{"id":"W2526803875","doi":"10.1016/j.jpeds.2016.08.094","title":"Variability in Management of First Cerebrospinal Fluid Shunt Infection: A Prospective Multi-Institutional Observational Cohort Study","year":2016,"lang":"en","type":"article","venue":"The Journal of Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"National Center for Research Resources; National Center for Advancing Translational Sciences; National Institute of Neurological Disorders and Stroke","keywords":"Medicine; Shunt (medical); Cerebrospinal fluid; Hydrocephalus; External ventricular drain; Prospective cohort study; Antibiotics; Surgery; Cohort; Univariate analysis; Cohort study; Population; Internal medicine; Multivariate analysis","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":[0.002319435,0.000621964,0.0008972098,0.001261761,0.00139714,0.002224041,0.001569689,0.001441765,0.001837737],"category_scores_gemma":[0.008541273,0.001181106,0.001453185,0.002293786,0.0007677806,0.001991349,0.001661205,0.001919586,0.0003360267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008212098,"about_ca_system_score_gemma":0.001139913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009643284,"about_ca_topic_score_gemma":0.00928954,"domain_scores_codex":[0.9964779,0.0009381817,0.0004385819,0.001195952,0.0003683443,0.0005810594],"domain_scores_gemma":[0.9904515,0.001868015,0.004428132,0.001352231,0.0007237225,0.001176311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009353932,0.00005069631,0.9992132,0.000003739326,0.0001031819,0.00007084245,0.0001184271,0.00001867398,0.00007078025,0.00001723293,0.00005762873,0.0001820031],"study_design_scores_gemma":[0.00001226215,0.0001270786,0.9981812,0.000009006963,0.00005658854,0.0004147053,0.0007486843,0.0002818926,0.00003193544,0.00004411085,0.00007702715,0.00001557318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991991,0.000160199,0.0001405789,0.00004840545,0.00001184109,0.000007990949,0.0002992289,0.000003766685,0.0001290095],"genre_scores_gemma":[0.9994329,0.00006502687,0.0001019721,0.0000298943,0.00001075273,0.000009716787,0.0002928403,0.000004997664,0.00005194001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009643284,"threshold_uncertainty_score":0.01917434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03866679470537564,"score_gpt":0.2862663098654465,"score_spread":0.2475995151600709,"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."}}