{"id":"W4410020647","doi":"10.3171/2025.1.peds24417","title":"Five-year outcomes after surgical treatment of infant postinfectious hydrocephalus in sub-Saharan Africa: results of a randomized trial","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":"Hospital for Sick Children; University of Toronto","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; Fogarty International Center; National Institute of Allergy and Infectious Diseases","keywords":"Medicine; Randomized controlled trial; Hydrocephalus; Endoscopic third ventriculostomy; Quality of life (healthcare); Bayley Scales of Infant Development; Neurosurgery; Pediatrics; Surgery; Psychomotor learning","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":[0.003963686,0.001214965,0.0029305,0.0004969115,0.000551951,0.001110798,0.0008612998,0.002226248,0.003239312],"category_scores_gemma":[0.006967975,0.0004931688,0.003678315,0.0005544659,0.0009326088,0.001032286,0.0005635094,0.002041627,0.0003591743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009303644,"about_ca_system_score_gemma":0.001232507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001075548,"about_ca_topic_score_gemma":0.001380734,"domain_scores_codex":[0.9965731,0.00224828,0.0003548741,0.0002962849,0.000221437,0.0003060777],"domain_scores_gemma":[0.9957173,0.001831436,0.001363019,0.0002595974,0.0002825444,0.0005461075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9738222,0.006180566,0.002374161,0.001216546,0.003328953,0.00006082607,0.00007701186,0.0002288409,0.0004993254,0.00006498677,0.0002175728,0.01192893],"study_design_scores_gemma":[0.8788909,0.1106305,0.006392417,0.0002219383,0.002499187,0.00005201151,0.00007770265,0.000262122,0.0003684183,0.000114118,0.0004698259,0.00002078771],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882025,0.007294094,0.0002966223,0.0004196847,0.0004103007,0.002197219,0.0004300566,0.00002691137,0.0007225752],"genre_scores_gemma":[0.9902621,0.003080503,0.0007683123,0.0004054277,0.0003114053,0.004115424,0.0003804492,0.000007352095,0.0006690936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003963686,"threshold_uncertainty_score":0.02096218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01789119773995933,"score_gpt":0.2727052898050122,"score_spread":0.2548140920650529,"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."}}