{"id":"W2756194325","doi":"10.1021/acsomega.7b01119","title":"From Structure to Properties of Composite Films Derived from Cellulose Nanocrystals","year":2017,"lang":"en","type":"article","venue":"ACS Omega","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Materials science; Composite number; Toughness; Composite material; Polymer; Nanocrystal; Morphology (biology); Nanotechnology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001060501,0.000216822,0.0004348026,0.00005024575,0.0004071019,0.0001883609,0.001004033,0.00007480691,0.0001702346],"category_scores_gemma":[0.0003934552,0.0001641318,0.00005315014,0.00005369581,0.0003798832,0.0004005256,0.0009498883,0.000116112,0.0001354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003862743,"about_ca_system_score_gemma":0.00004650022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002268938,"about_ca_topic_score_gemma":0.000144722,"domain_scores_codex":[0.9982873,0.00007306017,0.000296475,0.0004580062,0.0004746701,0.0004105546],"domain_scores_gemma":[0.9982979,0.0001046451,0.0002358714,0.001036709,0.000175316,0.000149507],"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":[0.0001168221,0.00002724292,0.0006305992,0.00002796173,0.00003521506,0.00001537019,0.001522796,0.00003546157,0.9966517,0.00001573866,0.0004390412,0.0004820283],"study_design_scores_gemma":[0.0003701687,0.00005313638,0.006760471,0.0001299222,0.00001602085,4.428863e-7,0.0002767706,0.00002089633,0.9902056,0.001307185,0.0006578808,0.0002014322],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968281,0.0009513366,0.0001907576,0.0003484716,0.0003320808,0.0003367154,0.0007069629,0.00005027651,0.0002553137],"genre_scores_gemma":[0.990478,0.00003955122,0.008747994,0.0000604571,0.0001541522,0.00002197897,0.00002089767,0.00002512029,0.0004517962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008557237,"threshold_uncertainty_score":0.6693102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03022813255066708,"score_gpt":0.2819496124996546,"score_spread":0.2517214799489875,"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."}}