{"id":"W4391385747","doi":"10.2139/ssrn.4711939","title":"Transformation of Organosolv Lignin into Sustainable Aromatics: Catalytic Hydrodeoxygenation Using Carbon-Supported Bimetallic Moru Catalyst","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Hydrodeoxygenation; Bimetallic strip; Catalysis; Lignin; Organosolv; Chemistry; Carbon fibers; Organic chemistry; Transformation (genetics); Chemical engineering; Materials science; Selectivity; 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":[0.00008559941,0.0001558839,0.0001546073,0.000136357,0.00008803749,0.0002033403,0.0001284408,0.0001964419,0.0006805478],"category_scores_gemma":[0.00009021774,0.00006976497,0.0001329273,0.0001293394,0.0001090606,0.0001931791,0.0001538153,0.0002215492,0.0002556128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001710188,"about_ca_system_score_gemma":0.0001338862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005044441,"about_ca_topic_score_gemma":0.001277949,"domain_scores_codex":[0.9999471,0.000006381299,0.000002351896,0.0000120035,0.0000132487,0.00001892988],"domain_scores_gemma":[0.999981,0.000002982281,0.000003655413,0.000002934334,0.000003801094,0.000005529056],"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":[0.00004620017,0.0000218107,0.000185519,0.0000266625,0.000006448781,0.00005102848,0.00002232252,0.0001556798,0.9962921,0.0002341921,0.00002629609,0.002931816],"study_design_scores_gemma":[0.000002163364,0.00006528861,0.0006782583,0.00000166911,0.000004228577,0.00004140733,0.00001230275,0.0006473958,0.9977862,0.0000540257,0.0007048937,0.000002174503],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958224,0.0004972942,0.001919179,0.0000290808,0.000009617278,0.000006300143,0.0000663758,0.00002208312,0.001627694],"genre_scores_gemma":[0.9980781,0.0001957562,0.0006012568,0.000008261358,0.000001474965,0.000002022025,0.00006227232,0.000006519398,0.001044293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006805478,"threshold_uncertainty_score":0.002276599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007390462971828654,"score_gpt":0.226603215836046,"score_spread":0.2192127528642174,"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."}}