{"id":"W3010388463","doi":"10.15626/eco-tech.2005.013","title":"Energy from domestic refuse by enzymatic degradation of cellulosic fibre waste into sugars and ethanol: initial laboratory studies","year":2019,"lang":"en","type":"article","venue":"Linnaeus Eco-Tech","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cardiff University","keywords":"Cellulosic ethanol; Cellulase; Pulp and paper industry; Cellulose; Sugar; Fermentation; Chemistry; Biomass (ecology); Trichoderma viride; Waste management; Ethanol fuel; Reducing sugar; Starch; Biofuel; Biotechnology; Food science; Agronomy; Organic chemistry; Engineering; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004110576,0.0004522568,0.0004207521,0.000329757,0.000288235,0.0004686078,0.0003032581,0.0004057511,0.001233574],"category_scores_gemma":[0.0002656927,0.0001508732,0.0003669161,0.0004177343,0.000422583,0.0006336591,0.0002326593,0.0003613931,0.0003176993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004392852,"about_ca_system_score_gemma":0.0001717393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009806523,"about_ca_topic_score_gemma":0.001023908,"domain_scores_codex":[0.9998602,0.00002318698,0.0000108272,0.00003017296,0.00003931042,0.00003625856],"domain_scores_gemma":[0.9999125,0.00002799875,0.00001254381,0.00001490725,0.00002115516,0.00001092081],"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":[0.0002744503,0.000456158,0.0009113213,0.0004189276,0.00002505476,0.0002142787,0.0001081643,0.002126021,0.9788005,0.0009871165,0.0001173803,0.01556066],"study_design_scores_gemma":[0.00001236736,0.0006016411,0.001294077,0.00001884077,0.00001447377,0.0001591472,0.00004636397,0.0009102135,0.9949515,0.0002300744,0.001753506,0.00000785559],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845935,0.008730217,0.003330288,0.00006188168,0.00001005106,0.00002347431,0.0001678009,0.00002892549,0.003053893],"genre_scores_gemma":[0.9894481,0.005948442,0.002350376,0.00003431357,0.00001228974,0.00002145262,0.0004357785,0.00001852233,0.001730819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001233574,"threshold_uncertainty_score":0.004126728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008704055583501881,"score_gpt":0.2281121305167239,"score_spread":0.219408074933222,"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."}}