{"id":"W3017219228","doi":"10.1016/j.ctro.2020.04.002","title":"In reply to Drs Magrini, Mazzola, Greco, Alongi, Buglione","year":2020,"lang":"en","type":"article","venue":"Clinical and Translational Radiation Oncology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Pandemic; Medicine; Staffing; Guideline; Health care; Work (physics); TRIPS architecture; Coronavirus disease 2019 (COVID-19); Medical education; Medical emergency; Intensive care medicine; Nursing; Disease; Political science; Pathology","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":[0.0005011277,0.000100589,0.0003926233,0.0001113623,0.00004217277,0.000007121391,0.00004236849,0.0001887712,0.0004278321],"category_scores_gemma":[0.0009940785,0.00009344791,0.00008173467,0.0002911144,0.0000691912,0.00008907626,0.00001104755,0.0003242029,0.000136416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000386379,"about_ca_system_score_gemma":0.0006073528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008929792,"about_ca_topic_score_gemma":0.000128789,"domain_scores_codex":[0.9984676,0.000125493,0.0007004927,0.0003512797,0.0001640124,0.0001911566],"domain_scores_gemma":[0.9980862,0.001070381,0.00007298896,0.00008791163,0.00007357038,0.0006089851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002179608,0.0003361333,0.7321584,0.0001020481,0.00004169803,0.0001369975,0.001336339,0.00009048123,0.0000670796,0.002533052,0.009620273,0.2513979],"study_design_scores_gemma":[0.002784344,0.0009788669,0.6830282,0.00001278181,0.00002045881,0.00001602489,0.00001610745,0.0007291395,0.00000774211,0.0007812331,0.3115578,0.00006732819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3674145,0.0003147594,0.0007317084,0.6297089,0.0002848721,0.0004540062,0.00002151936,0.00003326403,0.001036406],"genre_scores_gemma":[0.8534819,0.0002573319,0.001163692,0.1441173,0.0007976636,0.00001468043,0.00004738046,0.000009411287,0.0001106223],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4860674,"threshold_uncertainty_score":0.4684461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1458595319252272,"score_gpt":0.4913464443553154,"score_spread":0.3454869124300881,"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."}}