{"id":"W2047322333","doi":"10.1016/j.atmosenv.2013.07.020","title":"Comparison of remote sensing and fixed-site monitoring approaches for examining air pollution and health in a national study population","year":2013,"lang":"en","type":"article","venue":"Atmospheric Environment","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Statistics Canada; Agriculture and Agri-Food Canada; Public Health Ontario; Carleton University; University of Toronto; Dalhousie University; Health Canada","funders":"","keywords":"Environmental health; Interquartile range; Air pollution; Asthma; Environmental science; Medicine; Population; Bronchitis","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":[0.0006280884,0.0001009147,0.0002033706,0.000004721689,0.0001317868,0.000009433585,0.00002866749,0.00004112717,0.00001676068],"category_scores_gemma":[0.00001869487,0.000102354,0.00001001996,0.0000657193,0.00005445267,0.0001646403,0.00007111382,0.0000700386,0.000004181541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003675972,"about_ca_system_score_gemma":0.00000638701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006096034,"about_ca_topic_score_gemma":0.0001762135,"domain_scores_codex":[0.9989036,0.00008000615,0.0003503962,0.0002442527,0.0002178704,0.0002038316],"domain_scores_gemma":[0.9995914,0.00004812473,0.0001822064,0.00008512785,0.00000168993,0.00009144715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008635317,0.0000694454,0.7595405,0.00002852924,0.000003826489,6.456551e-8,0.003772591,0.014847,0.00005671818,0.000004532255,0.00003510087,0.2216331],"study_design_scores_gemma":[0.0003642295,0.0002664113,0.8510193,0.00002248553,0.000003484904,8.14619e-7,0.001720458,0.1462079,0.00001283664,0.0002243414,0.00008297888,0.00007477732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854375,0.0001310983,0.01239467,0.001115995,0.00002285985,0.0008524589,0.0000014537,0.000008513334,0.00003549223],"genre_scores_gemma":[0.9023842,0.00003052594,0.09734729,0.000182694,0.00001836716,0.000006135134,0.000004629818,0.000008137787,0.00001800077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2215583,"threshold_uncertainty_score":0.921542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1321895109064613,"score_gpt":0.3430788053106844,"score_spread":0.2108892944042231,"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."}}