{"id":"W3009584089","doi":"10.3171/2019.12.focus19767","title":"Interest and participation in global neurosurgery: a survey of Canadian neurosurgery residents","year":2020,"lang":"en","type":"article","venue":"Neurosurgical FOCUS","topic":"Global Health and Surgery","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; Hospital for Sick Children; University of Toronto; McGill University; Université de Montréal","funders":"","keywords":"Neurosurgery; Accreditation; Medicine; Family medicine; Medical education; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007480846,0.0002159246,0.0007292283,0.0002863394,0.00004727818,0.00002838126,0.0000884434,0.0001561449,0.00003672583],"category_scores_gemma":[0.003490489,0.0002047157,0.0001149784,0.001884633,0.0001326371,0.00009798623,0.0000636476,0.0003407397,0.00002306084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005021556,"about_ca_system_score_gemma":0.0004292689,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.118393,"about_ca_topic_score_gemma":0.1051411,"domain_scores_codex":[0.9969497,0.0005580572,0.0009776674,0.0005263626,0.0003044748,0.0006836975],"domain_scores_gemma":[0.9972852,0.0004942851,0.0001485195,0.0002370431,0.0001283601,0.001706532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009844849,0.0001136373,0.9904917,0.00008110661,0.000005778133,0.00106951,0.00001956139,0.000003578752,0.0001121874,0.0001952979,0.00262041,0.004302717],"study_design_scores_gemma":[0.001004582,0.0003103764,0.9941913,0.00005160194,0.00001323515,0.00006760596,0.000003713342,0.0004385598,0.00007864322,0.00002702544,0.003685692,0.0001276989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917957,0.0002478372,0.000002684519,0.005980506,0.0004845194,0.0003241414,0.0001308408,0.00003966341,0.0009941678],"genre_scores_gemma":[0.9946333,0.0003002282,0.000007083739,0.004927097,0.00006254922,0.000009111884,0.00002596824,0.00002039343,0.00001432087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01325191,"threshold_uncertainty_score":0.9111878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.082445510062635,"score_gpt":0.3296554094054611,"score_spread":0.2472098993428261,"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."}}