{"id":"W4417498445","doi":"10.1093/jbcr/iraf229","title":"Evaluating First Positive Cultures in Burns: Rethinking Broad-Spectrum Antibiotic Choices","year":2025,"lang":"en","type":"article","venue":"Journal of Burn Care & Research","topic":"Burn Injury Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Cefazolin; Meropenem; Vancomycin; Antibiotics; Ciprofloxacin; Pseudomonas aeruginosa; Antimicrobial stewardship; Antibiotic resistance; Enterobacter cloacae; Levofloxacin","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006721181,0.0004639934,0.0008449447,0.003068918,0.0007686177,0.003454027,0.0009910261,0.0008896921,0.0007627982],"category_scores_gemma":[0.02570117,0.0005410222,0.0005230019,0.001930897,0.0008976426,0.004009166,0.001286277,0.002094894,0.0003863613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001128441,"about_ca_system_score_gemma":0.002166329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007149525,"about_ca_topic_score_gemma":0.01467519,"domain_scores_codex":[0.9949509,0.001936897,0.001154001,0.0002844722,0.00118825,0.0004854442],"domain_scores_gemma":[0.9860718,0.00549706,0.00369522,0.0005877488,0.003145145,0.001003083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003206821,0.0001327901,0.9006891,0.0002640157,0.00005175971,0.002900669,0.001867043,0.0003477267,0.00113249,0.0001865235,0.002981304,0.08912586],"study_design_scores_gemma":[0.00006128174,0.0009314175,0.9120789,0.004623118,0.0001920746,0.01979843,0.03299129,0.004515219,0.004696345,0.001763474,0.01820987,0.0001385131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9429151,0.02816919,0.005952155,0.01445162,0.0008913808,0.0001692351,0.0003076332,0.0001498233,0.00699385],"genre_scores_gemma":[0.9812542,0.01169454,0.004176486,0.001912257,0.0004877421,0.00003306495,0.0001437068,0.00003924224,0.0002585837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007149525,"threshold_uncertainty_score":0.03554547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07746323744500233,"score_gpt":0.4656339638149498,"score_spread":0.3881707263699474,"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."}}