{"id":"W4415541872","doi":"10.1016/j.envres.2025.123172","title":"Towards cleaner air: PM2.5 exposure and disparities around childcare providers in England","year":2025,"lang":"en","type":"article","venue":"Environmental Research","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Health Data Research UK; Natural Environment Research Council; NIHR Great Ormond Street Hospital Biomedical Research Centre; Economic and Social Research Council; Great Ormond Street Institute of Child Health; National Institute for Health and Care Research; UK Research and Innovation; Department of Health and Social Care; Wellcome Trust","keywords":"Psychological intervention; Air pollution; Public health; Population; Air quality index; Effect modification; Guideline; Population health","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":[0.0005284567,0.0001308755,0.0002698368,0.0006559714,0.0005412349,0.001020454,0.0005024083,0.0004515307,0.003743555],"category_scores_gemma":[0.002611901,0.00029589,0.0003150483,0.001497696,0.0004946214,0.001001007,0.001697595,0.0007097346,0.0002256615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002702478,"about_ca_system_score_gemma":0.001509254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4090634,"about_ca_topic_score_gemma":0.4403536,"domain_scores_codex":[0.9991129,0.0001884284,0.0001004043,0.0002406646,0.0001265196,0.0002311337],"domain_scores_gemma":[0.9973472,0.0003404399,0.001475087,0.00007848666,0.0003614845,0.0003972753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002686785,0.00002174356,0.993409,0.00006166398,0.00002091305,0.0001729823,0.003056967,0.00007662827,0.0001451728,0.0001432556,0.0007126717,0.002152145],"study_design_scores_gemma":[0.000001974778,0.00001194887,0.9971565,0.0000406621,0.000004050456,0.00004727721,0.002098248,0.00006858428,0.00001554915,0.00002033189,0.0005304882,0.000004308009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968331,0.0006463809,0.00005876375,0.0007118866,0.00001068309,0.000009371281,0.001027741,0.000001967184,0.0007000425],"genre_scores_gemma":[0.9991034,0.0002339262,0.00004730762,0.0001286292,0.000005710125,0.00001118473,0.000178069,0.0000013391,0.0002904387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4090634,"threshold_uncertainty_score":0.8133649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04415445866674397,"score_gpt":0.3506333915177527,"score_spread":0.3064789328510088,"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."}}