{"id":"W4408626522","doi":"10.5006/mp2023_62_9-26","title":"Mitigation Strategies for AC Corrosion at Higher Frequencies","year":2023,"lang":"en","type":"article","venue":"Materials performance","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Imperial Oil (Canada); Stantec (Canada)","funders":"","keywords":"Corrosion; Materials science; Metallurgy; Environmental science; Engineering; Forensic engineering","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":[0.0006958356,0.00108618,0.0005494287,0.001302152,0.0006019446,0.000921838,0.001307018,0.0008706229,0.003120662],"category_scores_gemma":[0.001147612,0.0002720317,0.000466423,0.0003992325,0.0005746046,0.001176071,0.001257975,0.0009393718,0.00145277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006199338,"about_ca_system_score_gemma":0.0007856412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001845189,"about_ca_topic_score_gemma":0.002948548,"domain_scores_codex":[0.9993854,0.00009009452,0.00002446312,0.0000851016,0.0002975214,0.0001175218],"domain_scores_gemma":[0.9989495,0.0001452576,0.0001742659,0.00009018018,0.0005911316,0.00004971297],"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":[0.0003634382,0.0002361711,0.005030302,0.001723572,0.00009855636,0.0007465818,0.0008048533,0.02148389,0.6388915,0.00886538,0.004788958,0.3169668],"study_design_scores_gemma":[0.0001039787,0.002341277,0.01051629,0.0005837777,0.0003723311,0.002023775,0.00199773,0.09221128,0.7693061,0.0108089,0.1096062,0.0001284765],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2686194,0.01237327,0.6617962,0.003144099,0.0005637855,0.0004427309,0.0001251991,0.002569638,0.05036563],"genre_scores_gemma":[0.9383981,0.003328566,0.0489029,0.0003705856,0.0001332934,0.00009570668,0.00008140473,0.0000970422,0.00859232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003120662,"threshold_uncertainty_score":0.01043963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02418129688151762,"score_gpt":0.2465372828914493,"score_spread":0.2223559860099317,"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."}}