{"id":"W4400676120","doi":"10.1007/s10876-024-02659-0","title":"Chemical Modification of Cu2O Nanoparticles with Triacetoxy(Vinyl)Silane: Enhanced Dispersion, Abrasion Resistance, and Thermal Stability in Acrylic Coatings","year":2024,"lang":"en","type":"article","venue":"Journal of Cluster Science","topic":"Copper-based nanomaterials and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Vietnam Academy of Science and Technology","keywords":"Silane; Thermal stability; Dispersion (optics); Nanochemistry; Surface modification; Abrasion (mechanical); Materials science; Nanoparticle; Chemical engineering; Catalysis; Thermal resistance; Thermal; Composite material; Chemistry; Nanotechnology; 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":[0.001818919,0.00009749571,0.0002237262,0.0001297697,0.00008767859,0.0001568805,0.000312887,0.00003589512,0.00004384315],"category_scores_gemma":[0.0001350237,0.00006421754,0.00002997352,0.0005891627,0.0005357653,0.0006325077,0.00007088739,0.00008447607,0.000002720354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008085681,"about_ca_system_score_gemma":0.0002633622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001178904,"about_ca_topic_score_gemma":0.00001551494,"domain_scores_codex":[0.9984528,0.00006242751,0.0005495386,0.0002692471,0.0004681144,0.0001978934],"domain_scores_gemma":[0.9990808,0.0001573559,0.0002700903,0.0002039785,0.0001931295,0.00009467945],"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":[0.0002462367,0.00006391974,0.0003026023,0.00006255008,9.099506e-7,0.000001480561,0.0009365687,0.00004425397,0.9973117,0.0002267673,0.0000209861,0.000782081],"study_design_scores_gemma":[0.0004643787,0.00008708337,0.005239168,0.0002550128,0.00001072709,0.00001232364,0.0002104317,0.0006959622,0.992736,0.0001511363,0.00005705638,0.00008065889],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997514,0.0002339633,0.0009876129,0.0008848564,0.0001110087,0.000174878,0.000008244435,0.00001222173,0.0000732216],"genre_scores_gemma":[0.9975286,0.00002614635,0.002354205,0.00002365604,0.00003911286,0.000007935545,4.278594e-7,0.000005913013,0.0000140399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004936566,"threshold_uncertainty_score":0.2618715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01505846606701637,"score_gpt":0.268858883406958,"score_spread":0.2538004173399416,"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."}}