{"id":"W3170227737","doi":"10.1371/journal.pone.0252373","title":"Social, economic, and environmental factors influencing the basic reproduction number of COVID-19 across countries","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; York University","funders":"International Development Research Centre","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Reproduction; Basic reproduction number; Pandemic; Biology; Environmental health; Medicine; Virology; Ecology; Outbreak; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002210871,0.0002138431,0.000228876,0.0007272776,0.0001910513,0.0006981565,0.0002818704,0.0001956672,0.001630886],"category_scores_gemma":[0.008659204,0.0001743276,0.0003079051,0.0009163998,0.0006394367,0.0006481039,0.0006743717,0.0004027771,0.000158934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004055529,"about_ca_system_score_gemma":0.0002254815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005322,"about_ca_topic_score_gemma":0.003564373,"domain_scores_codex":[0.9991635,0.0003222439,0.0000836983,0.0001994333,0.00006955336,0.0001615177],"domain_scores_gemma":[0.9940422,0.00240054,0.002487094,0.0004015154,0.0004025682,0.0002661052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006281128,0.00001365552,0.9944376,0.00002866975,0.00005959751,0.00004553157,0.0002394119,0.001098007,0.0002504549,0.0002501966,0.0001308961,0.003383248],"study_design_scores_gemma":[0.000002118888,0.00005027299,0.9978986,0.00001635912,0.00001344314,0.00008896924,0.0003448478,0.001020897,0.0001170675,0.0001613026,0.0002810465,0.000005013183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967414,0.0002109087,0.0005803666,0.00007119103,0.000004280192,0.00001752639,0.000825924,0.000008126662,0.001540411],"genre_scores_gemma":[0.9992728,0.00004264522,0.0002146525,0.000008543803,0.000001494492,0.000006757816,0.0003720001,0.000002275072,0.00007873057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005322,"threshold_uncertainty_score":0.01169235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2330759026963795,"score_gpt":0.3865620794048945,"score_spread":0.1534861767085151,"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."}}