{"id":"W2039396436","doi":"10.4155/bfs.10.20","title":"Recent advances in fluidized bed technology in biomass processes","year":2010,"lang":"en","type":"article","venue":"Biofuels","topic":"Thermochemical Biomass Conversion Processes","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biomass (ecology); Fluidized bed; Raw material; Waste management; Coal; Environmental science; Fluidization; Combustion; Process engineering; Pyrolysis; Engineering; Chemistry; Ecology","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":[0.00008043653,0.0001540142,0.0001931797,0.0003822645,0.00001320967,0.00001368289,0.0002854416,0.0002479996,0.0001733104],"category_scores_gemma":[0.0002902113,0.0001472938,0.00001569523,0.001465033,0.00008037354,0.0002023859,0.00004606527,0.0002346984,0.00006299765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003979861,"about_ca_system_score_gemma":0.00004147485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002270917,"about_ca_topic_score_gemma":0.0001110191,"domain_scores_codex":[0.9991236,0.000006610519,0.0002487429,0.0002253023,0.00009741091,0.0002983617],"domain_scores_gemma":[0.9996222,0.00005402549,0.00002732966,0.0001927462,0.00005478616,0.00004894212],"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":[0.000013233,0.00003436164,0.003995214,0.0002257994,0.000002900015,0.0000100829,0.00004059784,4.286317e-7,0.9480657,0.00006482918,0.00002487494,0.04752199],"study_design_scores_gemma":[0.0005281983,0.00001131709,0.00007776732,0.00003965178,0.000001743407,0.000004032874,0.0000525071,0.000009445792,0.9620659,0.003903362,0.03312354,0.0001825769],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842021,0.01386354,0.000006835995,0.0005269891,0.0003091466,0.0001620237,0.000006433826,0.000414191,0.0005087215],"genre_scores_gemma":[0.9946482,0.004626018,0.0005865717,0.00002083796,0.00002379539,0.00005961213,0.000005521103,0.00002319816,0.000006211211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04733941,"threshold_uncertainty_score":0.6006469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006151809979300944,"score_gpt":0.2234723172083312,"score_spread":0.2173205072290302,"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."}}