{"id":"W7117148564","doi":"10.2139/ssrn.5941685","title":"Oxygen-Vacancy-Mediated Silver Release from Mesoporous CeO2 for durable antimicrobial coatings","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Advanced Nanomaterials in Catalysis","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Antimicrobial; Mesoporous material; Coating; Composite number; Controlled release; Porosity","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":[0.0001433684,0.0002637206,0.0002007647,0.0001296149,0.0001245451,0.0002942204,0.0002007573,0.0003008403,0.0009438908],"category_scores_gemma":[0.000183279,0.000132448,0.0002048885,0.00008618685,0.0001300546,0.0002675887,0.0002417306,0.0003212497,0.0002866173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002737321,"about_ca_system_score_gemma":0.0001431418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005928905,"about_ca_topic_score_gemma":0.001391815,"domain_scores_codex":[0.9999024,0.000005025463,0.000008860682,0.00002019545,0.00002652324,0.0000370386],"domain_scores_gemma":[0.9999416,0.00001220331,0.00001628323,0.000007974474,0.00001066464,0.00001125842],"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":[0.00004607047,0.00001012047,0.00003646567,0.00003102162,0.000002806125,0.00002508614,0.00001069977,0.0000442436,0.9986571,0.00004097358,0.00005095365,0.001044353],"study_design_scores_gemma":[0.000008173613,0.00006027043,0.0004346172,0.000001782779,0.000004992809,0.00002889678,0.000006317247,0.0004821774,0.9983212,0.00001092946,0.0006371636,0.000003329165],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993715,0.001211628,0.002729368,0.000082613,0.00006348963,0.00001983291,0.0001117773,0.0001103049,0.001955971],"genre_scores_gemma":[0.9969922,0.0002790843,0.001033192,0.00002571997,0.00000968696,0.000006433011,0.00007318676,0.00002261774,0.001557782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009438908,"threshold_uncertainty_score":0.003157675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008857122667985802,"score_gpt":0.2554906307866196,"score_spread":0.2466335081186338,"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."}}