{"id":"W2057607963","doi":"10.1227/neu.0b013e3182544e31","title":"Comparison of Infection Rate With the Use of Antibiotic-Impregnated vs Standard Extraventricular Drainage Devices","year":2012,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke","funders":"","keywords":"Medicine; Cohort; Leukocytosis; Catheter; Cerebrospinal fluid; Antibiotics; Gram staining; Surgery; Prospective cohort study; External ventricular drain; Incidence (geometry); Cohort study; Microbiological culture; Internal medicine","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":[0.003375854,0.000386216,0.00093013,0.0004873709,0.0001576638,0.0007151912,0.0005113627,0.0007588331,0.001388981],"category_scores_gemma":[0.008754892,0.0003313361,0.001230779,0.0004140001,0.0005383044,0.0007284692,0.0004180661,0.0007216753,0.0001503909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003326265,"about_ca_system_score_gemma":0.0003912005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001168969,"about_ca_topic_score_gemma":0.0001296689,"domain_scores_codex":[0.996847,0.001402647,0.0004213561,0.0005384521,0.0005511983,0.000239318],"domain_scores_gemma":[0.9884317,0.006170002,0.0037357,0.000486196,0.0004287027,0.0007478001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2939008,0.003993508,0.6578671,0.000797721,0.002018178,0.0002694282,0.0002332781,0.001247966,0.00398147,0.0002401249,0.0004410012,0.03500935],"study_design_scores_gemma":[0.01363518,0.1408685,0.8334253,0.0001626224,0.00150209,0.00135965,0.0003200261,0.00380224,0.003786203,0.0002623105,0.0007875723,0.00008834885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986219,0.0008317718,0.0001290443,0.00001870206,0.00001672593,0.00005289234,0.00007353725,0.000002776045,0.0002525033],"genre_scores_gemma":[0.9992817,0.000216976,0.0001595684,0.00002645596,0.00002702153,0.00007882571,0.0001432571,0.000002088336,0.00006405779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003375854,"threshold_uncertainty_score":0.01785344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0663770635255712,"score_gpt":0.2969179081978692,"score_spread":0.230540844672298,"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."}}