{"id":"W7125209398","doi":"10.18280/rcma.350606","title":"Enhancement of Mechanical and Biological Properties of Polyurethane Clear Aligners Using Sustainable SiO2 Nanoparticles","year":2025,"lang":"","type":"article","venue":"Revue des composites et des matériaux avancés","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nanoparticle; Polyurethane; Thermoplastic polyurethane; Biocompatibility; Composite number","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001381004,0.0005592781,0.001381553,0.0003274364,0.000509154,0.0002288002,0.0005983118,0.0002885169,0.00009065071],"category_scores_gemma":[0.000288341,0.0004549971,0.0002366571,0.0006466666,0.001614296,0.0004194922,0.0009990976,0.0002317501,0.000006085409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002130348,"about_ca_system_score_gemma":0.000267268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008271121,"about_ca_topic_score_gemma":0.00002242939,"domain_scores_codex":[0.9953505,0.0007532848,0.001593742,0.0008423876,0.0003532917,0.001106746],"domain_scores_gemma":[0.9976229,0.0003670282,0.0006417432,0.0006151766,0.0005058306,0.0002473213],"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":[0.001249734,0.0005548988,0.000710169,0.005357209,0.0001702938,0.00002955139,0.001701913,0.00256048,0.9674262,0.01943052,0.000005702392,0.0008032582],"study_design_scores_gemma":[0.0008741238,0.001045454,0.0001823391,0.00350474,0.0002710609,0.00006400775,0.001279966,0.05406621,0.9355193,0.002639046,0.0001119135,0.0004418512],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9517528,0.02291287,0.02370805,0.0002082387,0.0003025889,0.0007968806,0.0000310921,0.00005685477,0.0002306439],"genre_scores_gemma":[0.9339569,0.002765429,0.06279988,0.0001065557,0.00004750449,0.00001832841,0.000005475788,0.00003799788,0.0002619544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05150573,"threshold_uncertainty_score":0.9997902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07973611364171253,"score_gpt":0.2968362593682886,"score_spread":0.217100145726576,"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."}}