{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004987408,0.0004013814,0.0009907553,0.0007570714,0.000158525,0.00003943611,0.0001248622,0.0001218327,0.0003898516],"category_scores_gemma":[0.01013117,0.000342343,0.0004191381,0.001477114,0.0002378765,0.0001448972,0.0001116622,0.0006812299,0.00005808074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004995739,"about_ca_system_score_gemma":0.002172407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129991,"about_ca_topic_score_gemma":0.0001103118,"domain_scores_codex":[0.9971895,0.0002903423,0.000709388,0.0007925636,0.0004432059,0.0005750044],"domain_scores_gemma":[0.994306,0.002900353,0.0003176811,0.0005131425,0.0002182922,0.001744568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003321025,0.0002999424,0.8148944,0.0008253134,0.00008115861,0.0006807944,0.001682425,0.00002382808,0.009339036,0.0003358484,0.1670883,0.001427985],"study_design_scores_gemma":[0.001631226,0.001075509,0.9742777,0.0003110458,0.0001307627,0.0001866062,0.00009761857,0.0001380797,0.0009392184,0.0002208653,0.02059376,0.0003975748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9406327,0.001632712,0.00001612295,0.05159868,0.0005880672,0.0007233785,0.00008954102,0.0003573544,0.004361455],"genre_scores_gemma":[0.9594715,0.000866422,0.000005942359,0.03782672,0.0004707228,0.00001402377,0.00001236016,0.00007615204,0.001256214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1593834,"threshold_uncertainty_score":0.9999028,"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."}}