{"id":"W2171536280","doi":"10.1002/cssc.201300964","title":"Selective Conversion of Biorefinery Lignin into Dicarboxylic Acids","year":2014,"lang":"en","type":"article","venue":"ChemSusChem","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":140,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pacific Northwest National Laboratory; National Renewable Energy Laboratory; Biological and Environmental Research; FPInnovations; U.S. Department of Agriculture; U.S. Department of Energy","keywords":"Biorefinery; Lignin; Biomass (ecology); Chemistry; Organic chemistry; Environmentally friendly; Biofuel; Pulp and paper industry; Waste management; Raw material; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.000158829,0.000336508,0.0001675391,0.0002218908,0.0001566503,0.000211803,0.0002042563,0.0002706187,0.0006850361],"category_scores_gemma":[0.0001747172,0.00009436376,0.0001698784,0.0001930968,0.000157296,0.0002298006,0.0002658333,0.0003176856,0.0002852907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002208075,"about_ca_system_score_gemma":0.0002282029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007012559,"about_ca_topic_score_gemma":0.002526037,"domain_scores_codex":[0.9998047,0.00002344974,0.0000116571,0.00003634718,0.0000673437,0.00005658013],"domain_scores_gemma":[0.999931,0.00001195214,0.000016221,0.000007971409,0.00002053207,0.00001239386],"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":[0.00002137914,0.000007434894,0.0001137235,0.00003699932,0.000003450057,0.00003328239,0.000008058119,0.00005308103,0.9963085,0.00008101096,0.00003438142,0.003298661],"study_design_scores_gemma":[0.000001898444,0.00003000543,0.0002586049,9.528952e-7,0.000002475316,0.00004139368,0.000005109616,0.0001618595,0.9987506,0.00001250055,0.0007330815,0.000001476505],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825433,0.001725933,0.01103357,0.0001437976,0.00004100914,0.00003548237,0.0001801505,0.00009114925,0.004205586],"genre_scores_gemma":[0.993412,0.001019279,0.002962121,0.00004799365,0.000008545791,0.000007031876,0.0001762046,0.00001732122,0.002349497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007012559,"threshold_uncertainty_score":0.002291679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003057215330924741,"score_gpt":0.1730914284519129,"score_spread":0.1700342131209881,"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."}}