{"id":"W4367317856","doi":"10.18280/mmep.100221","title":"Hybrid Flame Combustion Burner","year":2023,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Combustor; Combustion; Environmental science; Premixed flame; Waste management; Materials science; Engineering; Chemistry; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001842886,0.0001655269,0.00018264,0.0001295368,0.00004472511,0.00005816072,0.00007044154,0.00006150674,0.00001508172],"category_scores_gemma":[0.00001555132,0.0001618214,0.00004227731,0.0001733731,0.00001718363,0.00007078185,0.00002805482,0.0001949358,0.0001649031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000220147,"about_ca_system_score_gemma":0.000002387984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.21853e-7,"about_ca_topic_score_gemma":7.863336e-8,"domain_scores_codex":[0.9992233,0.000004140248,0.0002265392,0.0001449571,0.0001270398,0.0002740149],"domain_scores_gemma":[0.9996486,0.00006872809,0.0000104854,0.0001479109,0.00001733422,0.0001069379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[6.342605e-7,0.00000676452,0.000002281595,0.0004494222,0.00001412922,0.00000362591,0.0001340584,0.9866932,0.0003339415,0.01144199,0.0001336771,0.0007862581],"study_design_scores_gemma":[0.0001311178,0.000009197287,0.000008475068,0.00013701,0.0000116416,0.00001735227,0.00000961519,0.9850661,0.00009080169,0.01371259,0.0006079622,0.0001981966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2177349,0.00009286225,0.7796671,0.00004832125,0.000150159,0.0001004427,0.000003373523,0.001688373,0.0005144113],"genre_scores_gemma":[0.9931502,0.0001930787,0.006203216,0.000006865675,0.00004858414,0.00003004067,0.00001844221,0.00005874202,0.0002908087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7754153,"threshold_uncertainty_score":0.6598887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01760621635769959,"score_gpt":0.1926754698596085,"score_spread":0.1750692535019089,"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."}}