{"id":"W3111777465","doi":"10.3389/fpubh.2020.588203","title":"Restructuring the Healthcare System to Protect Healthcare Personnel Amidst the COVID-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Restructuring; Pandemic; Coronavirus disease 2019 (COVID-19); Health care; Public health; 2019-20 coronavirus outbreak; Public opinion; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Healthcare system; Political science; Public administration; Medicine; Public relations; Nursing; Virology; Law; Politics","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":[0.01343471,0.0009268368,0.0005488377,0.00131727,0.003835501,0.009280364,0.002562169,0.02190681,0.03968283],"category_scores_gemma":[0.02817872,0.0003311965,0.001564452,0.0008128045,0.006213276,0.006522706,0.01106606,0.01136291,0.007765645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006969252,"about_ca_system_score_gemma":0.05787863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01610599,"about_ca_topic_score_gemma":0.02035036,"domain_scores_codex":[0.990348,0.003324675,0.0002030779,0.0004417056,0.001346385,0.004336182],"domain_scores_gemma":[0.9825378,0.004507455,0.001140998,0.0007128721,0.00278336,0.008317689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001486663,0.0003411483,0.003918964,0.0009374982,0.000103742,0.0003255085,0.001743836,0.0008192374,0.001732013,0.1519964,0.7303191,0.1076139],"study_design_scores_gemma":[0.0002124296,0.0004007322,0.0172783,0.00291739,0.0000728224,0.0002657868,0.006903481,0.0007796459,0.001128416,0.1004469,0.869498,0.00009601416],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002508083,0.007722804,0.001285318,0.9531359,0.005584589,0.00006119652,0.0001964238,0.00008422005,0.02942162],"genre_scores_gemma":[0.1589543,0.02483995,0.005379084,0.7693925,0.01759635,0.0002725262,0.0005046287,0.0001197004,0.02294082],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03968283,"threshold_uncertainty_score":0.1327523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1828516832081385,"score_gpt":0.3881308596812639,"score_spread":0.2052791764731253,"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."}}