{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002199953,0.0002051984,0.0005771305,0.0002309482,0.00008006155,0.00009937245,0.00008281675,0.00004629208,0.0002219378],"category_scores_gemma":[0.000007334304,0.000157492,0.00006873612,0.0004729619,0.0001344424,0.0002646093,0.00006062492,0.00008638234,0.000005150885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001312671,"about_ca_system_score_gemma":0.00006123069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007303753,"about_ca_topic_score_gemma":0.001972785,"domain_scores_codex":[0.9983881,0.0001736418,0.0005793837,0.0003813647,0.0003001851,0.000177311],"domain_scores_gemma":[0.9993034,0.00008890994,0.0002113736,0.0002064183,0.00008810651,0.0001017934],"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":[0.001488666,0.001598626,0.02206089,0.00006519417,0.001962143,0.00001405993,0.003895568,0.003706382,0.9642855,0.0008902954,0.000005973318,0.00002670835],"study_design_scores_gemma":[0.001696617,0.001834841,0.3779519,0.00005745994,0.0007240429,0.000003092933,0.006220544,0.06419905,0.5470241,0.00001865265,0.00001165369,0.000258013],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981844,0.0001255548,0.00003265771,0.00002036993,0.0002019265,0.0007993918,0.0005331945,0.00001770242,0.00008483425],"genre_scores_gemma":[0.9997078,0.000004151754,0.00002491633,0.000005287945,0.00002353085,0.00006595656,0.0001474999,0.00000929167,0.00001154247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4172614,"threshold_uncertainty_score":0.6422336,"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."}}