{"id":"W4411413479","doi":"10.2106/jbjs.24.01123","title":"Outcomes Associated with Choice of Prophylactic Antibiotics in Open Fractures","year":2025,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Bone fractures and treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases","keywords":"Cefazolin; Medicine; Odds ratio; Ceftriaxone; Confidence interval; Antibiotic prophylaxis; Antibiotics; Confounding; Internal medicine; Subgroup analysis; Gentamicin; Logistic regression; Surgery; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005158912,0.0001046591,0.001023002,0.0003700473,0.00002404364,0.00002276464,0.00001821279,0.000070241,0.00001659195],"category_scores_gemma":[0.0007566362,0.00006028281,0.000128948,0.0002019943,0.00003746044,0.0001290686,0.00003226722,0.000223277,2.201749e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004009548,"about_ca_system_score_gemma":0.0002376452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001736614,"about_ca_topic_score_gemma":0.00007051446,"domain_scores_codex":[0.9989144,0.0000428789,0.0006539844,0.0000842829,0.0001850182,0.0001193852],"domain_scores_gemma":[0.9986454,0.0004143009,0.0006422821,0.0001017047,0.000136077,0.0000602559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003864294,0.0006140406,0.9945723,0.0001086427,0.0003572987,0.0004166618,0.00004566761,0.000004311901,0.0003278262,0.00000906538,0.0008820492,0.002275688],"study_design_scores_gemma":[0.001947236,0.0002179652,0.9936796,0.001292764,0.00021545,0.00005585385,0.00004976029,0.000004787832,0.002077238,0.0001150101,0.0002911489,0.00005312595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996204,0.0008520414,0.000009176221,0.002230686,0.00009765843,0.0001429284,0.000002246006,0.000002406788,0.0004588536],"genre_scores_gemma":[0.9987482,0.0001411078,0.0001681512,0.0005216155,0.0000173831,2.234382e-7,0.000002335753,0.000007608996,0.0003933423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002544229,"threshold_uncertainty_score":0.2458262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03134386594772499,"score_gpt":0.3213868379768648,"score_spread":0.2900429720291398,"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."}}