{"id":"W1625141646","doi":"10.3171/2011.6.peds10584","title":"Hydrocephalus status in spina bifida: an evaluation of variations in neuropsychological outcomes","year":2011,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Spinal Dysraphism and Malformations","field":"Medicine","cited_by":73,"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":"Hydrocephalus; Spina bifida; Medicine; Neuropsychology; Child Behavior Checklist; Pediatrics; Audiology; Cognition; Surgery; Clinical psychology; Psychiatry","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":[0.000952146,0.0004107277,0.0003250554,0.001750887,0.0003442864,0.0004856946,0.0003361669,0.0003957824,0.0008713972],"category_scores_gemma":[0.004224276,0.0001534459,0.0003689542,0.0011978,0.0005487911,0.0004675867,0.0006831901,0.0003580256,0.000186354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003688255,"about_ca_system_score_gemma":0.0003131292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003170649,"about_ca_topic_score_gemma":0.003782441,"domain_scores_codex":[0.9993953,0.0001447176,0.00009987671,0.0001185316,0.0001619631,0.00007975839],"domain_scores_gemma":[0.9968596,0.0007582495,0.001540401,0.00009243432,0.0003205866,0.0004287388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008697587,0.00001881767,0.9982063,0.000007342639,0.00002518373,0.0001180609,0.00008659589,0.00003501634,0.0001429654,0.000004129387,0.00001831752,0.001250317],"study_design_scores_gemma":[0.000002133252,0.0001142059,0.9993368,0.000003129765,0.000007154906,0.0003245462,0.00008570234,0.00004595144,0.00005196399,0.000004846523,0.0000220808,0.000001584647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999694,0.0000860654,0.00001923291,0.000005012814,0.000001198623,0.000003377913,0.00009353151,0.000001638407,0.00009608571],"genre_scores_gemma":[0.9997078,0.00003734124,0.00005194954,0.000002316054,0.000001421157,0.00000476382,0.0001684011,8.021599e-7,0.00002529229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003170649,"threshold_uncertainty_score":0.006304383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1129951460174288,"score_gpt":0.3477954792841633,"score_spread":0.2348003332667346,"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."}}