{"id":"W1514024495","doi":"10.3171/2010.8.peds103","title":"Predicting who will benefit from endoscopic third ventriculostomy compared with shunt insertion in childhood hydrocephalus using the ETV Success Score","year":2010,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":269,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Endoscopic third ventriculostomy; Hydrocephalus; Shunt (medical); Hazard ratio; Surgery; Ventriculostomy; 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":[0.0009289348,0.0002261082,0.0002997315,0.0008316499,0.0001492109,0.0004300938,0.0002064739,0.0003089622,0.0009108055],"category_scores_gemma":[0.003908065,0.0001222784,0.0005962987,0.0006039514,0.0003429452,0.0004431473,0.000456995,0.0002889737,0.0001283425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000237474,"about_ca_system_score_gemma":0.0002848912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001094744,"about_ca_topic_score_gemma":0.00152152,"domain_scores_codex":[0.9996116,0.0001119821,0.00005218302,0.00007072208,0.00007990099,0.00007365886],"domain_scores_gemma":[0.9973929,0.0007497933,0.0012846,0.00006936115,0.0001181008,0.0003853035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000770883,0.000005192229,0.9988477,0.000002243944,0.00001339092,0.00003733104,0.00001220758,0.00008273238,0.00003168954,0.000004975274,0.00002270065,0.0008625977],"study_design_scores_gemma":[0.00000851227,0.0001862533,0.9983809,0.0000062349,0.00002356955,0.0004737973,0.00008243403,0.0006211713,0.0001385384,0.00001987429,0.0000554363,0.000003198931],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997044,0.00007355935,0.00004899894,0.00001692845,0.000002642736,0.000001726619,0.00006366499,0.000001276101,0.00008690063],"genre_scores_gemma":[0.9996938,0.00003570566,0.00007422768,0.00000387874,0.000004971175,0.000002661401,0.0001559341,0.000001055308,0.0000279451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001094744,"threshold_uncertainty_score":0.004912734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948484670855131,"score_gpt":0.244441736306395,"score_spread":0.2249568895978437,"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."}}