{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001865544,0.0001317882,0.0001401128,0.00006877352,0.0001085873,0.00007556366,0.0001134024,0.00007009386,0.0001039407],"category_scores_gemma":[0.00001257823,0.0001276544,0.00001875201,0.0001264246,0.00004046276,0.0003321099,0.0000394142,0.00003042061,0.000137107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000102873,"about_ca_system_score_gemma":0.0000115673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006044354,"about_ca_topic_score_gemma":0.000002218565,"domain_scores_codex":[0.9993361,0.000008883826,0.0001781715,0.0001274335,0.00009167598,0.0002577448],"domain_scores_gemma":[0.999703,0.00003626614,0.00003592351,0.0001598449,0.00003979844,0.00002511048],"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":[0.000009172076,0.000001373382,0.0006170957,0.0002721187,0.00000259522,5.599416e-7,0.00008590374,0.0001888879,0.9937082,0.001975872,0.003076018,0.00006220304],"study_design_scores_gemma":[0.0001268448,0.00006038483,0.02295783,0.00009264324,0.00000620263,0.00000276581,0.00002033673,0.0008033299,0.9585885,0.01646383,0.0006758248,0.000201514],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926303,0.00001557467,0.0003110796,0.0000179157,0.000910209,0.0002473478,0.00005832088,0.002464414,0.00334482],"genre_scores_gemma":[0.9812689,0.00004268758,0.01805316,0.00001317148,0.0001390443,0.0002071241,0.00009237679,0.00004333045,0.0001402351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0351197,"threshold_uncertainty_score":0.5205596,"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."}}