{"id":"W3014531314","doi":"10.1021/acssuschemeng.9b07589","title":"Elucidation of Changes in Cellulose Ultrastructure and Accessibility in Hardwood Fractionation Processes with Carbohydrate Binding Modules","year":2020,"lang":"en","type":"article","venue":"ACS Sustainable Chemistry & Engineering","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Kungl. Skogs- och Lantbruksakademien; Austrian Science Fund; Svenska Forskningsrådet Formas; Royal Swedish Academy of Sciences; Kungl. Ingenjörsvetenskapsakademien","keywords":"Cellulose; Hemicellulose; Fractionation; Hardwood; Chemistry; Xylan; Lignin; Carbohydrate; Chemical engineering; Crystallinity; Nanocellulose; Dissolution; Polysaccharide; Materials science; Biochemistry; Chromatography; Organic chemistry; Botany; Biology; Crystallography","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":[0.0001602985,0.0001410788,0.0001957555,0.00006591434,0.00003501001,0.00003781891,0.0001120329,0.00005628546,0.00001923129],"category_scores_gemma":[0.000883107,0.0001323357,0.000006674169,0.0004903706,0.00004599527,0.0004534628,0.00008644898,0.0001549984,2.103584e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001614737,"about_ca_system_score_gemma":0.00008496096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003255291,"about_ca_topic_score_gemma":0.000009584427,"domain_scores_codex":[0.9989974,0.00001079307,0.0001769341,0.0003108018,0.0001986674,0.0003053862],"domain_scores_gemma":[0.9994944,0.0001029241,0.00008579462,0.00009628263,0.0001641947,0.00005638966],"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":[0.00003193841,0.00001437924,0.004113032,0.003723322,0.000004113897,0.0000214263,0.0009177357,0.02244634,0.9686282,0.00001379545,7.449287e-7,0.00008501601],"study_design_scores_gemma":[0.0002766536,0.00001894727,0.003925091,0.0000937925,0.000004042879,0.000001523578,0.002172589,0.002212184,0.9910969,0.00005261733,0.00001985619,0.0001257844],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980147,0.0003495733,0.001171556,0.0001722829,0.000007428431,0.0001910116,0.000006689933,0.00003917384,0.00004752439],"genre_scores_gemma":[0.998914,0.0001168798,0.0008218433,0.000002880856,0.00003170579,0.00005012103,0.0000140741,0.00001438956,0.00003410393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02246877,"threshold_uncertainty_score":0.5396495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007851723228191745,"score_gpt":0.2265504991904898,"score_spread":0.2186987759622981,"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."}}