{"id":"W4220853411","doi":"10.1177/00219983221075418","title":"A hydrophobic coating on cellulose nanocrystals improves the mechanical properties of polyamide-6 nanocomposites","year":2022,"lang":"en","type":"article","venue":"Journal of Composite Materials","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Research Council Canada","keywords":"Materials science; Nanocomposite; Surface modification; Polymer; Polyamide; Ultimate tensile strength; Composite material; Microcrystalline cellulose; Cellulose; Coating; Chemical engineering","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":[0.002496572,0.0002699957,0.0008093638,0.0001940754,0.0006112531,0.000150985,0.0009967888,0.00004010998,0.0003368049],"category_scores_gemma":[0.0001688272,0.0001630584,0.0001940666,0.0002352946,0.0002760804,0.0002350166,0.0008546878,0.0002933664,0.00001544333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001702063,"about_ca_system_score_gemma":0.0001291496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004007458,"about_ca_topic_score_gemma":7.21823e-7,"domain_scores_codex":[0.9955917,0.00109377,0.001326945,0.0002483746,0.001274317,0.0004648964],"domain_scores_gemma":[0.9973449,0.0004228241,0.001466531,0.0003768714,0.0002880995,0.0001007546],"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":[0.001150365,0.0002272237,0.000006523444,0.0001048792,0.00006523987,0.00004875135,0.0007126503,0.0006884474,0.996348,0.0003885834,0.000132248,0.0001270992],"study_design_scores_gemma":[0.0006177989,0.0012712,0.00004590196,0.0001795,0.00004784677,0.0001426083,0.0005236483,0.00003711137,0.9957576,0.0005428071,0.0006577533,0.0001762334],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961399,0.001714031,0.00007000138,0.0005590823,0.000894072,0.0004559013,0.0000537962,0.00002467802,0.00008847173],"genre_scores_gemma":[0.9984555,0.00008871923,0.0008840822,0.0001325929,0.000215656,0.00004136525,0.000001809711,0.0000366559,0.0001436362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002327744,"threshold_uncertainty_score":0.664933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02105371068639646,"score_gpt":0.259316228894173,"score_spread":0.2382625182077765,"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."}}