{"id":"W3097254101","doi":"10.17863/cam.52801","title":"Health system, public health, and economic implications of managing COVID-19 from a cardiovascular perspective.","year":2020,"lang":"en","type":"article","venue":"Apollo (University of Cambridge)","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outbreak; Coronavirus disease 2019 (COVID-19); Public health; China; Quarter (Canadian coin); Business; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Perspective (graphical); Pandemic; Environmental health; Order (exchange); Economic growth; Disease; Medicine; Geography; Virology; Infectious disease (medical specialty); Economics; Finance; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006887579,0.0001245871,0.0006791698,0.00018247,0.000363353,0.00002640859,0.0002948997,0.00005730201,0.00001969397],"category_scores_gemma":[0.0001513245,0.0001553975,0.0001890879,0.0003009782,0.0001615256,0.000428823,0.0002581492,0.00009903748,0.00003026166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004243309,"about_ca_system_score_gemma":0.0005572664,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4443394,"about_ca_topic_score_gemma":0.001373552,"domain_scores_codex":[0.9987697,0.00008905432,0.0002921338,0.0003624643,0.0001076577,0.0003790176],"domain_scores_gemma":[0.9987879,0.00007519408,0.000483217,0.0002958777,0.00009544082,0.0002624005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003661207,0.00002797817,0.0134815,0.001824823,0.000385601,0.000003453369,0.001599696,0.0005672182,0.000003589349,0.700387,0.2785328,0.003149768],"study_design_scores_gemma":[0.0009377296,0.00003855583,0.0266049,0.00003003103,0.00004443591,0.000004137482,0.0370584,0.00645286,6.167176e-8,0.000358698,0.9283115,0.0001586362],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08571222,0.00225885,0.01393401,0.8898436,0.0001267715,0.0004458942,0.0001699342,0.0001305718,0.007378133],"genre_scores_gemma":[0.9613374,0.0004052841,0.000279458,0.03766668,0.0002272103,6.739417e-7,0.0000548842,0.00001123241,0.00001719508],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8756251,"threshold_uncertainty_score":0.6336928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05166601022322904,"score_gpt":0.2629054044936732,"score_spread":0.2112393942704441,"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."}}