{"id":"W4400089959","doi":"10.1002/smll.202402777","title":"Equilibrium Moisture Mediated Esterification Reaction to Achieve Over 100% Lignocellulosic Nanofibrils Yield","year":2024,"lang":"en","type":"article","venue":"Small","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; China Scholarship Council; Canada Foundation for Innovation","keywords":"Hemicellulose; Lignin; Yield (engineering); Lignocellulosic biomass; Hydrolysis; Moisture; Biomass (ecology); Chemical engineering; Pulp and paper industry; Cellulose; Chemistry; Materials science; Maleic anhydride; Organic chemistry; Polymer; Composite material; Agronomy","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":[0.0001951169,0.0004447694,0.0001572639,0.0001859359,0.0001359699,0.0001345973,0.0001269693,0.0002262658,0.001195883],"category_scores_gemma":[0.0001936673,0.00009109067,0.0001679018,0.0001247916,0.0001015549,0.0002915501,0.00017325,0.0003692579,0.0003526013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000162022,"about_ca_system_score_gemma":0.0001247301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003765619,"about_ca_topic_score_gemma":0.001421,"domain_scores_codex":[0.9999009,0.000007417098,0.000009701222,0.00002581315,0.00002944009,0.00002671017],"domain_scores_gemma":[0.999921,0.00001592082,0.00002666393,0.000005782582,0.00001817199,0.00001247686],"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":[0.00001635496,0.00001120418,0.00008426182,0.00006215946,0.00000404606,0.00004063037,0.0000164899,0.00008893297,0.9969698,0.0001081783,0.00004923266,0.002548785],"study_design_scores_gemma":[0.000002205324,0.00007350418,0.0006359009,0.000007806379,0.000005268477,0.00004004235,0.00001240504,0.0006245714,0.9971899,0.00002960929,0.001374756,0.000004077403],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973823,0.002105499,0.01817178,0.00008988344,0.00005065045,0.00006495354,0.0003134905,0.0002476224,0.005133145],"genre_scores_gemma":[0.9877906,0.0009751102,0.009015468,0.00003718159,0.00001200673,0.00005395226,0.0002655687,0.00003850319,0.001811604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001195883,"threshold_uncertainty_score":0.004000604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0405842572735569,"score_gpt":0.2999500163760166,"score_spread":0.2593657591024597,"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."}}