{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007924356,0.001185877,0.001866397,0.001140856,0.002653943,0.004439739,0.003229283,0.0237126,0.01171484],"category_scores_gemma":[0.09414111,0.000897992,0.001388293,0.0009726139,0.003212264,0.007487909,0.002723235,0.04441111,0.009881628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003214149,"about_ca_system_score_gemma":0.004377348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005887936,"about_ca_topic_score_gemma":0.007788879,"domain_scores_codex":[0.9950361,0.001533756,0.0007363171,0.0006083742,0.001655561,0.0004299855],"domain_scores_gemma":[0.9622528,0.01692857,0.00282259,0.0007574075,0.01354326,0.003695379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001636526,0.000005769838,0.0001513931,0.00007527143,0.000007440865,0.0002704037,0.00009582881,0.00001492907,0.00002830005,0.0003702821,0.9970477,0.001916309],"study_design_scores_gemma":[0.00003391656,0.00003303901,0.0006584746,0.0005489864,0.00003552591,0.003596662,0.001036188,0.0001376464,0.0002511121,0.002144458,0.9914166,0.000107411],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001414104,0.002870253,0.0002023908,0.9192508,0.07687467,0.00001205206,0.00005819811,0.00005496697,0.0005351934],"genre_scores_gemma":[0.001714982,0.00247815,0.00038144,0.9463506,0.04502092,0.00004145685,0.00003911119,0.00005823866,0.003915166],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0237126,"threshold_uncertainty_score":0.04190856,"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."}}