{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007578405,0.0001894788,0.0002602311,0.00002196842,0.00007536727,0.00004497628,0.0004918262,0.0001034477,0.00002794207],"category_scores_gemma":[0.00006344469,0.0002010873,0.000101662,0.00002757096,0.0001018741,0.0001517952,0.0001125285,0.0002027835,0.00003574602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003549698,"about_ca_system_score_gemma":0.00001513736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002971291,"about_ca_topic_score_gemma":1.583053e-7,"domain_scores_codex":[0.9991278,0.000002214101,0.0002284015,0.0001950026,0.0001571928,0.0002893555],"domain_scores_gemma":[0.9990734,0.00002554637,0.00007732603,0.0006762898,0.00003464641,0.0001127969],"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":[0.000001770759,0.00001721789,0.0009022214,0.0002334361,0.00003944063,0.00001521146,0.00003823659,0.000004518297,0.9841239,0.00004610805,0.01394794,0.0006299836],"study_design_scores_gemma":[0.0003551649,0.000004023618,0.00005296309,0.00007511728,0.00001650907,0.00001720426,0.00003725339,0.0002055514,0.9950591,0.00009867336,0.003850817,0.0002276106],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9263184,0.0003982029,0.00002882247,0.00005692109,0.0002124245,0.0000537392,0.00001623024,0.0001969737,0.07271826],"genre_scores_gemma":[0.9982824,0.0000661077,0.0009701227,0.00001430733,0.0002578,0.000009447676,0.00001927328,0.00004243795,0.0003380744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07238019,"threshold_uncertainty_score":0.8200101,"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."}}