{"id":"W3213584587","doi":"10.1002/bbb.2312","title":"Climate change affects cell‐wall structure and hydrolytic performance of a perennial grass as an energy crop","year":2021,"lang":"en","type":"article","venue":"Biofuels Bioproducts and Biorefining","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Cellulose; Panicum virgatum; Panicum; Biomass (ecology); Crystallinity; Forage; Agronomy; Bioenergy; Perennial plant; Climate change; Global warming; Environmental science; Hemicellulose; Xylan; Cell wall; Cellulosic ethanol; Starch; Hydrolysis; Biofuel; Chemistry; Food science; Biology; Biotechnology; Ecology; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001456587,0.000235119,0.0001567019,0.0001619014,0.0001738297,0.0002134579,0.0001032403,0.0001916212,0.0006275154],"category_scores_gemma":[0.00007786576,0.0001019481,0.0001655402,0.0001542163,0.00008210804,0.0002060341,0.0001205957,0.0001923724,0.00008538477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001794007,"about_ca_system_score_gemma":0.00007815969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001699152,"about_ca_topic_score_gemma":0.001564324,"domain_scores_codex":[0.9999527,0.000008631378,0.000002536795,0.0000158039,0.000009141085,0.00001120564],"domain_scores_gemma":[0.9999478,0.000007734143,0.00001371937,0.000004846425,0.000008276818,0.00001773983],"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":[0.00009406147,0.00001591225,0.003128314,0.00001382686,0.00001150163,0.00002742961,0.00001399413,0.0001287505,0.9957306,0.00001061729,0.00001504905,0.0008100703],"study_design_scores_gemma":[0.00001805485,0.0008883858,0.7048627,0.000006076302,0.00007197565,0.0002367201,0.0001954331,0.004860109,0.2872335,0.00007632961,0.001529734,0.00002105301],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994999,0.00009898545,0.0001669987,0.000006541294,0.000002354708,0.000002638482,0.00009254199,0.000005076522,0.0001250449],"genre_scores_gemma":[0.9991093,0.00008172576,0.0003594029,0.00001082938,0.000001353217,0.000004953943,0.0001815439,0.000004323289,0.0002465676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001699152,"threshold_uncertainty_score":0.00337851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153665721703076,"score_gpt":0.1995707842360946,"score_spread":0.1880341270190638,"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."}}