{"id":"W3021575924","doi":"10.1093/neuonc/noaa113","title":"Neuro-oncology management during the COVID-19 pandemic with a focus on WHO grades III and IV gliomas","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Radiation oncology; Intensive care medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Disease; Medical physicist; Radiation therapy; Internal medicine; Medical physics; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003802145,0.0003788395,0.0008241204,0.00024974,0.0003868477,0.00003243106,0.0002641963,0.0002748669,0.00008823301],"category_scores_gemma":[0.0008713322,0.0002568842,0.00009712272,0.0005481477,0.0003767879,0.0000719234,0.0002725708,0.001014393,0.00003957213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007604163,"about_ca_system_score_gemma":0.0009713405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002372798,"about_ca_topic_score_gemma":0.00056561,"domain_scores_codex":[0.9969636,0.0005308132,0.0004917363,0.0008474545,0.000398561,0.0007678381],"domain_scores_gemma":[0.9960527,0.001998149,0.0002485912,0.000498786,0.00006354529,0.001138196],"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":[0.05550897,0.001680648,0.3059422,0.005322729,0.0009994772,0.06595801,0.03295387,0.000399718,0.3057807,0.007853488,0.06334992,0.1542502],"study_design_scores_gemma":[0.01670968,0.0188195,0.05008605,0.00006487354,0.0004211115,0.005222793,0.001196145,0.0002774513,0.001077729,0.0003759881,0.9053538,0.0003948958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6907166,0.0002694282,0.0001116289,0.303796,0.0002423207,0.001556122,0.000009829711,0.0002523825,0.003045732],"genre_scores_gemma":[0.8221707,0.0009412575,0.00006799556,0.1761219,0.0004565505,0.0001172829,0.000004299485,0.00005507131,0.00006492847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8420038,"threshold_uncertainty_score":0.9999883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07763169866407814,"score_gpt":0.37186556768402,"score_spread":0.2942338690199418,"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."}}