{"id":"W3126489566","doi":"10.1038/s41586-020-03167-7","title":"Developing fibrillated cellulose as a sustainable technological material","year":2021,"lang":"en","type":"review","venue":"Nature","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":1593,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cellulose; Materials science; Nanocellulose; Renewable resource; Biopolymer; Cellulosic ethanol; Biomass (ecology); Sustainability; Cellulose fiber; Polymer science; Renewable energy; Engineering; Composite material; Chemical engineering; Polymer","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":[0.0008099724,0.001084134,0.001103973,0.001982192,0.0002452696,0.001147601,0.000701013,0.001094256,0.002257818],"category_scores_gemma":[0.0007009977,0.0003569776,0.0004037786,0.002624553,0.000451284,0.001832014,0.0007631719,0.00147494,0.001181479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006823884,"about_ca_system_score_gemma":0.00161085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255583,"about_ca_topic_score_gemma":0.002758645,"domain_scores_codex":[0.999817,0.00002241558,0.00002181751,0.0000361712,0.00007510882,0.00002762211],"domain_scores_gemma":[0.9997717,0.0001114547,0.00003644775,0.000009256101,0.00005040157,0.00002081015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007531178,0.00008369152,0.0001276112,0.03686902,0.0001012251,0.0002101492,0.00005128813,0.0005615569,0.007691137,0.009046088,0.01752989,0.9276531],"study_design_scores_gemma":[0.00001930289,0.00009334817,0.0005084971,0.004925079,0.0001864136,0.0005046498,0.00005245004,0.0001261425,0.002916826,0.002606906,0.9880373,0.00002310009],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001569937,0.998282,0.0001764812,0.0001231106,0.0002118353,0.000004488938,0.00001379551,0.000003831026,0.00102743],"genre_scores_gemma":[0.0006011197,0.998562,0.0001908299,0.0000954587,0.00007771499,0.000004687748,0.00001967572,0.000001054958,0.0004475049],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002257818,"threshold_uncertainty_score":0.00755316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03308632491828566,"score_gpt":0.3690374089886542,"score_spread":0.3359510840703685,"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."}}