{"id":"W2073007479","doi":"10.3171/jns.2001.94.2.0195","title":"Cerebrospinal fluid shunt infection: a prospective study of risk factors","year":2001,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":369,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Shunt (medical); Perioperative; Hydrocephalus; Cerebrospinal fluid; Hazard ratio; Surgery; Prospective cohort study; Cohort; Confidence interval; Cohort study; Anesthesia; 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":[0.0006636452,0.0002743587,0.0003383797,0.0005563704,0.0003449665,0.0005435173,0.0002697796,0.0004071459,0.001338684],"category_scores_gemma":[0.002308459,0.0003533497,0.0003483631,0.001085774,0.0002568901,0.0005937466,0.0003622461,0.0007307485,0.0002055722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001678164,"about_ca_system_score_gemma":0.0004259597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001489597,"about_ca_topic_score_gemma":0.001303637,"domain_scores_codex":[0.9995593,0.0001080369,0.00005167221,0.00008707042,0.0001068432,0.00008697864],"domain_scores_gemma":[0.9982693,0.0003890232,0.0008526202,0.0000922638,0.0001156368,0.0002810223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003261863,0.00001856345,0.9995364,0.000002991204,0.00001222898,0.00004588713,0.00001831817,0.000008477847,0.00002950996,0.000005480641,0.00002334695,0.0002661965],"study_design_scores_gemma":[0.000009003504,0.0001962637,0.9986213,0.000009364744,0.00001920247,0.0006948931,0.0001424993,0.0001195722,0.00003310727,0.00001344981,0.000138187,0.000003046754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991998,0.0003375098,0.00006775723,0.00003403287,0.000005510182,0.000008015501,0.0001704436,0.000001939744,0.0001749329],"genre_scores_gemma":[0.9994769,0.0001585483,0.00008735391,0.00001887297,0.00001011369,0.00001015347,0.0001751453,0.000001573785,0.00006135919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001489597,"threshold_uncertainty_score":0.004478395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0335787962028795,"score_gpt":0.278078827019962,"score_spread":0.2445000308170825,"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."}}