{"id":"W4407423675","doi":"10.1021/acsestair.4c00219","title":"The Co-occurrence of Wildfire Smoke and Extreme Heat Events in British Columbia, 2010–2022: Evaluating Spatiotemporal Trends and Inequities in Exposure Burden","year":2025,"lang":"en","type":"article","venue":"ACS ES&T Air","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; Vancouver Coastal Health Research Institute; Simon Fraser University","funders":"","keywords":"Smoke; Environmental science; Extreme heat; Physical geography; Climatology; Geography; Meteorology; Climate change; Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005407347,0.0003544017,0.0002805858,0.001335322,0.001130924,0.001255475,0.001206964,0.0003879551,0.002066354],"category_scores_gemma":[0.0020283,0.0002508005,0.0003994902,0.0044705,0.0004542966,0.0004518091,0.001049579,0.0008192097,0.0003129003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008388668,"about_ca_system_score_gemma":0.007916121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9855102,"about_ca_topic_score_gemma":0.9924373,"domain_scores_codex":[0.9994487,0.00006109139,0.0000569247,0.0001250574,0.0001507064,0.0001574037],"domain_scores_gemma":[0.9980439,0.0001305297,0.0003248684,0.00009295678,0.00100545,0.0004021871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004018988,0.00002310077,0.9920529,0.00002677489,0.00006672609,0.00004372704,0.0002563944,0.0002688662,0.00009208649,0.00003564676,0.001955257,0.005138267],"study_design_scores_gemma":[0.000001739379,0.00000666399,0.9976744,0.00002022754,0.00001920279,0.00001751449,0.001033847,0.0005380943,0.00002621266,0.00001461544,0.0006417069,0.000005771329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840267,0.0005889942,0.0002096271,0.000408818,0.00001414985,0.00003491511,0.01295609,0.00001815408,0.0017425],"genre_scores_gemma":[0.9929857,0.0004004557,0.0002034515,0.00009716143,0.000006480941,0.00004165579,0.005245582,0.000008968219,0.001010535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01448977,"threshold_uncertainty_score":0.06086433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02008621448118957,"score_gpt":0.2678945550767315,"score_spread":0.2478083405955419,"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."}}