{"id":"W4200140033","doi":"10.1016/j.carbpol.2021.119011","title":"Lignocellulosic nanofibril aerogel via gas phase coagulation and diisocyanate modification for solvent absorption","year":2021,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Aerogel; Chemical engineering; Materials science; Absorption (acoustics); Reagent; Cellulose; Solvent; Surface modification; Specific surface area; Miscanthus; Chemistry; Composite material; Organic chemistry; Waste management; Biofuel; Catalysis","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":[0.0002702921,0.0002113304,0.0002684738,0.00009468809,0.0003309874,0.000095557,0.0001022785,0.00008085306,0.0001525463],"category_scores_gemma":[0.00008578914,0.0002143876,0.00008487224,0.0002431487,0.0002011002,0.0003122487,0.00009050138,0.0000648383,0.00004001145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001293826,"about_ca_system_score_gemma":0.00008489095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003709652,"about_ca_topic_score_gemma":0.00001412987,"domain_scores_codex":[0.9982504,0.0000951585,0.0003299115,0.0005513191,0.0002984329,0.0004747429],"domain_scores_gemma":[0.999025,0.0001340534,0.0001629239,0.0003059227,0.0002069039,0.0001651486],"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":[0.00006836902,0.00007493792,0.0000209194,0.00007472941,0.00002382073,0.000007270778,0.0002548953,0.0002188778,0.9899635,0.0005323481,0.00004785533,0.008712417],"study_design_scores_gemma":[0.001131189,0.00009446447,0.00006047588,0.00002722023,0.00005033488,0.000005696596,0.0002273684,0.01598799,0.979838,0.001874045,0.0004696782,0.0002335222],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9539242,0.004579111,0.03961564,0.0006494401,0.000360575,0.0004992874,0.00006828459,0.00009794473,0.0002054774],"genre_scores_gemma":[0.997588,0.0005418709,0.0009419224,0.00005800154,0.0001199353,0.0001681485,0.0001519544,0.00003505668,0.0003950908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04366378,"threshold_uncertainty_score":0.8742472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03385311105572288,"score_gpt":0.3105129940411059,"score_spread":0.2766598829853831,"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."}}