{"id":"W3025987926","doi":"10.1016/j.wneu.2020.05.087","title":"Neurosurgery Residents' Perspective on COVID-19: Knowledge, Readiness, and Impact of this Pandemic","year":2020,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Neurosurgery; Medicine; Pandemic; Neurology; Coronavirus disease 2019 (COVID-19); Family medicine; Health care; Perspective (graphical); Personal protective equipment; Medical emergency; Disease; Psychiatry; Infectious disease (medical specialty); Internal medicine","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":[0.003204309,0.0001861846,0.0002562252,0.0006653595,0.004295739,0.003102979,0.0005038204,0.002277636,0.01120597],"category_scores_gemma":[0.01249722,0.0001421273,0.0003736866,0.0005948949,0.002015462,0.002220245,0.003856611,0.005882652,0.001224519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003231613,"about_ca_system_score_gemma":0.016481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03484505,"about_ca_topic_score_gemma":0.08783433,"domain_scores_codex":[0.9966784,0.0009374312,0.0001058923,0.0001011714,0.0008463637,0.00133085],"domain_scores_gemma":[0.9877258,0.001127551,0.001000303,0.0001003574,0.00296846,0.007077531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002143639,0.0005977757,0.1845435,0.0005158641,0.0001259084,0.004098485,0.07861141,0.0006090318,0.0009558047,0.01834968,0.5785816,0.1327965],"study_design_scores_gemma":[0.00003310074,0.0005913806,0.1130747,0.001681573,0.00006974812,0.003690128,0.4164684,0.0003089312,0.0004845474,0.007447608,0.4559891,0.0001608463],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1611297,0.00378709,0.0002614581,0.762207,0.003812443,0.0000220802,0.0004904369,0.00003137059,0.06825843],"genre_scores_gemma":[0.8858479,0.009784917,0.000665874,0.0896755,0.002029506,0.00003423145,0.0003398059,0.00002689231,0.01159537],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03484505,"threshold_uncertainty_score":0.06928444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053631287840544,"score_gpt":0.4170823009244413,"score_spread":0.3117191721403869,"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."}}