{"id":"W4391264362","doi":"10.1016/j.psep.2024.01.081","title":"Effect of burner head geometry on flame dispersion in gas stoves with hydrogen and natural gas blends","year":2024,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"Advanced Combustion Engine Technologies","field":"Chemical Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"Yildiz Teknik Üniversitesi","keywords":"Combustor; Stove; Natural gas; Head (geology); Hydrogen; Gas burner; Fuel gas; Environmental science; Combustion; Materials science; Nuclear engineering; Waste management; Mechanics; Engineering; Chemistry; 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":[0.00008398604,0.0001505906,0.0001448907,0.000125237,0.00003924064,0.000007008999,0.00003948195,0.00008010291,0.0000077699],"category_scores_gemma":[0.00001932388,0.0001130797,0.00001841528,0.0001651927,0.00009045767,0.0001868727,0.00003768231,0.0003292558,0.000002142497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009450821,"about_ca_system_score_gemma":0.000001962528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007135019,"about_ca_topic_score_gemma":0.000001277604,"domain_scores_codex":[0.9993586,0.00001230472,0.0001223723,0.000249267,0.0001248688,0.0001326043],"domain_scores_gemma":[0.9998324,0.0000397296,0.00002617749,0.00007580873,0.000001414543,0.00002447193],"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":[0.001900144,0.00007173738,0.0007712356,0.002149347,0.000062195,0.00001829284,0.0003817615,0.3267103,0.3542495,0.0002033422,3.936199e-7,0.3134817],"study_design_scores_gemma":[0.0009713183,0.001163139,0.0006278466,0.0006279853,0.00002974027,0.00007365357,0.0002880103,0.3273804,0.667953,0.0004566349,0.0001382158,0.000289997],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893865,0.001410555,0.008579294,0.0001094074,0.00002543516,0.0002668673,0.000005264264,0.0001588306,0.00005782087],"genre_scores_gemma":[0.9994374,0.0003776699,0.00005107548,0.000002811553,0.00001337542,0.00004525677,0.000009257295,0.00001894692,0.00004421905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3137035,"threshold_uncertainty_score":0.4611258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003068128649913434,"score_gpt":0.2042247765351446,"score_spread":0.2011566478852312,"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."}}