{"id":"W6996714106","doi":"","title":"Soot emission measurement in flares by Sky-LOSA: Reduction of uncertainty in field measurements","year":2012,"lang":"en","type":"article","venue":"NPARC","topic":"Oil, Gas, and Environmental Issues","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soot; Attenuation; Particulates; Flare; Temperature measurement; Field (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001666602,0.0004800228,0.0005106299,0.0006594365,0.0004419498,0.0005128392,0.0004587666,0.0003498152,0.0003484864],"category_scores_gemma":[0.00249526,0.0002179175,0.000238246,0.0007232505,0.0002585053,0.0004785839,0.0005721495,0.0003570377,0.0001113627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004243696,"about_ca_system_score_gemma":0.0002994933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00681044,"about_ca_topic_score_gemma":0.01353778,"domain_scores_codex":[0.9990393,0.0002813919,0.00003814499,0.0002177832,0.0003580543,0.0000654253],"domain_scores_gemma":[0.998657,0.0004732743,0.0002088207,0.0001955737,0.0004271923,0.00003817609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001599356,0.0003155,0.2238986,0.0003014681,0.0002533084,0.0001684163,0.0007001878,0.01698038,0.5881866,0.0004595216,0.0005700929,0.1665664],"study_design_scores_gemma":[0.00007483669,0.001164785,0.6519044,0.00004249622,0.0002238931,0.0003678541,0.0004431702,0.1055726,0.2348102,0.0004682823,0.004814378,0.00011306],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405149,0.000350259,0.05667251,0.00006480908,0.00002064764,0.00008196074,0.0004234957,0.0004364955,0.001434968],"genre_scores_gemma":[0.9688985,0.0001543919,0.02999656,0.000034405,0.00001861934,0.0000770688,0.0004057102,0.00005755695,0.0003572835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00681044,"threshold_uncertainty_score":0.01354158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04097512048579765,"score_gpt":0.2543349267230651,"score_spread":0.2133598062372675,"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."}}