{"id":"W2025533479","doi":"10.1136/bmj.c208","title":"Prophylaxis with systemic antibiotics in patients with severe burns","year":2010,"lang":"en","type":"letter","venue":"BMJ","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal General Hospital","funders":"","keywords":"Cluster analysis; Computer science; Computational biology; Similarity (geometry); Metric (unit); Benchmark (surveying); Data mining; Dimensionality reduction; Inference; Artificial intelligence; Bioinformatics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004876151,0.0002814082,0.0005670508,0.0004077231,0.0004978938,0.0006054089,0.0002514571,0.0006446833,0.007216772],"category_scores_gemma":[0.002340285,0.0001210167,0.0006746423,0.0006078398,0.0002316851,0.0004096684,0.0004023132,0.0010731,0.0009136499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004485191,"about_ca_system_score_gemma":0.0007868759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001630558,"about_ca_topic_score_gemma":0.002320758,"domain_scores_codex":[0.999566,0.0001359833,0.00006643966,0.00004987395,0.000104749,0.00007692201],"domain_scores_gemma":[0.9993524,0.000174438,0.0002438039,0.00003864062,0.00008409549,0.0001065958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004446354,0.0006032892,0.743706,0.00153737,0.0004751774,0.006034586,0.0003737741,0.001150623,0.005883476,0.001085752,0.02614164,0.208562],"study_design_scores_gemma":[0.000361177,0.002404246,0.9084794,0.003327236,0.0004745611,0.03003275,0.001769265,0.005373461,0.0062512,0.003984397,0.03743832,0.0001040295],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8928549,0.05290706,0.007005938,0.01124601,0.001469308,0.0005909178,0.003829584,0.0002973847,0.02979883],"genre_scores_gemma":[0.9844151,0.007688228,0.002594596,0.001971934,0.0003622843,0.0001160731,0.00153188,0.0000311074,0.001288892],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.007216772,"threshold_uncertainty_score":0.02414256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007536296508912299,"score_gpt":0.2338243780183534,"score_spread":0.2262880815094411,"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."}}