{"id":"W1581306005","doi":"10.3171/2009.4.peds0945","title":"Prioritizing neurosurgical education for pediatricians: results of a survey of pediatric neurosurgeons","year":2009,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Neurosurgery; Pediatric neurosurgery; Craniosynostosis; Hydrocephalus; Pediatric Surgeon; Pediatrics; Spina bifida; Referral; Cerebral palsy; General surgery; Family medicine; Surgery; Physical therapy; Pediatric surgery","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":[0.00200049,0.0001565562,0.0001918322,0.0007106467,0.0003357772,0.0004826353,0.0003683794,0.0005405845,0.00162141],"category_scores_gemma":[0.007121833,0.0002306712,0.0002462263,0.001492442,0.0003498853,0.0006454795,0.0005255886,0.0006013116,0.0003103358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008698389,"about_ca_system_score_gemma":0.00148977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01731974,"about_ca_topic_score_gemma":0.02484824,"domain_scores_codex":[0.9989537,0.0002820223,0.0001555444,0.0001093457,0.0002801215,0.0002192944],"domain_scores_gemma":[0.9935356,0.001233023,0.003031011,0.0001211911,0.000967134,0.001112045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002158043,0.00006728419,0.9963298,0.00002639432,0.000008631609,0.00006340744,0.0006153944,0.00002553389,0.0000610382,0.000007933995,0.0005264206,0.002246642],"study_design_scores_gemma":[0.000003753732,0.000063915,0.9979943,0.00001505005,0.000003323514,0.00008562599,0.001481214,0.00004582237,0.00002286113,0.000002721471,0.0002795489,0.000001814887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983725,0.0001905174,0.00004107519,0.0003043826,0.000006566191,0.00003031148,0.000464108,0.000004760179,0.0005857885],"genre_scores_gemma":[0.9986345,0.0004210213,0.0001381425,0.0002157328,0.00001067656,0.00004704308,0.0003904483,0.000002700044,0.0001396624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01731974,"threshold_uncertainty_score":0.03443784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06743740863450991,"score_gpt":0.3286915063542326,"score_spread":0.2612540977197227,"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."}}