{"id":"W2046400962","doi":"10.1177/0731684405049864","title":"Processing of Cellulose Nanofiber-reinforced Composites","year":2005,"lang":"en","type":"article","venue":"Journal of Reinforced Plastics and Composites","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":543,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Nanofiber; Materials science; Cellulose; Composite material; Crystallinity; Bast fibre; Polyvinyl alcohol; Composite number; Pulp (tooth); Transmission electron microscopy; Cellulose fiber; Fiber; Chemical engineering; Nanotechnology","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":[0.0003724913,0.0002262238,0.0005512823,0.0002205669,0.0001879557,0.0001119889,0.0003116843,0.00007289897,0.00006277256],"category_scores_gemma":[0.0001556533,0.0001727132,0.0001095281,0.000183935,0.000300119,0.0005254904,0.0001761615,0.0002184646,0.00001214084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005112935,"about_ca_system_score_gemma":0.0001068238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005514034,"about_ca_topic_score_gemma":0.000001461633,"domain_scores_codex":[0.997932,0.00004044961,0.0008929309,0.0001518006,0.0006198494,0.0003629655],"domain_scores_gemma":[0.9976125,0.0005739433,0.0008496654,0.0001397656,0.000621595,0.0002024991],"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":[0.0002420328,0.00001825389,0.0001945273,0.0001733789,0.00003529207,0.00001580365,0.0003980218,0.03505063,0.9608015,0.001248081,0.0001761058,0.001646348],"study_design_scores_gemma":[0.0008819544,0.000571389,0.0001438689,0.0003272832,0.00006072758,0.00009476805,0.0001587556,0.04092659,0.9548653,0.00006576111,0.001703308,0.0002003115],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598879,0.002471702,0.03628935,0.0001513193,0.0001307644,0.000128844,0.00001155752,0.00002117925,0.0009073942],"genre_scores_gemma":[0.9601766,0.0003685454,0.03853027,0.00003976279,0.0001886676,0.000001591506,0.000002794739,0.00001702496,0.0006746936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005936239,"threshold_uncertainty_score":0.7043039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119316820575223,"score_gpt":0.2558400140808036,"score_spread":0.2439083320232814,"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."}}