{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003953555,0.0001420516,0.0002499065,0.00002595747,0.0001224729,0.00001816761,0.00006191148,0.00004991483,0.0006870491],"category_scores_gemma":[0.0000948285,0.0001477876,0.00003287608,0.0001973434,0.0002353385,0.0002317912,0.0001106763,0.0002581436,0.00006871566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005597324,"about_ca_system_score_gemma":0.0001117257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001361734,"about_ca_topic_score_gemma":0.00875455,"domain_scores_codex":[0.9978139,0.0005434221,0.0004840769,0.0005249921,0.0002216661,0.0004119807],"domain_scores_gemma":[0.9991632,0.0001341811,0.0001102448,0.0001743701,0.000001079048,0.0004169338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008534861,0.0007870159,0.9542567,0.000015703,0.000003143389,0.00001855167,0.01439987,0.000325974,0.0001173036,0.0001169054,0.0009063043,0.02896723],"study_design_scores_gemma":[0.001158169,0.0004043646,0.9906494,0.00002981906,0.000002273843,0.000004256376,0.005444465,0.0005222433,0.0001118483,0.0006888347,0.000850875,0.0001334185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844794,0.004173996,0.00007142475,0.01077126,0.00006843631,0.0003083568,0.00002840553,0.00001526974,0.00008345408],"genre_scores_gemma":[0.9952175,0.001807427,0.0007184239,0.001642959,0.00005862472,0.000009351863,0.0000154999,0.00001296266,0.0005172613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03639279,"threshold_uncertainty_score":0.7522706,"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."}}