{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001074587,0.0002857372,0.0007443038,0.0001189041,0.0006955024,0.00002570402,0.0003634631,0.0001492705,0.0001029597],"category_scores_gemma":[0.006761773,0.0001750939,0.000190971,0.0005728767,0.0007027268,0.0001404618,0.0002763834,0.001148955,0.00001388415],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008749322,"about_ca_system_score_gemma":0.00586452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000104454,"about_ca_topic_score_gemma":0.003369482,"domain_scores_codex":[0.9961605,0.001207055,0.0008129734,0.0005903267,0.0004561865,0.0007729752],"domain_scores_gemma":[0.9839553,0.01394769,0.0005295449,0.000783612,0.0002948295,0.0004890754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003884666,0.0008494484,0.3836719,0.001263723,0.0002875034,0.005493307,0.003510968,0.001865832,0.3110852,0.001036535,0.006044605,0.2810063],"study_design_scores_gemma":[0.002678498,0.001230291,0.0553387,0.00002726468,0.0001062959,0.001912853,0.0007161636,0.0000781129,0.002996154,0.001475347,0.9332913,0.0001490776],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7443057,0.008182081,0.0004805215,0.2405192,0.002282201,0.00130351,0.00004284388,0.0001986586,0.002685228],"genre_scores_gemma":[0.8803151,0.01880888,0.0004611789,0.09902438,0.0004320226,0.000180888,0.00001185837,0.00005173876,0.0007139643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9272466,"threshold_uncertainty_score":0.9997713,"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."}}