{"id":"W2024601762","doi":"10.1016/j.fuel.2008.04.040","title":"Development and use of a method for prediction of the ash split in a CFBC boiler to improve the energy efficiency","year":2008,"lang":"en","type":"article","venue":"Fuel","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Pennsylvania State University; Animal Welfare Foundation of Canada; U.S. Department of Energy","keywords":"Fly ash; Fluidized bed combustion; Boiler (water heating); Combustion; Power station; Environmental science; Waste management; Sorbent; Coal; Solid fuel; Bottom ash; Nuclear engineering; Chemistry; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0005219496,0.0006458035,0.0005372444,0.0003986742,0.0006804,0.0005303093,0.0009228293,0.001166957,0.001094112],"category_scores_gemma":[0.001016477,0.0004526618,0.0003764807,0.0002878238,0.0002863502,0.0004379214,0.0003085872,0.0008255985,0.0003613485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005656196,"about_ca_system_score_gemma":0.00131702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01767394,"about_ca_topic_score_gemma":0.01191718,"domain_scores_codex":[0.9998544,0.00002612214,0.000007639011,0.00003771898,0.00006300537,0.00001099565],"domain_scores_gemma":[0.9995328,0.0001549007,0.00002581359,0.00003297577,0.0002284129,0.00002504899],"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":[0.0002177668,0.0004064952,0.005676869,0.0001358588,0.00008791721,0.0001455277,0.0001055905,0.6697096,0.1074149,0.002746454,0.001027357,0.2123256],"study_design_scores_gemma":[0.00001029878,0.00002665036,0.0003023605,0.000001825889,0.000004558073,0.000005995452,0.000003718744,0.9923733,0.006945372,0.0000963523,0.0002234348,0.000006267453],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07080128,0.00009343608,0.9261318,0.00007656842,0.00006685043,0.0001415205,0.0001033969,0.001380987,0.001204172],"genre_scores_gemma":[0.4784206,0.00009405166,0.5186765,0.00003235151,0.00002706216,0.0002256049,0.0001458868,0.0001432588,0.002234622],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01767394,"threshold_uncertainty_score":0.03514212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01810182516804087,"score_gpt":0.2132487448570608,"score_spread":0.1951469196890199,"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."}}