{"id":"W2996398704","doi":"10.5435/jaaos-d-18-00193","title":"Antibiotic Prophylaxis in Open Fractures: Evidence, Evolving Issues, and Recommendations","year":2019,"lang":"en","type":"review","venue":"Journal of the American Academy of Orthopaedic Surgeons","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"Object Research Systems (Canada)","funders":"","keywords":"Medicine; Antibiotics; Broad spectrum; Open fracture; Cephalosporin; Intensive care medicine; Antibiotic therapy; Antibiotic prophylaxis; Surgery; Orthopedic surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.001726263,0.0003799454,0.003037647,0.0008861016,0.0001095563,0.00004573569,0.0004210329,0.0002117796,0.0001368144],"category_scores_gemma":[0.001243579,0.0002179542,0.0008895324,0.001489372,0.0003628354,0.0003142201,0.0003736848,0.001738548,0.000009015926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002178764,"about_ca_system_score_gemma":0.0009515159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003879049,"about_ca_topic_score_gemma":0.00001388256,"domain_scores_codex":[0.9966385,0.0006206107,0.001610564,0.000316178,0.0005088021,0.0003053941],"domain_scores_gemma":[0.9945183,0.00106634,0.003767294,0.0003398878,0.0001221984,0.0001860272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005527875,0.000267345,0.09695941,0.002868701,0.0006976873,0.00003388193,0.00006749317,7.878706e-7,9.707099e-7,0.00001185106,0.003041076,0.8959955],"study_design_scores_gemma":[0.0007335838,0.0007347398,0.06717901,0.06746516,0.002908818,0.001388152,0.0001196193,0.000002900181,0.000002030527,0.00002142557,0.8592048,0.0002397432],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007615143,0.9878061,0.00000272787,0.002559724,0.0003979099,0.001295332,0.00003021032,0.000006375635,0.0002864687],"genre_scores_gemma":[0.02263772,0.9756203,0.0005797916,0.0002366444,0.0001666484,0.000009020387,0.000004191005,0.00004880451,0.000696917],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8957558,"threshold_uncertainty_score":0.8887916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07200726969317497,"score_gpt":0.4184375943459545,"score_spread":0.3464303246527795,"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."}}