{"id":"W2741724823","doi":"10.1002/cssc.201701317","title":"Chemical Pulping Advantages of Zip‐lignin Hybrid Poplar","year":2017,"lang":"en","type":"article","venue":"ChemSusChem","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Great Lakes Bioenergy Research Center; Office of Science; Wisconsin Alumni Research Foundation; U.S. Department of Agriculture; U.S. Department of Energy","keywords":"Lignin; Pulp and paper industry; Chemistry; Biomass (ecology); Biochemical engineering; Organic chemistry; Engineering; Biology; Ecology","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":[0.0001449406,0.0002323264,0.0001417622,0.0001795126,0.00008224651,0.0002796393,0.0001387066,0.0001588136,0.0005572676],"category_scores_gemma":[0.0001222563,0.0001207653,0.0001780849,0.0001575324,0.0001087376,0.0002279655,0.0001480028,0.0003211186,0.0001048986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001267291,"about_ca_system_score_gemma":0.00007526248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002738924,"about_ca_topic_score_gemma":0.0005876189,"domain_scores_codex":[0.9999115,0.00001214295,0.000006587474,0.00001996393,0.00003237129,0.00001733252],"domain_scores_gemma":[0.9998536,0.00003145764,0.00005207478,0.00001678122,0.00001878321,0.00002718986],"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":[0.0000258301,0.00001067059,0.0002584744,0.000008604103,0.00000361091,0.00001603286,0.000003117279,0.000158526,0.9990379,0.00002602489,0.00000270142,0.0004486472],"study_design_scores_gemma":[0.000002079619,0.0002338886,0.007728105,0.000001079806,0.00001287493,0.00008824536,0.00001521132,0.001298645,0.9903374,0.00004281828,0.0002347245,0.000004936917],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983125,0.00006274284,0.001289622,0.000005324639,0.000001392906,0.000002375268,0.00009677469,0.00002846987,0.0002007727],"genre_scores_gemma":[0.9984751,0.00005419836,0.000907675,0.000006172872,9.557126e-7,0.000002866811,0.0001685766,0.00001133292,0.0003730496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005572676,"threshold_uncertainty_score":0.001864254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007444115479152982,"score_gpt":0.2171327554742789,"score_spread":0.2096886399951259,"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."}}