{"id":"W2793961962","doi":"10.1093/pch/pxy016","title":"Transitioning in hydrocephalus: Current practices in Canadian Paediatric Neurosurgery centres","year":2018,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"NeuroDevNet; University of British Columbia; BC Children's Hospital","funders":"","keywords":"Medicine; Referral; Hydrocephalus; Psychological intervention; Neurosurgery; Health care; Population; Pediatrics; Family medicine; Nursing; Psychiatry; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0017552,0.0001716745,0.0002499564,0.001588917,0.004085426,0.00230466,0.001915314,0.0006583767,0.003050315],"category_scores_gemma":[0.008884429,0.0003016114,0.0003183263,0.003994782,0.001821543,0.0009355926,0.002151674,0.0008085119,0.0002544903],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02762119,"about_ca_system_score_gemma":0.04958527,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9225206,"about_ca_topic_score_gemma":0.9615332,"domain_scores_codex":[0.9968347,0.0003894455,0.000270208,0.0003064037,0.001157358,0.001041891],"domain_scores_gemma":[0.9864975,0.001093113,0.003633982,0.0001800479,0.003011647,0.005583792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008217173,0.00007451231,0.9088717,0.0003877776,0.00002283137,0.001213816,0.03783199,0.0001532604,0.0003377937,0.0003933836,0.005985303,0.04464541],"study_design_scores_gemma":[0.000007212301,0.00007893552,0.919189,0.0006320918,0.00001198079,0.001044678,0.07213114,0.0002013654,0.0001194715,0.0000683759,0.006481113,0.00003465555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985562,0.002828857,0.0001274157,0.005088479,0.00004866803,0.00008301764,0.000502239,0.00003139793,0.005728062],"genre_scores_gemma":[0.9954723,0.002794171,0.0004320148,0.0005803888,0.00001257051,0.00002653462,0.0001710056,0.000007389538,0.0005036493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9723788,"threshold_uncertainty_score":0.2004067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0607831294588603,"score_gpt":0.4029389323522948,"score_spread":0.3421558028934346,"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."}}