{"id":"W2062506443","doi":"10.1117/12.455167","title":"&lt;title&gt;New technique for remote sensing of air pollution in the lower troposphere&lt;/title&gt;","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Troposphere; Ozone; Environmental science; Atmospheric sciences; Tropospheric ozone; Water vapor; Atmosphere (unit); Greenhouse gas; Altitude (triangle); Meteorology; Physics; Geology","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":[0.0004388373,0.0001258879,0.0001572621,0.0000264742,0.00004264523,0.0000188436,0.0003209576,0.0001063037,0.00008126823],"category_scores_gemma":[0.0002522237,0.00009684883,0.0002256216,0.000187664,0.0001242127,0.0001272622,0.00006251979,0.0001439202,0.000008677811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000121115,"about_ca_system_score_gemma":0.000006090961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001334494,"about_ca_topic_score_gemma":2.099825e-7,"domain_scores_codex":[0.998993,2.878164e-8,0.0003061343,0.0001698858,0.0003391581,0.0001917496],"domain_scores_gemma":[0.9995958,0.00006133475,0.0001577585,0.00004191953,0.0001054231,0.00003782076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006260129,0.0001590536,0.0001146992,0.000334964,0.0001271871,2.162097e-7,0.0007090577,0.000446042,0.7555609,0.1556752,0.07059089,0.0162191],"study_design_scores_gemma":[0.002599276,0.001457082,0.002405758,0.001732568,0.0003219483,0.00008879625,0.001861227,0.4029387,0.2732799,0.01971592,0.2921304,0.001468352],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617516,0.00007877183,0.001726165,0.002546742,0.0002488149,0.000522628,0.00001469825,0.00004594584,0.03306462],"genre_scores_gemma":[0.7526882,0.00005230387,0.2445745,0.0001303689,0.0004689199,0.00001514261,0.000002430085,0.00004431628,0.002023809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4822811,"threshold_uncertainty_score":0.3949381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01525465331302804,"score_gpt":0.2296048114259804,"score_spread":0.2143501581129524,"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."}}