{"id":"W3026632284","doi":"10.1016/j.wneu.2020.05.155","title":"Pediatric Neurosurgery in East Africa: An Education and Needs-Based Survey","year":2020,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"American Association of Neurological Surgeons","keywords":"Medicine; Neurosurgery; Likert scale; Pediatric neurosurgery; Family medicine; Medical education; General surgery; 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":[0.0005672535,0.0002992678,0.0003287369,0.001421293,0.0007958258,0.0006285027,0.0003858086,0.0005406471,0.001947876],"category_scores_gemma":[0.002196447,0.000362443,0.0003261683,0.002068295,0.0002937353,0.001059821,0.000990893,0.0005930063,0.0003125753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001226432,"about_ca_system_score_gemma":0.00182413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03276948,"about_ca_topic_score_gemma":0.05206767,"domain_scores_codex":[0.9995332,0.00007259001,0.00006798305,0.00003487067,0.0000625475,0.0002287482],"domain_scores_gemma":[0.9988385,0.00012382,0.0005295346,0.00001960825,0.0001983179,0.0002902008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002683537,0.0001584421,0.9924201,0.0001011921,0.00002125843,0.0004214459,0.003030397,0.00003059547,0.0001508315,0.0000772537,0.0005944607,0.002967163],"study_design_scores_gemma":[0.000004775945,0.00007915722,0.9822083,0.0001074374,0.00001495035,0.0004642391,0.01599197,0.00005195155,0.0000460005,0.00002729781,0.000997219,0.000006710094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977161,0.0001780613,0.0000277609,0.0003056052,0.000004636468,0.00003954328,0.0008552733,0.000001399005,0.0008717409],"genre_scores_gemma":[0.9978902,0.0008368851,0.0001343194,0.0002061578,0.000006671154,0.00008358142,0.0004894793,0.000002134125,0.0003506169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03276948,"threshold_uncertainty_score":0.06515747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05623025322857006,"score_gpt":0.2874518348331757,"score_spread":0.2312215816046057,"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."}}