{"id":"W2812762277","doi":"10.1007/s00381-018-3896-5","title":"International Infant Hydrocephalus Study (IIHS): 5-year health outcome results of a prospective, multicenter comparison of endoscopic third ventriculostomy (ETV) and shunt for infant hydrocephalus","year":2018,"lang":"en","type":"article","venue":"Child s Nervous System","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Endoscopic third ventriculostomy; Hydrocephalus; Medicine; Shunt (medical); Ventriculostomy; Prospective cohort study; Communicating hydrocephalus; Surgery","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":[0.002593523,0.001387464,0.001239238,0.001395355,0.0007481762,0.001056409,0.0009339098,0.001452317,0.001117668],"category_scores_gemma":[0.003367235,0.0007068882,0.001877018,0.001262803,0.0009491782,0.001513272,0.001405313,0.001195239,0.0003334815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006877987,"about_ca_system_score_gemma":0.0005417195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006553813,"about_ca_topic_score_gemma":0.006811982,"domain_scores_codex":[0.9986725,0.0005296536,0.0001577221,0.0002950869,0.0001406695,0.0002043834],"domain_scores_gemma":[0.9967067,0.0004403225,0.001379558,0.0002840907,0.0003449826,0.0008444377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01437155,0.0009510347,0.9813695,0.00003571968,0.0009801912,0.0001652209,0.0003303594,0.00009896239,0.0005353053,0.00002807383,0.000119428,0.001014648],"study_design_scores_gemma":[0.0009558221,0.004912183,0.9923139,0.00001279706,0.0004870323,0.0001831233,0.000704122,0.0001279408,0.0001479649,0.00001593911,0.00011943,0.00001972344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994374,0.0001247462,0.00002136565,0.00001562135,0.000009042204,0.00001727695,0.0002640401,0.00000115374,0.0001092133],"genre_scores_gemma":[0.99828,0.0001062382,0.00005952571,0.00003581753,0.00002942156,0.00003702265,0.001301406,0.000002819011,0.0001478066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006553813,"threshold_uncertainty_score":0.01371598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02518033996363044,"score_gpt":0.3179659864197116,"score_spread":0.2927856464560812,"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."}}