{"id":"W4389882539","doi":"10.1039/d3ya00427a","title":"Impact of lignin–carbohydrate complex (LCC) linkages on cellulose pyrolysis chemistry","year":2023,"lang":"en","type":"article","venue":"Energy Advances","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alliance de recherche numérique du Canada; Canada First Research Excellence Fund; University of Alberta","keywords":"Lignin; Cellulose; Moiety; Chemistry; Carbohydrate; Decomposition; Pyrolysis; Organic chemistry; Carbohydrate chemistry; Covalent bond; Polymer chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004470124,0.0002119955,0.0002631824,0.00005689374,0.00003287051,0.00001393406,0.0002051443,0.00009610158,0.0000641691],"category_scores_gemma":[0.00001247158,0.0001910021,0.0001753515,0.0004136116,0.00005138357,0.00008052293,0.0000339987,0.0001073015,0.00003080158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004036036,"about_ca_system_score_gemma":0.00001624474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000165184,"about_ca_topic_score_gemma":0.000001345951,"domain_scores_codex":[0.9991131,0.00000824869,0.0002259021,0.0001979369,0.0001715692,0.0002831807],"domain_scores_gemma":[0.999466,0.00007905607,0.00005327693,0.000282507,0.00002589187,0.00009327039],"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":[0.000003372796,0.00002742601,0.0003776029,0.0001043357,0.0001196455,0.00001696992,0.00004992671,0.06803413,0.9215725,0.00003291335,0.008097005,0.001564155],"study_design_scores_gemma":[0.0001824609,0.00002984348,0.0003372887,0.00004755214,0.0000137734,9.608378e-7,0.00002862635,0.003743544,0.991267,0.0002170391,0.003922308,0.0002095892],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561011,0.001319679,0.00001855233,0.00002082024,0.000139098,0.00002094504,0.0000373051,0.000588636,0.04175393],"genre_scores_gemma":[0.9971377,0.001025933,0.00008535785,0.000008569331,0.0001997635,0.00001423066,0.00008193037,0.00003950096,0.001407004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0696945,"threshold_uncertainty_score":0.7788838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009289336795981798,"score_gpt":0.2394915600662197,"score_spread":0.230202223270238,"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."}}