{"id":"W1991474504","doi":"10.1227/01.neu.0000373199.79462.21","title":"Endoscopic Third Ventriculostomy Vs Cerebrospinal Fluid Shunt in the Treatment of Hydrocephalus in Children","year":2010,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":158,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Medicine; Endoscopic third ventriculostomy; Hydrocephalus; Proportional hazards model; Shunt (medical); Ventriculostomy; Surgery; Propensity score matching; Survival analysis; Neurosurgery; Survival rate; Relative risk; Confidence interval; 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":[],"consensus_categories":[],"category_scores_codex":[0.0009828348,0.0001494568,0.0002824552,0.0004695477,0.0001249169,0.0003415974,0.00013504,0.0002845494,0.0006033067],"category_scores_gemma":[0.003597361,0.00008702045,0.0008052426,0.000679028,0.0003064078,0.0003004639,0.0003238759,0.0003041426,0.00004412687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003786599,"about_ca_system_score_gemma":0.0007160471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008335551,"about_ca_topic_score_gemma":0.001650488,"domain_scores_codex":[0.9995672,0.0001975266,0.00004582107,0.00005775805,0.00006288721,0.00006865516],"domain_scores_gemma":[0.9979928,0.0008462832,0.000909413,0.00005399191,0.00003744296,0.0001601089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002263677,0.00004316228,0.9356902,0.0003191383,0.0005656702,0.001506964,0.0001016426,0.0009189184,0.0004896758,0.0005775446,0.000821645,0.05670169],"study_design_scores_gemma":[0.0002228539,0.002320017,0.9767061,0.0003143052,0.0006766735,0.01230032,0.0003696256,0.001612908,0.0010506,0.0006709073,0.003733047,0.00002260985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780768,0.01964068,0.0007645087,0.0005638978,0.0001401672,0.00001555142,0.0002172666,0.000008345568,0.0005728101],"genre_scores_gemma":[0.9922827,0.006643886,0.0005646226,0.00008277897,0.0001455788,0.00001771375,0.0001556082,0.000005700859,0.0001013472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009828348,"threshold_uncertainty_score":0.005197823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452906102667951,"score_gpt":0.2501489374949129,"score_spread":0.2356198764682334,"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."}}