{"id":"W3039711063","doi":"10.1016/j.adro.2020.06.016","title":"A Canadian Response to the Coronavirus Disease 2019 (COVID-19) Pandemic: Is There a Silver Lining for Radiation Oncology Patients?","year":2020,"lang":"en","type":"article","venue":"Advances in Radiation Oncology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"Fonds de Recherche du Québec - Santé","keywords":"Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Radiation oncology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Coronavirus; Disease; Health care; Intensive care medicine; Medical emergency; Virology; Infectious disease (medical specialty); Radiation therapy; Internal medicine; Economic growth; Outbreak","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008718082,0.0001909713,0.000416632,0.0002680902,0.0002241028,0.0000142863,0.000183261,0.000240396,0.0002104885],"category_scores_gemma":[0.00929436,0.0001603583,0.0000907055,0.0004656966,0.00005939709,0.000221307,0.00003243497,0.0003247474,0.0000860322],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005853826,"about_ca_system_score_gemma":0.009627847,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01197872,"about_ca_topic_score_gemma":0.1016708,"domain_scores_codex":[0.9977806,0.0004902772,0.0005158173,0.0004662951,0.0002058977,0.0005411219],"domain_scores_gemma":[0.9949435,0.002739629,0.0002468093,0.0002644969,0.0001440953,0.001661486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01207421,0.0001106234,0.4643948,0.0001054277,0.00002298262,0.00005142613,0.009792353,0.002510623,0.00003211071,0.0001209718,0.008242635,0.5025418],"study_design_scores_gemma":[0.003877415,0.002151921,0.2344818,0.00001611866,0.00004000559,0.000003832227,0.0003065057,0.001486529,0.000004223992,0.0001575403,0.7573465,0.0001276083],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4173428,0.00881274,0.001666199,0.5655974,0.001150277,0.004309259,0.0006839726,0.0001040963,0.0003333119],"genre_scores_gemma":[0.7650512,0.001971055,0.0003023935,0.2315959,0.0004465761,0.0003186043,0.0001659679,0.00002671079,0.0001215526],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7491038,"threshold_uncertainty_score":0.9990508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1140084740252648,"score_gpt":0.487538593424324,"score_spread":0.3735301193990592,"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."}}