{"id":"W4405109958","doi":"10.5194/amt-17-6889-2024","title":"The differences between remote sensing and in situ air pollutant measurements over the Canadian oil sands","year":2024,"lang":"en","type":"article","venue":"Atmospheric measurement techniques","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Environment and Climate Change Canada; National Aeronautics and Space Administration","keywords":"In situ; Oil sands; Environmental science; Pollutant; Remote sensing; Air pollutants; Meteorology; Geology; Air pollution; Geography; Chemistry; Cartography; Asphalt","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001703091,0.0003279372,0.0002278519,0.000004108729,0.0007019588,0.0002053519,0.0003960995,0.0001351913,0.000062887],"category_scores_gemma":[0.00004792383,0.0001956811,0.00007267915,0.0004380149,0.0005201218,0.0001654604,0.0002022847,0.0003722327,0.00002176041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001776289,"about_ca_system_score_gemma":0.00007575169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1149254,"about_ca_topic_score_gemma":0.3119572,"domain_scores_codex":[0.997225,0.0001670262,0.0003863618,0.0005020577,0.001093613,0.0006259614],"domain_scores_gemma":[0.9992316,0.00007580363,0.00007406103,0.0004139761,0.000009516774,0.0001950227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000011186,0.00001031441,0.08987261,0.00001532798,0.00005912643,0.00002166002,0.0003897872,0.0001095916,0.002798098,0.00001836157,0.0006154757,0.9060785],"study_design_scores_gemma":[0.0002509114,0.0001359544,0.9121054,0.0003586714,0.0001188799,0.00002690072,0.000355187,0.0206023,0.001421126,0.002596026,0.06123504,0.0007936285],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520622,0.003107864,0.01414777,0.004360375,0.0003622045,0.0007888,0.000003933459,0.0004240556,0.02474282],"genre_scores_gemma":[0.9872785,0.0005914188,0.01116721,0.0004435502,0.00006135538,0.00001023939,9.519592e-7,0.00003904326,0.0004077179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9052848,"threshold_uncertainty_score":0.8909683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02221467037538378,"score_gpt":0.224187139095302,"score_spread":0.2019724687199182,"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."}}