{"id":"W2096909042","doi":"10.21083/surg.v3i2.1132","title":"Nanoscience in nature: cellulose nanocrystals","year":2010,"lang":"en","type":"article","venue":"SURG Journal","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nanomaterials; Cellulose; Crystallinity; Nanotechnology; Nanocrystal; Materials science; Polymer; Transmission electron microscopy; Atomic force microscopy; Extraction (chemistry); Chemistry; Composite material; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000150373,0.0001933634,0.0001528317,0.0002881835,0.0005158244,0.0008649218,0.0001950109,0.0007349275,0.007640926],"category_scores_gemma":[0.0002082471,0.0001149025,0.00009978177,0.0003069642,0.0004609863,0.0008003096,0.0003395639,0.0005510642,0.001889183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006430865,"about_ca_system_score_gemma":0.0003624755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000574029,"about_ca_topic_score_gemma":0.001406674,"domain_scores_codex":[0.9998864,0.00001266998,0.000003368134,0.00001650191,0.0000724636,0.000008635532],"domain_scores_gemma":[0.9999343,0.0000213882,0.000005567539,0.000005121793,0.00002079623,0.00001280314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001252513,0.0001510808,0.0008979443,0.001110514,0.00001845433,0.0008397908,0.0003664263,0.000773497,0.3711042,0.1368012,0.08434124,0.4034704],"study_design_scores_gemma":[0.00002023977,0.00009829271,0.0008082004,0.0002119337,0.00001061418,0.001172685,0.0001916776,0.001848028,0.1579252,0.03236855,0.8053195,0.00002490639],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08964441,0.344887,0.05889128,0.04206893,0.01310233,0.000190831,0.0007849389,0.0009727621,0.4494575],"genre_scores_gemma":[0.3938319,0.1945141,0.04104559,0.01073345,0.003459281,0.0001471869,0.0006030867,0.0003002097,0.3553652],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007640926,"threshold_uncertainty_score":0.02556145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01197700337918025,"score_gpt":0.2970482575943539,"score_spread":0.2850712542151737,"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."}}