{"id":"W4408472820","doi":"10.1097/ee9.0000000000000378","title":"Long-term exposure to ambient PM2.5 and mortality: A comparison of between-subjects and within-subjects survival analysis","year":2025,"lang":"en","type":"article","venue":"Environmental Epidemiology","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Université Laval; Institut National de Santé Publique du Québec","funders":"","keywords":"Interquartile range; Hazard ratio; Medicine; Proportional hazards model; Confounding; Confidence interval; Demography; Cohort; Cohort study; Survival analysis; Population; Gerontology; Environmental health; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002080466,0.0002888728,0.001218222,0.0001582121,0.0002135342,0.00000885185,0.0002097225,0.000239354,0.000297212],"category_scores_gemma":[0.0002813565,0.0002731721,0.0001099726,0.0003864121,0.0008101156,0.0001151496,0.0005898089,0.0002807703,0.00003914392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001955083,"about_ca_system_score_gemma":0.00001242091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006596859,"about_ca_topic_score_gemma":0.000905383,"domain_scores_codex":[0.9965929,0.0008473222,0.001024869,0.0007401058,0.0002339045,0.000560874],"domain_scores_gemma":[0.9977989,0.0009350581,0.0003550914,0.0004602333,0.000001971343,0.0004487965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005534591,0.0001306156,0.9910036,0.00005671295,0.0002582476,0.000002991743,0.00117725,0.001217558,0.000786716,0.0002118356,0.0001459812,0.00495314],"study_design_scores_gemma":[0.0004300251,0.0004376538,0.9963207,0.00002480243,0.0003711536,0.000001891442,0.0003195897,0.0003019232,0.0008502778,0.000597312,0.0001243373,0.0002203824],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941165,0.0004886353,0.003008691,0.001379024,0.0001207042,0.000412048,0.00005047552,0.0000242839,0.0003996777],"genre_scores_gemma":[0.9960627,0.0001241103,0.001156507,0.002403999,0.00002770604,0.00001721797,0.00005258835,0.00001261799,0.0001425764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005317046,"threshold_uncertainty_score":0.999972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07547334376672885,"score_gpt":0.3790921443402859,"score_spread":0.3036188005735571,"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."}}