{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002108012,0.0001501133,0.000222341,0.0002073299,0.0002893896,0.0001792492,0.0005617173,0.0001217204,0.001120203],"category_scores_gemma":[0.0007166901,0.0001149283,0.00006877577,0.0004073138,0.0003433016,0.0005521172,0.0001959856,0.001436171,0.00017238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000714355,"about_ca_system_score_gemma":0.0002182962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001439323,"about_ca_topic_score_gemma":0.0000916276,"domain_scores_codex":[0.9978036,0.0001248068,0.0003449526,0.0002910205,0.0007129195,0.0007227597],"domain_scores_gemma":[0.9990018,0.0002241526,0.0001419649,0.0002498569,0.0001520554,0.0002301416],"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":[0.0000188915,0.00004669949,0.00241472,0.000006979022,0.000001666199,0.0002715914,0.0001131151,0.00001191618,0.9934635,0.0005383759,0.0007089816,0.002403588],"study_design_scores_gemma":[0.0004752466,0.00005354992,0.003573064,0.00003836138,0.000002462321,0.000325397,0.0001237286,0.00004410441,0.9537572,0.006274327,0.03510104,0.000231506],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924467,0.0008957462,0.0002627745,0.000440556,0.002227069,0.0001017112,0.000004876204,0.00003065973,0.003589888],"genre_scores_gemma":[0.9952559,0.0002267647,0.003240203,0.0000800394,0.0003448845,0.000006315908,4.16712e-7,0.00001370193,0.0008317996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03970626,"threshold_uncertainty_score":0.9997929,"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."}}