0001989232,0.0001708449,0.00001133145,0.00009072899],"genre_scores_gemma":[0.1169256,0.8781716,0.002182578,0.0005762868,0.0002713317,0.001263943,0.0004116016,0.00001710025,0.0001799923],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0195369,"threshold_uncertainty_score":0.09943616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1634474633084306,"score_gpt":0.4092871471365345,"score_spread":0.2458396838281038,"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."}}