{"id":"W3156638914","doi":"10.22059/poll.2021.316327.977","title":"Environmental Pollution Prediction of NOx by Predictive Modelling and Process Analysis in Natural Gas Turbine Power Plants","year":2021,"lang":"en","type":"article","venue":"Pollution","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"SAIT Polytechnic","funders":"","keywords":"Process (computing); Turbine; Cluster analysis; Electricity generation; Electricity; Computer science; Engineering; Power (physics); Machine learning; Mechanical engineering","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":[0.0002026917,0.0001065471,0.000154448,0.00007102405,0.00008532304,0.00001017192,0.00004608602,0.0000750535,0.00005725363],"category_scores_gemma":[0.00001929715,0.0001094209,0.00004394367,0.0003312112,0.0001017399,0.0002626033,0.00005196717,0.0001326789,0.000003411656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002261061,"about_ca_system_score_gemma":0.000006368482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002140394,"about_ca_topic_score_gemma":0.00002015916,"domain_scores_codex":[0.9989138,0.00006570932,0.00025114,0.0002945787,0.000289828,0.0001849233],"domain_scores_gemma":[0.999723,0.00001433413,0.0001094465,0.00009831026,0.000004195603,0.00005077496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000158667,0.0003198908,0.4583027,0.00002467271,0.0001413441,0.000005927438,0.004345332,0.44504,0.08632307,0.000009609502,0.00007402059,0.005254807],"study_design_scores_gemma":[0.0004624272,0.00007750483,0.4695552,0.00003916363,0.00009874405,0.00001015737,0.001148822,0.5034953,0.02475951,0.0001731672,0.00003663783,0.000143357],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911708,0.0003261011,0.00785832,0.0000821112,0.00008875717,0.0000833589,0.0002025411,0.0000202675,0.0001678036],"genre_scores_gemma":[0.9994915,0.00006568563,0.0002166802,0.00001498851,0.0000239416,0.000005544196,0.00009902489,0.000006497032,0.00007618807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06156356,"threshold_uncertainty_score":0.4462054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01066051789265357,"score_gpt":0.2197515574829105,"score_spread":0.209091039590257,"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."}}