{"id":"W4205165995","doi":"10.1007/s11356-021-18402-5","title":"Climate change and COVID-19: shared challenges, divergent perspectives, and proposed collaborative solutions","year":2022,"lang":"en","type":"review","venue":"Environmental Science and Pollution Research","topic":"COVID-19 impact on air quality","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Pandemic; Climate change; Scopus; Coronavirus disease 2019 (COVID-19); Socioeconomic status; Political science; Economic growth; Development economics; Sociology; Economics; Medicine; MEDLINE; Law; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.007624207,0.0004279386,0.0006179403,0.0004239256,0.00433347,0.000231708,0.0005892685,0.0001726825,0.004817194],"category_scores_gemma":[0.0008212284,0.0003762899,0.00007539022,0.001503775,0.007596621,0.0008423013,0.004865606,0.0007736154,0.0001287061],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005812113,"about_ca_system_score_gemma":0.0004804292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007609802,"about_ca_topic_score_gemma":0.0001510653,"domain_scores_codex":[0.9929755,0.001359385,0.0003997275,0.001657223,0.002376374,0.001231783],"domain_scores_gemma":[0.9976426,0.0003290055,0.0002052836,0.0005136353,0.00001058612,0.001298839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003554337,0.0003185156,0.0002703461,0.001209168,0.00002552368,0.00003045965,0.01264597,0.000002067479,0.00007793643,0.001576004,0.001005851,0.9828026],"study_design_scores_gemma":[0.0003070562,0.0003181004,0.006669616,0.0001483799,0.00004918172,0.00004849048,0.007725982,0.00008169545,0.000001432554,0.0001297521,0.9840798,0.000440454],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005757908,0.989984,0.000004245852,0.003939696,0.000069148,0.003055297,0.001254256,0.00004376002,0.001073755],"genre_scores_gemma":[0.009049932,0.9899269,0.00005950428,0.0003324214,0.00005501423,0.0003484279,0.00004069875,0.00002708846,0.0001600287],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.983074,"threshold_uncertainty_score":0.9998689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3843040611474613,"score_gpt":0.4589929186160787,"score_spread":0.07468885746861736,"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."}}