{"id":"W3132318115","doi":"10.1093/noajnl/vdab035","title":"The state of neuro-oncology during the COVID-19 pandemic: a worldwide assessment","year":2021,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute of Neurological Disorders and Stroke; National Institutes of Health; Cancer Prevention and Research Institute of Texas; Doris Duke Charitable Foundation","keywords":"Preparedness; Pandemic; Medicine; Psychosocial; Anxiety; Salary; Family medicine; Clinical trial; Coronavirus disease 2019 (COVID-19); Internal medicine; Psychiatry; Disease","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":[0.004395073,0.000206176,0.0002599541,0.002254001,0.0009519795,0.002378546,0.0006670392,0.001074267,0.002384143],"category_scores_gemma":[0.01251921,0.0001957314,0.0003510448,0.003058592,0.001710956,0.003958271,0.003009028,0.001506292,0.0002600027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001831829,"about_ca_system_score_gemma":0.002478039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00876468,"about_ca_topic_score_gemma":0.01143791,"domain_scores_codex":[0.9973761,0.0007285051,0.0004372583,0.0003351441,0.0005639403,0.0005590998],"domain_scores_gemma":[0.9796568,0.002309309,0.01238751,0.0004501227,0.002634325,0.002561956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007977553,0.00005943562,0.9443119,0.0004183768,0.00005539682,0.0004868971,0.004772056,0.0002176143,0.0002928243,0.0006088692,0.003618968,0.04507788],"study_design_scores_gemma":[0.00000262893,0.0001383392,0.9722167,0.0005793791,0.00002494388,0.0008453521,0.01816745,0.0002287887,0.0001244205,0.0002914763,0.007346945,0.00003369516],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507194,0.01611855,0.0006249503,0.02068079,0.000261065,0.00006191889,0.001219716,0.00003157987,0.01028219],"genre_scores_gemma":[0.9903611,0.007315714,0.0002631052,0.001160838,0.0001914663,0.00002808464,0.0004356078,0.000009573122,0.0002344992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00876468,"threshold_uncertainty_score":0.02324361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06322109705837042,"score_gpt":0.4404204316875334,"score_spread":0.3771993346291629,"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."}}