{"id":"W4394934992","doi":"10.1016/j.cej.2024.151434","title":"Mussel-inspired antimicrobial and antireflective Ag-NPs/PDA/SiO2 coatings via interfacial functionalization","year":2024,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Foshan Science and Technology Bureau; National Natural Science Foundation of China","keywords":"Anti-reflective coating; Surface modification; Materials science; Coating; Transmittance; Surface roughness; Porosity; Chemical engineering; Nanotechnology; Composite material; Optoelectronics","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":[0.00007811781,0.0004193032,0.0001485076,0.000137357,0.0001316855,0.0002539098,0.0002289786,0.0003129489,0.0008573299],"category_scores_gemma":[0.0001404825,0.0001809534,0.0002452394,0.00008915444,0.0001534959,0.0002067114,0.0002858799,0.0003129865,0.0002993662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001845618,"about_ca_system_score_gemma":0.0001043179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004962045,"about_ca_topic_score_gemma":0.00124917,"domain_scores_codex":[0.9999011,0.000005878851,0.000005960949,0.00003124643,0.00002965674,0.00002614489],"domain_scores_gemma":[0.999946,0.000008282812,0.000014899,0.000006855131,0.0000153484,0.000008595186],"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":[0.00001308426,0.000004776482,0.00003318177,0.00001777744,0.000002415698,0.00001869788,0.000006563674,0.00004102903,0.9991364,0.00002266828,0.00001829925,0.0006852319],"study_design_scores_gemma":[0.000003279226,0.00004231597,0.0007280236,0.000001830196,0.000006003563,0.00003768803,0.000008135876,0.0006659004,0.9977764,0.000009968379,0.000717467,0.000002973303],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892162,0.0007397706,0.005863503,0.0000613277,0.00004004844,0.00002489787,0.0001176654,0.0001892553,0.003747284],"genre_scores_gemma":[0.9938084,0.0003580063,0.002854836,0.00006274988,0.000009930223,0.00001888594,0.0000783489,0.00002521882,0.002783492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008573299,"threshold_uncertainty_score":0.002868056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007133109675787376,"score_gpt":0.2382124532992895,"score_spread":0.2310793436235022,"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."}}