{"id":"W2190210261","doi":"","title":"Air pollution impacts and sources under a changing climate:A case study for Scunthorpe, UK","year":2008,"lang":"en","type":"article","venue":"Lancaster EPrints (Lancaster University)","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada Excellence Research Chairs, Government of Canada; Met Office","keywords":"Environmental science; Fugitive emissions; Climate change; Air quality index; Air pollution; Particulates; Environmental engineering; Pollution; Pollutant; Greenhouse gas; Meteorology; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004133979,0.0002321047,0.0002766509,0.0002243926,0.0008304967,0.0000278705,0.00016457,0.0001046588,0.0004447104],"category_scores_gemma":[0.00001377776,0.0002302329,0.000062338,0.0004015969,0.0001836237,0.0004360882,0.0004822656,0.0001562325,0.0002313972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002036887,"about_ca_system_score_gemma":0.0000217571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005028569,"about_ca_topic_score_gemma":0.001158863,"domain_scores_codex":[0.9981477,0.0001291323,0.0002113431,0.0004969672,0.0002062168,0.000808688],"domain_scores_gemma":[0.9991219,0.00006493352,0.0001326364,0.0003164703,0.00001607785,0.0003479919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003853205,0.0003069665,0.9751957,0.0001129467,0.0000538444,0.002318811,0.01838819,0.00003382664,0.00008482403,0.0001942632,0.0004559752,0.002469351],"study_design_scores_gemma":[0.002390671,0.0004053932,0.962724,0.00004567315,0.00005476336,0.002056162,0.02180127,0.0005852777,0.00006601381,0.00003442329,0.009456768,0.0003795531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991952,0.00001837839,0.003573254,0.0006112203,0.00008933327,0.0007411983,0.00002791529,0.00005252299,0.002934166],"genre_scores_gemma":[0.9952013,0.00002515537,0.0008182353,0.00161343,0.00007683434,0.000003170783,0.000004429152,0.00002038953,0.002237094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01247165,"threshold_uncertainty_score":0.9388624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05091791065972294,"score_gpt":0.2711608954778474,"score_spread":0.2202429848181245,"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."}}