{"id":"W2770808829","doi":"10.5194/amt-11-3829-2018","title":"Airborne lidar measurements of aerosol and ozone above the Canadian oil sands region","year":2018,"lang":"en","type":"article","venue":"Atmospheric measurement techniques","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; York University","funders":"","keywords":"Lidar; Aerosol; Environmental science; Oil sands; Planetary boundary layer; Ozone; Atmospheric sciences; Mixing ratio; Plume; Boundary layer; Ozone Monitoring Instrument; Backscatter (email); Air pollution; Remote sensing; Meteorology; Geology; Chemistry; Materials science; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001278714,0.0001940234,0.0001337126,0.000624759,0.001310161,0.0004295009,0.0004516136,0.0002235029,0.0005672519],"category_scores_gemma":[0.0002412475,0.0001255546,0.0001028647,0.0007469612,0.0002220155,0.0001437008,0.0002554225,0.0001959964,0.0001132709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004139517,"about_ca_system_score_gemma":0.004208906,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9496195,"about_ca_topic_score_gemma":0.9735459,"domain_scores_codex":[0.9997895,0.000006284097,0.000002978958,0.00002295779,0.0001221719,0.00005607272],"domain_scores_gemma":[0.9998419,0.000008415654,0.00001002824,0.000002559678,0.0001093545,0.00002770625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007256467,0.0002515442,0.6866156,0.0001257327,0.0001170029,0.0008226748,0.002691634,0.004957907,0.244975,0.0005257478,0.001974123,0.05621719],"study_design_scores_gemma":[0.00003013071,0.00007097486,0.9779469,0.00001371526,0.00002906637,0.00009489863,0.001289477,0.005620526,0.01213704,0.00005984651,0.002687511,0.0000197224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975789,0.00007915466,0.0002190572,0.0000268251,0.00000208432,0.000007915665,0.0003035845,0.00001870288,0.001763685],"genre_scores_gemma":[0.9983973,0.00006128332,0.0004652479,0.00001311167,0.000001195413,0.000003808245,0.0002712913,0.000002057162,0.000784779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05038053,"threshold_uncertainty_score":0.1013544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02346938323832599,"score_gpt":0.2140399228149646,"score_spread":0.1905705395766386,"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."}}