{"id":"W4409107433","doi":"10.21203/rs.3.rs-6346347/v1","title":"Heatwaves Amplify Air Pollution Risks in Sub-Saharan Africa","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Air pollution; Pollution; Geography; Environmental planning; Environmental science; Environmental protection; Ecology; Biology","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":[0.0004464273,0.0002873512,0.0002235229,0.0007176627,0.0003279552,0.001364164,0.0001344208,0.0003628786,0.005463392],"category_scores_gemma":[0.002935906,0.0001744379,0.0001608038,0.001468926,0.0004052428,0.0009547586,0.0007870012,0.0002588234,0.0003586041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003163956,"about_ca_system_score_gemma":0.0003277508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006393771,"about_ca_topic_score_gemma":0.004979857,"domain_scores_codex":[0.9998003,0.00007648784,0.000006838762,0.00002589101,0.00002862301,0.00006193182],"domain_scores_gemma":[0.9992546,0.0004066349,0.000157182,0.00004138906,0.00008516856,0.00005490694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009864602,0.0001501686,0.8549459,0.0003971257,0.0004636711,0.002027058,0.004911442,0.005187972,0.0126181,0.01287428,0.004291118,0.1011468],"study_design_scores_gemma":[0.00002470066,0.00009641166,0.9694034,0.00009436844,0.0001877716,0.0003109786,0.007785527,0.001335704,0.001135618,0.009745413,0.009867796,0.00001227861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895884,0.001619932,0.0004801988,0.0009268944,0.00004037943,0.000007845869,0.0003241339,0.00001123559,0.007001022],"genre_scores_gemma":[0.9976801,0.001191399,0.0001185885,0.00004575079,0.00004053067,0.000003604881,0.00006271058,0.000004713513,0.0008526869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006393771,"threshold_uncertainty_score":0.01827687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2549215454040374,"score_gpt":0.466795558380835,"score_spread":0.2118740129767976,"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."}}