{"id":"W4226296422","doi":"10.31219/osf.io/69kje","title":"Global Economic Crisis, Energy Use, CO2 Emissions and Policy Roadmap amid COVID-19","year":2022,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 impact on air quality","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Recession; Pandemic; Coronavirus disease 2019 (COVID-19); Pace; Greenhouse gas; Consumption (sociology); Global recession; Shock (circulatory); Development economics; Economic recovery; Economics; Business; Economic policy; Agency (philosophy); Economic growth; Natural resource economics; Geography; Macroeconomics; Infectious disease (medical specialty)","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":[0.001033793,0.0006079986,0.0005979412,0.0009592249,0.0007581059,0.003298277,0.0004404679,0.002632113,0.00688604],"category_scores_gemma":[0.001924297,0.0001336207,0.0004727158,0.001898316,0.0009658277,0.003302824,0.001561129,0.002752779,0.001456207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00241507,"about_ca_system_score_gemma":0.00450026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01060969,"about_ca_topic_score_gemma":0.008816703,"domain_scores_codex":[0.9994465,0.0001957511,0.00002644054,0.00006042601,0.0001467167,0.0001242657],"domain_scores_gemma":[0.9994154,0.0002208849,0.00005845102,0.00002355845,0.0002167632,0.00006495583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001538871,0.0000931347,0.003218134,0.009395029,0.0001543469,0.0008086877,0.001216893,0.004740195,0.001330841,0.3244438,0.3589119,0.295533],"study_design_scores_gemma":[0.000006525245,0.00004122289,0.004488079,0.004321801,0.00004117546,0.0001646938,0.002263992,0.0006190945,0.0005330671,0.07342736,0.9140572,0.0000357768],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.009767857,0.6572628,0.00302612,0.1944712,0.0126333,0.00006092283,0.002354816,0.0001695013,0.1202534],"genre_scores_gemma":[0.09703634,0.8679761,0.002920817,0.01530457,0.003832715,0.00007411317,0.001496735,0.00008400124,0.01127458],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01060969,"threshold_uncertainty_score":0.02303606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04727454305464405,"score_gpt":0.3669194853296221,"score_spread":0.319644942274978,"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."}}