{"id":"W4391960849","doi":"10.7759/cureus.54517","title":"Comparative Analysis of Color Stability and Its Impact on Artificial Aging: An In Vitro Study of Bioactive Chitosan, Titanium, Zirconia, and Hydroxyapatite Nanoparticle-Reinforced Glass Ionomer Cement Compared With Conventional Glass Ionomer Cement","year":2024,"lang":"en","type":"article","venue":"Cureus","topic":"Dental materials and restorations","field":"Dentistry","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Glass ionomer cement; Materials science; Cubic zirconia; Gloss (optics); Scanning electron microscope; Distilled water; Titanium; Nanoparticle; Nanocomposite; Nuclear chemistry; Chitosan; Composite material; Chemical engineering; Metallurgy; Chemistry; Nanotechnology; Chromatography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006748797,0.0006028323,0.000445371,0.0003599671,0.0002374276,0.0002962744,0.0002207802,0.0004128335,0.0006577846],"category_scores_gemma":[0.0005153423,0.0002664268,0.0007002085,0.0003096599,0.0003528903,0.0003516575,0.0002315118,0.0005234151,0.00008988147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002155343,"about_ca_system_score_gemma":0.0003012832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001122003,"about_ca_topic_score_gemma":0.002545431,"domain_scores_codex":[0.9996007,0.00008959215,0.00004526829,0.00006243028,0.0001535437,0.00004841009],"domain_scores_gemma":[0.9991227,0.000226032,0.000221613,0.00005140247,0.0002944302,0.00008376643],"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":[0.0005443644,0.0003699075,0.001804318,0.0003255593,0.00004914038,0.0001329171,0.0002425769,0.0001563495,0.9924001,0.00004463802,0.00003813045,0.003892108],"study_design_scores_gemma":[0.00003649255,0.01560004,0.03447619,0.00004108657,0.0003767475,0.0004278658,0.000430112,0.00110751,0.9457266,0.00006367613,0.001673567,0.0000400793],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948249,0.003808343,0.0006506601,0.00004226428,0.00004088175,0.00003683784,0.00007952868,0.00000999156,0.000506601],"genre_scores_gemma":[0.9956954,0.001727799,0.001636244,0.00003866884,0.00001523552,0.0000310135,0.0000785032,0.000006456188,0.0007707311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001122003,"threshold_uncertainty_score":0.003569126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04167629523689106,"score_gpt":0.3313148920742834,"score_spread":0.2896385968373924,"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."}}