{"id":"W4392095091","doi":"10.1016/j.joei.2024.101566","title":"An improved detailed chemical mechanism for numerical simulations of the gas-phase of biomass combustion","year":2024,"lang":"en","type":"article","venue":"Journal of the Energy Institute","topic":"Thermochemical Biomass Conversion Processes","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Combustion; Biomass (ecology); Gas phase; Mechanism (biology); Environmental science; Phase (matter); Nuclear engineering; Waste management; Process engineering; Chemistry; Engineering; Physics; Physical chemistry; Biology; Organic chemistry; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008481276,0.0009053542,0.00125775,0.0007263502,0.0009688857,0.001257157,0.002580784,0.002080038,0.005418413],"category_scores_gemma":[0.00225089,0.0007569484,0.001065258,0.0007343811,0.0008641251,0.00131938,0.001307048,0.001365469,0.0007316704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001080096,"about_ca_system_score_gemma":0.001489728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004682691,"about_ca_topic_score_gemma":0.003547673,"domain_scores_codex":[0.9996843,0.00008060029,0.00001735942,0.00002384508,0.0001435241,0.00005035196],"domain_scores_gemma":[0.9994196,0.0001792497,0.00004560332,0.0001246967,0.0001767417,0.00005415332],"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":[0.0001448354,0.0001738743,0.0007011411,0.000121769,0.00005543518,0.0001889181,0.0000567539,0.9249624,0.01434637,0.05329033,0.000728803,0.005229359],"study_design_scores_gemma":[0.00005252455,0.00002295468,0.0001665355,0.000003484239,0.000006672373,0.00001176701,0.000005172894,0.9964995,0.0007914797,0.001912377,0.0005184298,0.000008985238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4448663,0.001604211,0.4857446,0.001647206,0.001702568,0.0008716198,0.001384128,0.001977364,0.06020198],"genre_scores_gemma":[0.9149523,0.0004437217,0.07183419,0.0004717266,0.0002291379,0.0005416411,0.000397098,0.0005551273,0.01057496],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005418413,"threshold_uncertainty_score":0.01812643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0124973536135488,"score_gpt":0.2521945178694992,"score_spread":0.2396971642559504,"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."}}