{"id":"W4385718825","doi":"10.1016/j.renene.2023.119147","title":"Microbial pretreatment of camelina straw and switchgrass by Trametes versicolor and Phanerochaete chrysosporium to improve physical quality and enhance enzymatic digestibility of solid biofuel pellets","year":2023,"lang":"en","type":"article","venue":"Renewable Energy","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada; University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; BioFuelNet Canada","keywords":"Phanerochaete; Trametes versicolor; Pellets; Xylose; Chemistry; Biofuel; Camelina sativa; Food science; Straw; Panicum virgatum; Chrysosporium; Bioenergy; Fermentation; Agronomy; Lignin; Biotechnology; Biochemistry; Materials science; Biology; Laccase; Organic chemistry; Enzyme","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001402561,0.0001712963,0.0003352261,0.00006736205,0.00003718877,0.0000105911,0.00005599417,0.00008776396,0.00000442799],"category_scores_gemma":[0.0000299487,0.0001571469,0.00003458169,0.0001930003,0.0001073173,0.00007192758,0.00006432363,0.00004847782,7.48184e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003490556,"about_ca_system_score_gemma":0.00001637669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001120791,"about_ca_topic_score_gemma":0.0000677959,"domain_scores_codex":[0.999076,0.00003253374,0.0002444079,0.0003296727,0.0001166777,0.0002006722],"domain_scores_gemma":[0.9995251,0.00007085122,0.0000641882,0.0001894491,0.00003800557,0.0001124003],"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":[0.00005221849,0.00006907377,0.0002711793,0.0007290139,0.00004969235,6.046336e-7,0.0004490855,0.0009167092,0.9947878,0.000005591561,0.0003100102,0.002359005],"study_design_scores_gemma":[0.0004170221,0.0002847226,0.0008717796,0.00003559384,0.00003207082,0.000001440557,0.0001885118,0.002724626,0.9947745,0.0001675475,0.0003436593,0.0001584893],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985048,0.0005180178,0.0003310075,0.0001362682,0.0001382509,0.0001496103,0.0001241678,0.00006760636,0.00003024657],"genre_scores_gemma":[0.998963,0.0005285403,0.000180641,0.00001697431,0.00004456311,0.000008616729,0.00002069899,0.00001420625,0.0002227685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002200515,"threshold_uncertainty_score":0.6408263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008988150979245907,"score_gpt":0.2452862322155731,"score_spread":0.2362980812363272,"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."}}