{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001659191,0.0006885244,0.0003302783,0.0002197932,0.0001853906,0.0004189989,0.0001938326,0.0002966243,0.0007776854],"category_scores_gemma":[0.0001820268,0.0001387741,0.0005356332,0.0002799181,0.0001392792,0.000343634,0.0002138879,0.0003923723,0.0001677544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003378631,"about_ca_system_score_gemma":0.0005194158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004776252,"about_ca_topic_score_gemma":0.008400603,"domain_scores_codex":[0.9998234,0.00002275021,0.00001512306,0.00003746488,0.00003686319,0.00006440641],"domain_scores_gemma":[0.9999421,0.000008029897,0.00001645921,0.000005084787,0.0000127237,0.00001563377],"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":[0.0001269774,0.0000240727,0.000169168,0.00002120399,0.00000914905,0.00003385251,0.00001223605,0.00008484005,0.9986207,0.00001440099,0.00001385997,0.0008694505],"study_design_scores_gemma":[0.000006689484,0.0002409949,0.003225651,0.000004249241,0.00001664586,0.00003463094,0.00003737836,0.0003176912,0.9956877,0.0000105172,0.0004138889,0.000003972064],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974166,0.000453827,0.001119284,0.00006080013,0.00003033176,0.00001946806,0.0002185012,0.00001784695,0.000663294],"genre_scores_gemma":[0.9969964,0.0002917096,0.001011833,0.00002853452,0.000006459017,0.000008196208,0.0003541143,0.00001076347,0.00129209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004776252,"threshold_uncertainty_score":0.009496868,"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."}}