{"id":"W4415591074","doi":"10.1016/j.cscee.2025.101296","title":"Health and economic impacts of PM2.5 exposure: A case study of pollution-related effects in Hanoi, Vietnam","year":2025,"lang":"en","type":"article","venue":"Case Studies in Chemical and Environmental Engineering","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic impact analysis; Public health; Quarter (Canadian coin); Air pollution; Air quality index; Control (management)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004207086,0.0004280991,0.0002907413,0.0005677141,0.001525589,0.000671267,0.0004587644,0.0006057442,0.001442747],"category_scores_gemma":[0.0006047267,0.0002590967,0.0002864859,0.0007673681,0.0007862325,0.0002877816,0.0007920121,0.0003927274,0.0001028343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002596823,"about_ca_system_score_gemma":0.001418718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1594354,"about_ca_topic_score_gemma":0.1704457,"domain_scores_codex":[0.9996686,0.0001176413,0.00001246558,0.00002943106,0.00002670119,0.0001451597],"domain_scores_gemma":[0.9996225,0.00009091939,0.00008170148,0.00001504901,0.0000538735,0.0001359152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003388798,0.001169729,0.7478265,0.0003598214,0.0002167737,0.194378,0.03256552,0.003210003,0.002068315,0.001168341,0.001576909,0.01512111],"study_design_scores_gemma":[0.0000416509,0.00101653,0.8538716,0.0001313485,0.0001104883,0.0269861,0.1092572,0.00313872,0.000832216,0.0004222854,0.00413912,0.00005261402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988145,0.0001083615,0.00004820641,0.0001395323,0.000002451745,0.00002842093,0.00007033852,9.629596e-7,0.0007871822],"genre_scores_gemma":[0.9990093,0.0003015676,0.00007366666,0.00004525436,0.000004819891,0.00001102826,0.00003521514,0.000001149785,0.0005181543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1594354,"threshold_uncertainty_score":0.3170148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01329028050049556,"score_gpt":0.2801390244492323,"score_spread":0.2668487439487368,"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."}}