{"id":"W3117624152","doi":"10.1016/j.wneu.2020.10.024","title":"Letter to the Editor: “Neurosurgery Practice during the Second Wave of COVID-19 Pandemic—Are We Prepared for the Upcoming Challenges?”","year":2020,"lang":"en","type":"letter","venue":"World Neurosurgery","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Neurosurgery; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus Infections; MEDLINE; Medical physics; Virology; Surgery; Internal medicine; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001861083,0.0008013933,0.001355727,0.0002835226,0.0008245985,0.0001619355,0.0008899909,0.0003354084,0.0001841609],"category_scores_gemma":[0.00744225,0.0004387157,0.001320583,0.0006681292,0.0004162778,0.0001829137,0.0003494166,0.003457324,0.00002063865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001147708,"about_ca_system_score_gemma":0.0003263954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007931335,"about_ca_topic_score_gemma":0.00006025391,"domain_scores_codex":[0.9937485,0.001385557,0.001378434,0.00130998,0.001289648,0.0008878581],"domain_scores_gemma":[0.9632491,0.03267981,0.001365431,0.002273643,0.0001751096,0.0002568458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008326278,0.00006254148,0.000231066,0.003306987,0.0004615903,0.0007671117,0.001283507,0.00001841715,0.0003330239,0.000007194773,0.9922178,0.0004780913],"study_design_scores_gemma":[0.0005721803,0.0000837644,0.001061036,0.0004221336,0.0006762178,0.0006236613,0.0002188274,0.0000242941,0.0004525699,0.00002555208,0.9954177,0.0004220908],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00100206,0.004707933,0.00005309451,0.9765137,0.01356638,0.003176079,0.0003548653,0.0002123505,0.0004135648],"genre_scores_gemma":[0.009956931,0.001734821,0.00002746711,0.9296142,0.04902032,0.001003615,0.00003356409,0.0002295162,0.008379553],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04689946,"threshold_uncertainty_score":0.9998065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09760768229273396,"score_gpt":0.304204351701457,"score_spread":0.2065966694087231,"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."}}