{"id":"W2021874511","doi":"10.3171/2014.10.peds13644","title":"Postshunt lateral ventricular volume, white matter integrity, and intellectual outcomes in spina bifida and hydrocephalus","year":2015,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Advanced Neuroimaging Techniques and Applications","field":"Medicine","cited_by":28,"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","keywords":"Medicine; Hydrocephalus; Lateral ventricles; Diffusion MRI; White matter; Fractional anisotropy; Shunt (medical); Ventricular system; Ventricle; Cerebral ventricle; Brain size; Spina bifida; Third ventricle; Fourth ventricle; Cardiology; Magnetic resonance imaging; Anatomy; Radiology; 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":[0.0007039973,0.0003383452,0.0002402987,0.001068618,0.00028154,0.0004604424,0.0003327305,0.0003450336,0.001272671],"category_scores_gemma":[0.004417021,0.0001169144,0.0002425356,0.000586601,0.0006425802,0.0004788798,0.0004630805,0.0004246844,0.0001285522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003744276,"about_ca_system_score_gemma":0.0004502892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003476641,"about_ca_topic_score_gemma":0.004394251,"domain_scores_codex":[0.9997544,0.00003980246,0.00003038914,0.00004522467,0.00008377511,0.00004640332],"domain_scores_gemma":[0.9962891,0.0006499929,0.002303095,0.00008376865,0.000202952,0.0004710552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005468906,0.00003069889,0.9973722,0.000008832732,0.00002150441,0.0002461704,0.00006024668,0.00005652564,0.0001325397,0.00001298952,0.00004261891,0.001960975],"study_design_scores_gemma":[0.000001548411,0.00007016328,0.9992292,0.000006206576,0.000006991317,0.0004695031,0.0000522304,0.00006169748,0.00006126583,0.00001728805,0.00002263893,0.000001392793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995137,0.0001853894,0.00002231329,0.0000280754,0.000002415286,0.000001663223,0.00008862668,0.000002370283,0.0001554392],"genre_scores_gemma":[0.9996697,0.0000754621,0.00007078652,0.000006497344,0.000005104242,0.000002955551,0.0001182758,9.665752e-7,0.00005023414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003476641,"threshold_uncertainty_score":0.006912827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05589107948892645,"score_gpt":0.3205027983407701,"score_spread":0.2646117188518436,"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."}}