{"id":"W2058031799","doi":"10.1007/s11051-013-1636-z","title":"Reinforced plastics and aerogels by nanocrystalline cellulose","year":2013,"lang":"en","type":"article","venue":"Journal of Nanoparticle Research","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Materials science; Nanocrystalline material; Cellulose; Cellulosic ethanol; Surface modification; Nanocellulose; Biomaterial; Nanoscopic scale; Acid hydrolysis; Bacterial cellulose; Nanocomposite; Hydrolysis; Composite material; Nanotechnology; Chemical engineering; Organic chemistry","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":[0.002649623,0.0001403301,0.00032266,0.0001933665,0.0002600629,0.0002397106,0.000385836,0.00006264849,0.0006232924],"category_scores_gemma":[0.001647027,0.0001028737,0.00005229189,0.0004144819,0.0005851796,0.0007412863,0.0003515679,0.0004601759,0.0003121029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001228178,"about_ca_system_score_gemma":0.0001464882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004410334,"about_ca_topic_score_gemma":0.000002243332,"domain_scores_codex":[0.9964986,0.0003394271,0.000618345,0.0002112241,0.001472258,0.0008600922],"domain_scores_gemma":[0.9967057,0.001063028,0.0001946359,0.0002233219,0.001318504,0.0004947789],"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":[0.00008835307,0.00006287873,0.0002151664,0.00004162711,0.00001549215,0.00004594264,0.0001698193,0.00006636679,0.9856825,0.0002421421,0.01215466,0.001215039],"study_design_scores_gemma":[0.0008418125,0.0007351355,0.00016859,0.00005503469,0.000006812915,0.00004410203,0.0004888675,0.001141401,0.9918098,0.0009305081,0.003662455,0.0001154167],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956478,0.002024839,0.0005702963,0.001161887,0.00008144681,0.0002741202,0.000005575273,0.00001555313,0.0002184115],"genre_scores_gemma":[0.9951134,0.0007220699,0.001792677,0.00002357262,0.0001191944,0.00001702893,5.120098e-7,0.00002063997,0.00219096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008492201,"threshold_uncertainty_score":0.6824615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0400039502482825,"score_gpt":0.3365926885944209,"score_spread":0.2965887383461384,"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."}}