{"id":"W3092260418","doi":"10.19045/bspab.2021.100042","title":"COVID-19 pandemic: Current and future implications on science and society","year":2020,"lang":"en","type":"article","venue":"Pure and Applied Biology","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Case fatality rate; Public health; Outbreak; Quarter (Canadian coin); China; Coronavirus disease 2019 (COVID-19); Middle East respiratory syndrome; Economic growth; Geography; Medicine; Demography; Socioeconomics; Development economics; Political science; Environmental health; Virology; Disease; Sociology; Economics; Population; Infectious disease (medical specialty)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001804301,0.0006200469,0.0009523514,0.001231889,0.001199808,0.003681453,0.0008417756,0.002871601,0.01277087],"category_scores_gemma":[0.003229528,0.0001829084,0.0006109978,0.001973076,0.001923016,0.004807295,0.001796042,0.00354382,0.002604553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001596563,"about_ca_system_score_gemma":0.005955719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002660094,"about_ca_topic_score_gemma":0.005117687,"domain_scores_codex":[0.9992449,0.0001956807,0.00007423222,0.00011555,0.0002105049,0.000159165],"domain_scores_gemma":[0.997034,0.00109242,0.0002797146,0.00007336678,0.0008336955,0.0006869724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001778499,0.00008994739,0.003798702,0.008962681,0.0000724095,0.0007371927,0.001282361,0.0003264214,0.001617038,0.02021571,0.2699127,0.692807],"study_design_scores_gemma":[0.000006397216,0.00009772853,0.003706931,0.003672903,0.00004747132,0.0006378824,0.002164565,0.0000933737,0.0001975419,0.01292507,0.9764071,0.00004318341],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.002617147,0.8737298,0.0006984849,0.09639852,0.01046778,0.00002606877,0.0005335303,0.0001118237,0.01541689],"genre_scores_gemma":[0.01329291,0.961129,0.0008307603,0.01462887,0.006685033,0.00002635063,0.0004031273,0.00001789726,0.002986009],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9988002,"threshold_uncertainty_score":0.04272276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2760732056417528,"score_gpt":0.4441527638983862,"score_spread":0.1680795582566335,"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."}}