{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003428408,0.0005350316,0.0006337835,0.0005257617,0.0007805694,0.000536983,0.0008280909,0.0006139752,0.01339075],"category_scores_gemma":[0.0002022492,0.0003681416,0.0005767932,0.0002833801,0.0002299869,0.0005401179,0.0008174797,0.0006477429,0.002356652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004790127,"about_ca_system_score_gemma":0.000509174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001501889,"about_ca_topic_score_gemma":0.001782172,"domain_scores_codex":[0.9996563,0.00002012738,0.00001580516,0.0000950071,0.0001752165,0.00003753866],"domain_scores_gemma":[0.9998909,0.00001917924,0.00001248601,0.00002493717,0.00003926548,0.00001325937],"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":[0.002432976,0.0004238592,0.008790901,0.001703805,0.0001676275,0.0007292227,0.0004077727,0.05540867,0.6512378,0.02351829,0.015032,0.2401471],"study_design_scores_gemma":[0.0004915898,0.001501519,0.01366557,0.0001571044,0.000149288,0.002019523,0.0001305301,0.2866261,0.4921786,0.005106108,0.1977311,0.0002428587],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3851673,0.002846135,0.5146254,0.0002892866,0.000715233,0.0006013499,0.003152346,0.01178506,0.08081792],"genre_scores_gemma":[0.7638679,0.0008244785,0.1686297,0.0002218252,0.00005740447,0.0004829598,0.002597823,0.0003178078,0.06300002],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01339075,"threshold_uncertainty_score":0.04479653,"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."}}