{"id":"W2917413602","doi":"10.3171/2018.10.peds18420","title":"Calgary Shunt Protocol, an adaptation of the Hydrocephalus Clinical Research Network shunt protocol, reduces shunt infections in children","year":2019,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Shunt (medical); Medicine; Hydrocephalus; Neurosurgery; Univariate analysis; Surgery; Confounding; Internal medicine; Multivariate analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004911081,0.0004806405,0.0003684579,0.0008768774,0.0004302569,0.0005821274,0.001094305,0.0005068825,0.001224144],"category_scores_gemma":[0.01701908,0.0001797138,0.0003646973,0.0007131181,0.0005828447,0.0004036822,0.001086454,0.0006419197,0.0001747353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002591933,"about_ca_system_score_gemma":0.007822337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01982749,"about_ca_topic_score_gemma":0.04728786,"domain_scores_codex":[0.9951816,0.002283959,0.00067358,0.0002981281,0.001266272,0.000296301],"domain_scores_gemma":[0.994135,0.0007636444,0.003222204,0.0004476331,0.0008696218,0.0005619816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006204731,0.004902053,0.4830318,0.002001494,0.0004315216,0.0008923169,0.001543464,0.004169917,0.008360845,0.0009213851,0.01238403,0.4751565],"study_design_scores_gemma":[0.001290526,0.007646601,0.9791063,0.0005876783,0.0001427113,0.0006022053,0.0004439645,0.000799677,0.003128996,0.0001534881,0.006047425,0.00005040622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765987,0.004542926,0.003202121,0.00179297,0.0003391812,0.006098147,0.0008158113,0.0001843415,0.006425886],"genre_scores_gemma":[0.9652918,0.003999911,0.01956754,0.001327804,0.0002177755,0.005588195,0.001610525,0.00003366974,0.002362787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01982749,"threshold_uncertainty_score":0.03942418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08083439453370239,"score_gpt":0.3808801990917374,"score_spread":0.300045804558035,"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."}}