{"id":"W7106501771","doi":"10.1016/j.apsusc.2025.165357","title":"Self-healing anti-corrosion powder coatings via PDMS-infiltrated mesoporous silica","year":2025,"lang":"en","type":"article","venue":"Applied Surface Science","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Foshan Science and Technology Bureau; China Scholarship Council; Western University","keywords":"Coating; Dielectric spectroscopy; X-ray photoelectron spectroscopy; Mesoporous material; Scanning electron microscope; Mesoporous silica; Anatase; Corrosion; Polydimethylsiloxane","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001869168,0.0003580753,0.0004560458,0.0001958988,0.001492808,0.0004867663,0.001261303,0.0001406084,0.0001048079],"category_scores_gemma":[0.00005748591,0.0003310801,0.00007165575,0.002202252,0.0005617813,0.0004391451,0.0004368058,0.0002844258,0.0002712627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001980111,"about_ca_system_score_gemma":0.0005628017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003552528,"about_ca_topic_score_gemma":0.00001301207,"domain_scores_codex":[0.9960849,0.00006677712,0.0006324,0.001164806,0.0008892619,0.001161833],"domain_scores_gemma":[0.9982865,0.000218682,0.0002466106,0.0007614431,0.000208684,0.0002781137],"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":[0.00001955323,0.00008499406,0.0006403306,0.0000468681,0.000002472995,0.000003669608,0.0005519923,0.002965936,0.9923618,0.00279492,0.000136154,0.000391322],"study_design_scores_gemma":[0.0003963549,0.00003514338,0.0005352179,0.00004986559,0.00002562196,0.0000100722,0.0002470727,0.02135522,0.9755756,0.0005330386,0.000846476,0.0003903599],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761325,0.0004882605,0.01095121,0.0004754417,0.0009244203,0.000521158,0.00001027414,0.0006952807,0.009801461],"genre_scores_gemma":[0.9772834,0.00003730514,0.02142128,0.001023714,0.00003966423,0.00001395713,0.000006017933,0.00002359835,0.0001510901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01838928,"threshold_uncertainty_score":0.9999141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00811133585700001,"score_gpt":0.2456281822717937,"score_spread":0.2375168464147937,"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."}}