{"id":"W4416798852","doi":"10.1109/icriset64803.2025.11251946","title":"AI-Driven Real-Time Monitoring and Prediction Framework for Surface Degradation and Corrosion Resistance Assessment","year":2025,"lang":"","type":"article","venue":"","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Corrosion; Convolutional neural network; Artificial neural network; Corrosion monitoring; Transformer; Degradation (telecommunications)","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":[0.0004071566,0.001023094,0.0006405224,0.0008224675,0.0002369229,0.0007631265,0.001678561,0.0007014768,0.001802948],"category_scores_gemma":[0.000988821,0.0003454285,0.0007700888,0.0005385723,0.0003085257,0.000859486,0.0006871721,0.001005418,0.0006430341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008313011,"about_ca_system_score_gemma":0.001129756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01717148,"about_ca_topic_score_gemma":0.0218505,"domain_scores_codex":[0.9997455,0.00002127783,0.00001300612,0.00009893426,0.00008267678,0.0000385057],"domain_scores_gemma":[0.9996744,0.00006981647,0.00004718201,0.00002831227,0.0001482365,0.00003206127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000239004,0.0002481064,0.004533402,0.0001823099,0.0001263365,0.0002951077,0.00008788909,0.6070867,0.02376744,0.004796875,0.008772847,0.3498641],"study_design_scores_gemma":[0.00000267266,0.00001496535,0.000240168,0.00000178951,0.000006668268,0.00001748712,0.000004018768,0.9972178,0.001147346,0.000897992,0.0004452016,0.000003874117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02155981,0.0007297968,0.969938,0.000270685,0.0001073275,0.00006300957,0.0004539745,0.004645733,0.00223161],"genre_scores_gemma":[0.7838163,0.0005608577,0.2067074,0.0002653918,0.0001295919,0.0001735932,0.001445537,0.0001885643,0.006712776],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01717148,"threshold_uncertainty_score":0.03414303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006495609340335244,"score_gpt":0.2688674705421127,"score_spread":0.2623718612017775,"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."}}