{"id":"W2786099883","doi":"10.3171/2017.9.peds17112","title":"Reinfection after treatment of first cerebrospinal fluid shunt infection: a prospective observational cohort study","year":2018,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"National Center for Advancing Translational Sciences; National Center for Research Resources; National Institute of Neurological Disorders and Stroke; NIH Clinical Center; National Institutes of Health; Nationwide Children's Hospital; Georgia Clinical and Translational Science Alliance; University of Colorado Denver; Children's Hospital Colorado; Ohio State University; University of Southern California","keywords":"Medicine; Shunt (medical); Hydrocephalus; Antibiotics; Surgery; Cerebrospinal fluid; Interquartile range; Prospective cohort study; Cohort; External ventricular drain; Cohort study; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004549459,0.0003121032,0.0006034997,0.0006643092,0.0002887636,0.00009007721,0.000146173,0.00009743972,0.0002027532],"category_scores_gemma":[0.0008955442,0.0002625538,0.0003916304,0.001516274,0.0001679736,0.0005917907,0.0000589618,0.000225441,0.00003014179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003276927,"about_ca_system_score_gemma":0.0002345769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004649684,"about_ca_topic_score_gemma":0.00003490419,"domain_scores_codex":[0.9968276,0.0001851352,0.001170663,0.0004528495,0.001026839,0.0003368931],"domain_scores_gemma":[0.9974142,0.000406825,0.0009288108,0.0003049711,0.0007561027,0.0001890517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008601915,0.002038053,0.9911649,0.00002945807,0.00002630759,0.0001392352,0.0002799167,0.00009178209,0.004611115,0.00002531434,0.0005284096,0.0002053352],"study_design_scores_gemma":[0.001096193,0.008908421,0.9786432,0.00001994036,0.0002112108,0.0004744967,0.00001404946,0.0001665769,0.007997867,0.00008677698,0.00216442,0.0002168758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956633,0.00008559618,0.0001480354,0.0001187849,0.003055476,0.0005933134,0.00001658441,0.00003588197,0.0002829534],"genre_scores_gemma":[0.9958197,0.0007761989,0.00003432566,0.0001211406,0.002989462,0.00003781584,9.143066e-7,0.00003653813,0.0001839245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01252171,"threshold_uncertainty_score":0.9999827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03864551144015142,"score_gpt":0.2840514587565439,"score_spread":0.2454059473163925,"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."}}