{"id":"W4307064220","doi":"10.1016/j.ijrobp.2022.07.821","title":"Treatment Patterns and Outcomes of Patients with High-Grade Glioma during the COVID-19 Pandemic","year":2022,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Glioma; Virology; Internal medicine; Oncology; Cancer research; Disease; Outbreak; Infectious disease (medical specialty)","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":[0.0002543571,0.0001176333,0.000264121,0.0004353915,0.0004365842,0.0007661968,0.000368516,0.000481705,0.002623236],"category_scores_gemma":[0.003079309,0.000128074,0.0004342311,0.001077111,0.0002778328,0.0006723538,0.0008164727,0.0008991449,0.0003206585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180023,"about_ca_system_score_gemma":0.000879127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02226681,"about_ca_topic_score_gemma":0.03022141,"domain_scores_codex":[0.9994777,0.00006141556,0.00005133685,0.00009399346,0.00006345993,0.0002520306],"domain_scores_gemma":[0.9984719,0.0001453425,0.000793103,0.00005217226,0.000150901,0.0003865917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003321577,0.00003585565,0.9940423,0.00001522277,0.00005419264,0.00008373804,0.000231854,0.0002610594,0.0001873288,0.00008708043,0.000712054,0.003957127],"study_design_scores_gemma":[0.000005178797,0.00008875853,0.9976346,0.00001860821,0.00001803982,0.0002332653,0.0009461032,0.0001854353,0.00005080134,0.0001175395,0.0006928929,0.000008771087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994792,0.0006551035,0.00006831753,0.0006196258,0.00002354717,0.00001108876,0.001425244,0.000006087269,0.00239891],"genre_scores_gemma":[0.9984362,0.0001924828,0.00002024214,0.0001283282,0.00001272291,0.000006020897,0.0009430491,0.000005873822,0.0002551687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02226681,"threshold_uncertainty_score":0.04427439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04124442955934235,"score_gpt":0.3785264195031074,"score_spread":0.337281989943765,"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."}}