{"id":"W2510340406","doi":"10.1007/s00381-016-3236-6","title":"Efficacy and safety of endoscopic third ventriculostomy and choroid plexus cauterization for infantile hydrocephalus: a systematic review and meta-analysis","year":2016,"lang":"en","type":"review","venue":"Child s Nervous System","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Cauterization; Endoscopic third ventriculostomy; Hydrocephalus; Choroid plexus; Neurosurgery; Ventriculostomy; Meta-analysis; Observational study; Cohort study; Surgery; Pediatrics; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007164842,0.0007909478,0.009064441,0.0004627842,0.0003191347,0.000118095,0.0003943758,0.0002633079,0.00001847066],"category_scores_gemma":[0.0005053909,0.0004793075,0.001220565,0.0008279863,0.0001456306,0.0001737939,0.0002299891,0.0001884367,0.000009117706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008698535,"about_ca_system_score_gemma":0.00007075202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001382058,"about_ca_topic_score_gemma":0.000004022508,"domain_scores_codex":[0.9952519,0.0006753079,0.002061585,0.001175049,0.0004168057,0.0004193785],"domain_scores_gemma":[0.996338,0.0008804497,0.00167254,0.0007971909,0.00008853583,0.0002232528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000009075131,0.0000302399,9.588163e-7,0.9892917,0.008618122,0.000008445194,0.00005634654,4.304989e-7,0.00001011671,0.0008595909,0.00003075445,0.001084264],"study_design_scores_gemma":[0.0009498473,0.0002014096,0.00001211742,0.2163377,0.7579886,0.0008787533,0.00001173314,0.00008750298,0.00002983463,0.000007587844,0.02273602,0.0007588486],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003946977,0.9901649,0.0002328728,0.0000545829,0.00007935807,0.008297227,0.0007836221,0.00008363177,0.0002643694],"genre_scores_gemma":[0.00805808,0.9905407,0.0000210049,0.0001335595,0.00005758493,0.0007776121,0.00005279463,0.0000718415,0.0002868131],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7729539,"threshold_uncertainty_score":0.9997659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03341312170170585,"score_gpt":0.2987273402153038,"score_spread":0.265314218513598,"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."}}