{"id":"W2953856711","doi":"10.1088/1748-9326/ab2dcb","title":"Comparison of multiple PM<sub>2.5</sub> exposure products for estimating health benefits of emission controls over New York State, USA","year":2019,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"New York State Energy Research and Development Authority; National Aeronautics and Space Administration","keywords":"Confidence interval; Environmental science; Air quality index; Particulates; Environmental health; Geography; Meteorology; Statistics; Mathematics; Medicine","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":[0.001974754,0.0002113127,0.0005045659,0.00008748639,0.0002361115,0.00001935005,0.0003444722,0.00008424478,0.0002657324],"category_scores_gemma":[0.0003317864,0.0001999001,0.00008138307,0.0002155371,0.000371031,0.0002742982,0.000255966,0.0003887821,0.0001571446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005775801,"about_ca_system_score_gemma":0.0000812639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006883385,"about_ca_topic_score_gemma":0.0000589934,"domain_scores_codex":[0.9961156,0.0003218714,0.0007532226,0.0005420096,0.001343067,0.000924207],"domain_scores_gemma":[0.9979963,0.0006653088,0.0004230177,0.0004780527,0.000006267951,0.0004310922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002870335,0.0002993026,0.3330912,0.0003110823,0.00001344203,2.546102e-7,0.002194817,0.01145615,0.5964776,0.000003897787,0.02398363,0.03188158],"study_design_scores_gemma":[0.002914034,0.001865232,0.598595,0.0003205028,0.000006843643,0.000001498166,0.0004939251,0.01076676,0.3817788,0.00006043144,0.002890994,0.0003059802],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921915,0.0003461892,0.0009429389,0.004179871,0.0001314562,0.002057489,0.0001093667,0.00001225439,0.00002894232],"genre_scores_gemma":[0.9897319,0.00003559175,0.008957574,0.000918291,0.00008372885,0.00003264619,0.00004950012,0.00003428695,0.0001564959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2655038,"threshold_uncertainty_score":0.8151689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1035008675022361,"score_gpt":0.3778314282576953,"score_spread":0.2743305607554592,"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."}}