{"id":"W4409485768","doi":"10.5006/c2023-19280","title":"Innovative Mitigation Strategies to Address AC Corrosion at Higher Frequencies","year":2023,"lang":"en","type":"article","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Imperial Oil (Canada); Stantec (Canada); Cochrane","funders":"","keywords":"Corrosion; Computer science; Environmental science; Materials science; Metallurgy","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":[0.0001088381,0.0001389061,0.0001123901,0.0001769489,0.00006225572,0.00004982741,0.0001284492,0.00006756045,0.0001612669],"category_scores_gemma":[0.00005007315,0.0001323922,0.00001616677,0.001078446,0.00004016969,0.0002514753,0.00008493527,0.00009480571,0.0002683687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001868942,"about_ca_system_score_gemma":0.00001662269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004139853,"about_ca_topic_score_gemma":0.0000361676,"domain_scores_codex":[0.999285,0.00001377313,0.0001550468,0.0001589157,0.0001491241,0.0002381328],"domain_scores_gemma":[0.9995412,0.00008042514,0.00001997128,0.0001747469,0.000137366,0.00004627356],"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":[0.00000326096,0.000002739695,0.002719967,0.00003583112,0.000006651363,0.000006104248,0.0003852139,0.0003336289,0.8903178,0.08057342,0.02541894,0.0001964734],"study_design_scores_gemma":[0.0001653805,0.0001087522,0.156373,0.0001473466,0.000006563277,0.000005099042,0.0005060964,0.0005576806,0.6552982,0.1853457,0.0009491046,0.0005371664],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.887788,0.00001030306,0.006988878,0.0001232469,0.0002912402,0.0002474074,0.00001537081,0.006249828,0.0982857],"genre_scores_gemma":[0.9255208,0.000004042348,0.073758,0.00005441598,0.00004686982,0.00007563651,0.00003346645,0.00003749214,0.0004692824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2350196,"threshold_uncertainty_score":0.5398799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03072101034226869,"score_gpt":0.2789087402578572,"score_spread":0.2481877299155885,"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."}}