{"id":"W4392293456","doi":"10.3390/coatings14030297","title":"Effect of Carrier Materials for Active Silver in Antibacterial Powder Coatings","year":2024,"lang":"en","type":"article","venue":"Coatings","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Foshan Science and Technology Bureau; National Natural Science Foundation of China","keywords":"Zeolite; Silver nanoparticle; Coating; Materials science; Antibacterial activity; Reducing agent; Montmorillonite; Vermiculite; Chemical engineering; Nuclear chemistry; Nanotechnology; Nanoparticle; Chemistry; Composite material; Bacteria; Organic chemistry; Catalysis","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":[0.001034024,0.0001366793,0.0003030301,0.00006577268,0.00006047678,0.0001135571,0.0001541483,0.00006827534,0.0004711204],"category_scores_gemma":[0.0003967144,0.0001100416,0.00006228128,0.0001686213,0.00008409724,0.0001810168,0.00005399963,0.00004057338,0.00005038141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000045286,"about_ca_system_score_gemma":0.00005097971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001247199,"about_ca_topic_score_gemma":0.000007631354,"domain_scores_codex":[0.9988213,0.00009252535,0.0003646791,0.000308418,0.0001665314,0.0002465935],"domain_scores_gemma":[0.9989516,0.0006543356,0.0001093793,0.0001757528,0.00006759895,0.00004137847],"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":[0.0001106498,0.0000193445,0.00008339977,0.0002208354,0.000003053551,9.384221e-7,0.0006421013,0.000001611392,0.9958735,0.0008107248,0.0004472437,0.001786629],"study_design_scores_gemma":[0.0003383771,0.0001551477,0.0002695885,0.0001823267,0.00002822369,0.00000162827,0.0000583075,0.00003317601,0.9973506,0.0002370337,0.001228077,0.0001175409],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982018,0.00003745514,0.00009562092,0.0001304822,0.0003897603,0.0006163749,0.0003148632,0.00006542291,0.0001482097],"genre_scores_gemma":[0.9991016,0.000002364691,0.0003456618,0.00002807265,0.0001435143,0.0002555741,0.00001167981,0.00002582251,0.00008569236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001669088,"threshold_uncertainty_score":0.5158439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01087247822792378,"score_gpt":0.2823338077348067,"score_spread":0.271461329506883,"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."}}