{"id":"W2131180166","doi":"10.3171/2011.4.peds10551","title":"A standardized protocol to reduce cerebrospinal fluid shunt infection: The Hydrocephalus Clinical Research Network Quality Improvement Initiative","year":2011,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":305,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"National Center for Research Resources; National Institute of Neurological Disorders and Stroke","keywords":"Medicine; Hydrocephalus; Surgery; Odds ratio; Cerebrospinal fluid; Shunt (medical); 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2469508,0.002068733,0.002137821,0.009369277,0.004024772,0.005048886,0.006297852,0.003076775,0.004894141],"category_scores_gemma":[0.2039704,0.001593672,0.002587748,0.006231149,0.002629763,0.00369078,0.006190282,0.004401206,0.00261027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01051502,"about_ca_system_score_gemma":0.06270083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002952732,"about_ca_topic_score_gemma":0.004994686,"domain_scores_codex":[0.7185872,0.1987221,0.04660987,0.00574088,0.02603063,0.004309352],"domain_scores_gemma":[0.6956138,0.06308579,0.0849326,0.03307057,0.1076272,0.01566995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005642646,0.0230409,0.05289523,0.01207317,0.0009255474,0.0009232808,0.006800848,0.005668849,0.007344306,0.004724649,0.1217816,0.7581789],"study_design_scores_gemma":[0.02528404,0.05625846,0.4819971,0.02615412,0.001383047,0.00176945,0.006548261,0.01652584,0.01800025,0.005757523,0.3587042,0.001617678],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.0508922,0.002574715,0.1035501,0.01562393,0.001699004,0.8075084,0.002075618,0.001663529,0.01441245],"genre_scores_gemma":[0.06390631,0.002108388,0.3751302,0.005069363,0.0009022861,0.5469739,0.002926506,0.0001519936,0.002830931],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2469508,"threshold_uncertainty_score":0.9286438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2548053137251778,"score_gpt":0.4419000495015364,"score_spread":0.1870947357763585,"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."}}