{"id":"W2333056611","doi":"10.1021/sc300084z","title":"Sustainable Green Composites: Value Addition to Agricultural Residues and Perennial Grasses","year":2013,"lang":"en","type":"article","venue":"ACS Sustainable Chemistry & Engineering","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":175,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Ministero dello Sviluppo Economico; Ministry of Agriculture, Food and Rural Affairs; Ontario Ministry of Economic Development and Innovation; Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Agriculture, Food and Rural Affairs","keywords":"Materials science; Stalk; Composite material; Miscanthus; Ultimate tensile strength; Composite number; Straw; Fiber; Steam explosion; Cellulose; Lignocellulosic biomass; Pulp and paper industry; Bioenergy; Biofuel; Agronomy; Chemistry; Organic chemistry; Waste management","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":[0.0001349473,0.0003739393,0.0001247153,0.0007512916,0.0001371689,0.0003204608,0.0002000499,0.0002868607,0.01597006],"category_scores_gemma":[0.00006338163,0.0001688355,0.0001382893,0.0002900375,0.0001050791,0.0005060813,0.0002174287,0.0003259867,0.002142504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000150674,"about_ca_system_score_gemma":0.0001248365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004809127,"about_ca_topic_score_gemma":0.001768182,"domain_scores_codex":[0.9999382,0.000003123771,0.000002575444,0.00001421451,0.0000314334,0.00001033869],"domain_scores_gemma":[0.9999583,0.000009550366,0.00000581434,0.000005722723,0.00001292199,0.000007758041],"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":[0.00004312953,0.00001167077,0.0001660797,0.00006329879,0.000003487109,0.00006591072,0.00001409096,0.0001391166,0.9893638,0.0002484884,0.0006019218,0.009278934],"study_design_scores_gemma":[0.000007273251,0.00005805634,0.003744688,0.00001376487,0.000008276109,0.0002545457,0.00004951318,0.00316371,0.9758661,0.0002256722,0.01659814,0.00001028659],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8046868,0.002976234,0.1177456,0.0007490611,0.0001741754,0.0001659499,0.006402642,0.008033954,0.05906555],"genre_scores_gemma":[0.75986,0.003392174,0.1530712,0.0001840143,0.00004993854,0.0001986919,0.003840037,0.0009138947,0.07848996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01597006,"threshold_uncertainty_score":0.05342513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003127471005771294,"score_gpt":0.1868135786829012,"score_spread":0.18368610767713,"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."}}