{"id":"W3036032056","doi":"10.1016/j.adro.2020.06.002","title":"Rapid Adaptation of Breast Radiation Therapy Use During the Coronavirus Disease 2019 Pandemic at a Large Academic Cancer Center in Canada","year":2020,"lang":"en","type":"article","venue":"Advances in Radiation Oncology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Radiation therapy; Breast cancer; Pandemic; Cancer; Emergency medicine; Disease; Coronavirus disease 2019 (COVID-19); Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005143846,0.0002235376,0.0001814932,0.0004355932,0.003312416,0.001186655,0.0009436606,0.0004637188,0.004054653],"category_scores_gemma":[0.002446082,0.0002131359,0.0002914476,0.001068122,0.0006720501,0.0003762835,0.001243188,0.001270384,0.0002521148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05601206,"about_ca_system_score_gemma":0.07185842,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9737707,"about_ca_topic_score_gemma":0.991409,"domain_scores_codex":[0.9988167,0.00009604315,0.0000394917,0.0001259775,0.0003033695,0.000618307],"domain_scores_gemma":[0.997391,0.000135529,0.0004148992,0.00005037899,0.0007533847,0.001254748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003276573,0.0002129569,0.8967065,0.0002048916,0.00008459311,0.001035264,0.003750025,0.001926938,0.002177206,0.0007729572,0.03958239,0.05321857],"study_design_scores_gemma":[0.00002585439,0.0001518039,0.9688787,0.0001199247,0.00003416926,0.0003577086,0.01172699,0.001455168,0.0006698798,0.0001786653,0.01635536,0.00004564279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693113,0.001114565,0.0006188644,0.01520392,0.0001413768,0.0002128152,0.002928732,0.0001290184,0.01033929],"genre_scores_gemma":[0.9909762,0.0008857914,0.000878402,0.002627454,0.00004630887,0.00005134471,0.0009749914,0.00002647182,0.003533095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05601206,"threshold_uncertainty_score":0.4063979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07668810521813153,"score_gpt":0.4159106745499144,"score_spread":0.3392225693317829,"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."}}