{"id":"W4200181941","doi":"10.32920/16764586","title":"Design Of New Co-Flow Burner","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Soot; Combustor; Combustion; Laminar flow; Chemistry; Environmental science; Analytical Chemistry (journal); Materials science; Physics; Environmental chemistry; Mechanics; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005515136,0.0001294793,0.000207984,0.00005509806,0.000005724621,0.00002762539,0.000125573,0.0001746488,0.001511364],"category_scores_gemma":[0.00001000863,0.0001335562,0.00007564566,0.0000521605,0.00000891374,0.00001675621,0.00008321411,0.0002679822,0.00002390852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003460503,"about_ca_system_score_gemma":0.00007068859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002572425,"about_ca_topic_score_gemma":0.000007474291,"domain_scores_codex":[0.9994943,0.00001188018,0.0001812576,0.0001209886,0.00009639514,0.00009517863],"domain_scores_gemma":[0.9995707,0.00002349753,0.00002069058,0.0002940103,0.00003408557,0.0000569941],"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":[0.000001538354,0.000006979407,0.00001528605,0.0001048807,0.00004715948,0.000004204757,0.0001741034,0.9826767,0.0004276053,0.0001072503,0.008787835,0.007646442],"study_design_scores_gemma":[0.0001036621,0.000003833878,0.00009264304,0.00005710655,0.00001641795,0.000002073015,0.00003866022,0.9972057,0.001043017,0.0001882069,0.001092395,0.0001562611],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002936252,0.0002906591,0.9833829,0.00002729388,0.0005673106,0.0001046487,0.000004674548,0.0002214788,0.01246483],"genre_scores_gemma":[0.5467781,0.001799635,0.4231083,0.0001428306,0.0003589779,0.00002130123,0.0003963684,0.0001580277,0.02723638],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5602745,"threshold_uncertainty_score":0.9994014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02736763138920928,"score_gpt":0.2384110095550705,"score_spread":0.2110433781658612,"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."}}