{"id":"W3127979955","doi":"10.1289/ehp7425","title":"Fine Particle Exposure and Clinical Aggravation in Neurodegenerative Diseases in New York State","year":2021,"lang":"en","type":"article","venue":"Environmental Health Perspectives","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Institute of Environmental Health Sciences; National Institute on Aging; National Institutes of Health","keywords":"Aerodynamic diameter; Confounding; Medicine; Poisson regression; Environmental health; Amyotrophic lateral sclerosis; Population; Disease; Particulates; Demography; Internal medicine; 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":[0.0005878729,0.0001527523,0.0001755908,0.0007491858,0.0003710689,0.0003645902,0.0002795362,0.0002770369,0.002118385],"category_scores_gemma":[0.001795928,0.0001721213,0.0002643013,0.001073475,0.0003017218,0.0002904,0.0005674461,0.0003907754,0.00009449451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009787561,"about_ca_system_score_gemma":0.00111554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2261184,"about_ca_topic_score_gemma":0.3092151,"domain_scores_codex":[0.9997413,0.00006928676,0.00003312825,0.00007548651,0.00004456912,0.00003622487],"domain_scores_gemma":[0.9984589,0.0003571245,0.0006504785,0.00006428815,0.0002497515,0.000219573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004876329,0.00002185127,0.9983497,0.00001544978,0.00003727344,0.0000313234,0.0001114774,0.0001006455,0.0001041671,0.00002166367,0.0002700929,0.0008877006],"study_design_scores_gemma":[0.000003241362,0.00001326344,0.9994851,0.000007129715,0.00001042489,0.00002138632,0.00006902608,0.0002078987,0.0000149804,0.00001536498,0.0001502752,0.000001945291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973614,0.000519091,0.0001342558,0.0001626016,0.00001383172,0.00001443708,0.001289225,0.000004635796,0.0005005557],"genre_scores_gemma":[0.9984816,0.0001858714,0.00008520321,0.00002149042,0.00001158879,0.00001689989,0.0009731348,0.000001703543,0.0002226576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2261184,"threshold_uncertainty_score":0.4496046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05264835033821578,"score_gpt":0.351283498514654,"score_spread":0.2986351481764382,"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."}}