{"id":"W3025475561","doi":"10.3390/molecules25102329","title":"Sustainable Process for the Depolymerization/Oxidation of Softwood and Hardwood Kraft Lignins Using Hydrogen Peroxide under Ambient Conditions","year":2020,"lang":"en","type":"article","venue":"Molecules","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"FPInnovations; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Depolymerization; Lignin; Softwood; Hardwood; Chemistry; Hydrogen peroxide; Kraft paper; Organic chemistry; Peroxide; Decomposition; Pyrolysis; Pulp and paper industry; Botany","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":[0.0001400279,0.0003554252,0.0001229139,0.000137979,0.00009814974,0.0001795898,0.0001869516,0.0001930057,0.0005194096],"category_scores_gemma":[0.00005899567,0.00008879038,0.000166522,0.0001493135,0.0001431348,0.0003007433,0.0001903476,0.0004318649,0.0001412878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001448312,"about_ca_system_score_gemma":0.0002065286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003576835,"about_ca_topic_score_gemma":0.001053098,"domain_scores_codex":[0.9999189,0.000009456009,0.000004390425,0.00001473068,0.00003090221,0.00002161041],"domain_scores_gemma":[0.9999741,0.00000300172,0.000009318679,0.000002852257,0.000005801693,0.000004826806],"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":[0.00001499536,0.00002522561,0.0001377188,0.00008667009,0.000005159412,0.0000505574,0.00001209584,0.0001840463,0.9957286,0.0001809639,0.00003339562,0.003540776],"study_design_scores_gemma":[0.000004008566,0.0001247324,0.0008706442,0.00000486733,0.00000964947,0.00006306176,0.00002063641,0.0009706964,0.9962271,0.00007128123,0.00162988,0.000003408664],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639909,0.005574507,0.02793273,0.0001302452,0.0000566415,0.00005231518,0.0001162323,0.00007911398,0.002067351],"genre_scores_gemma":[0.99277,0.001744211,0.00433364,0.000033034,0.00000950235,0.0000136765,0.00007236571,0.000005853737,0.001017817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005194096,"threshold_uncertainty_score":0.001737535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603205766341076,"score_gpt":0.2389701029281091,"score_spread":0.2229380452646983,"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."}}