{"id":"W1569185775","doi":"10.1111/risa.12355","title":"Approximations for Estimating Change in Life Expectancy Attributable to Air Pollution in Relation to Multiple Causes of Death Using a Cause Modified Life Table","year":2015,"lang":"en","type":"article","venue":"Risk Analysis","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Health Canada","funders":"Health Canada","keywords":"Life expectancy; Statistics; Mortality rate; Demography; Econometrics; Mathematics; Medicine; Environmental health; Population; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001096753,0.0001123229,0.0003619693,0.0004241256,0.0001308984,0.00001384935,0.00009277414,0.00007891347,0.00002648613],"category_scores_gemma":[0.002813522,0.0001175539,0.00005597361,0.002607162,0.00001520905,0.0004180338,0.00006761344,0.00008072021,0.00001409376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000655017,"about_ca_system_score_gemma":0.0000739169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0722455,"about_ca_topic_score_gemma":0.02474031,"domain_scores_codex":[0.9984583,0.0001384883,0.0005200676,0.000272722,0.0002605785,0.0003498748],"domain_scores_gemma":[0.9990294,0.0001197978,0.0002280892,0.0002198843,0.00003273586,0.0003700829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003618726,0.00008030893,0.3258727,0.00001374559,0.00001857562,2.119866e-7,0.005925598,0.6677446,0.00004931865,0.00002478291,0.00005728003,0.000176721],"study_design_scores_gemma":[0.0003682081,0.0000460239,0.278396,0.00002442536,0.00009912722,9.61537e-8,0.0006136956,0.720122,0.00007267369,0.0001309367,0.00002935777,0.00009744406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6957879,0.00003722948,0.3028283,0.0006741791,0.00001859312,0.0005488964,0.00007454766,0.00001382932,0.00001652335],"genre_scores_gemma":[0.8945879,0.000004579252,0.1046664,0.0005395199,0.00002899156,0.0001245023,0.00002542705,0.000008839735,0.00001385592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1988,"threshold_uncertainty_score":0.9930556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2008545422303028,"score_gpt":0.3749714823836577,"score_spread":0.1741169401533549,"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."}}