{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008086507,0.0001483411,0.0002004965,0.00003995807,0.00002272406,0.000007258208,0.0001555858,0.0001466854,0.00001458851],"category_scores_gemma":[0.00002800191,0.0001472943,0.00006917235,0.0001832144,0.00006182436,0.00005105381,0.00004121074,0.0001534737,0.00003427042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000474268,"about_ca_system_score_gemma":0.00001393181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006029198,"about_ca_topic_score_gemma":2.743877e-7,"domain_scores_codex":[0.9993533,0.000006344611,0.0001724147,0.0001545873,0.0001275368,0.0001858016],"domain_scores_gemma":[0.9995614,0.00004557256,0.00003289893,0.0002313723,0.00003976361,0.0000890481],"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":[0.000002479548,0.00001623547,0.001302741,0.0002868795,0.00003506571,5.193476e-7,0.0001880147,0.00001107075,0.9816659,0.00005000816,0.01610063,0.0003404302],"study_design_scores_gemma":[0.0003453706,0.00002290807,0.0001519935,0.00003553662,0.00001321371,0.000001335308,0.00003939727,0.00100754,0.9917703,0.00008652301,0.006359491,0.0001664188],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9345259,0.0002113384,0.000112718,0.00002898396,0.0001545088,0.00004910196,0.000002251294,0.0002573933,0.06465782],"genre_scores_gemma":[0.9989333,0.0000254379,0.0006438457,0.00002788718,0.0001495424,0.000006833768,0.00001421613,0.00002916459,0.0001698205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.064488,"threshold_uncertainty_score":0.6006488,"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."}}