{"id":"W4415306615","doi":"10.3171/2025.7.peds25208","title":"Effect of a recommended shunt infection prevention protocol on perioperative practices and infection rates in the Hydrocephalus Clinical Research Network–Quality","year":2025,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Perioperative; Hydrocephalus; Infection control; Shunt (medical); Protocol (science); Clinical research; Risk of infection; Infection rate","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":[0.1778175,0.0003551721,0.0007576589,0.001852588,0.0009496295,0.003019666,0.001825433,0.001103999,0.002053787],"category_scores_gemma":[0.4421076,0.0005288885,0.002073145,0.003113993,0.001105556,0.002511678,0.004144655,0.001802876,0.0001822191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006853131,"about_ca_system_score_gemma":0.01615137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01650369,"about_ca_topic_score_gemma":0.01583073,"domain_scores_codex":[0.7724543,0.1594784,0.025388,0.007272019,0.03147857,0.00392864],"domain_scores_gemma":[0.3886681,0.2983022,0.2328215,0.0253741,0.04359001,0.01124413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002310413,0.0008580822,0.9402081,0.0008401735,0.0009175245,0.00005689731,0.0009550391,0.001905604,0.0002153393,0.0004287879,0.002550872,0.04875315],"study_design_scores_gemma":[0.0003982814,0.00398757,0.9862022,0.0007855897,0.0004756124,0.0001062214,0.0007797859,0.004184751,0.0004402397,0.0003490576,0.002234451,0.00005630861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723576,0.002621243,0.007244066,0.006714659,0.0001780561,0.003158288,0.001992912,0.0001683095,0.005564862],"genre_scores_gemma":[0.9890392,0.0005096609,0.00717516,0.0006599774,0.00006315113,0.001632774,0.0006459051,0.00002368533,0.0002503957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1778175,"threshold_uncertainty_score":0.9403999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1646422944648866,"score_gpt":0.513345626542792,"score_spread":0.3487033320779055,"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."}}