{"id":"W4413442596","doi":"10.1109/eic63069.2025.11123295","title":"Improvement in Materials for Workers on Hydro Generator Sites","year":2025,"lang":"en","type":"article","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro One (Canada); Ontario Power Generation","funders":"","keywords":"Generator (circuit theory); Computer science; Electrical engineering; Engineering; Power (physics); Physics","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":[0.0001511629,0.00009784087,0.0001116776,0.0001100118,0.00001505934,0.00002505977,0.00008221962,0.00004412965,0.00003498722],"category_scores_gemma":[0.00005704201,0.00009250662,0.00001726629,0.0001037316,0.000008651426,0.00003257932,0.00002034355,0.0000370379,0.000004342929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001571396,"about_ca_system_score_gemma":0.00001134882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003621832,"about_ca_topic_score_gemma":0.0000286799,"domain_scores_codex":[0.9995249,0.000005810731,0.0001504506,0.0001201405,0.00004801119,0.000150706],"domain_scores_gemma":[0.9997533,0.00006443354,0.00001013789,0.0001383168,0.00001912617,0.00001469802],"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":[0.0000100377,0.00001071739,0.001845134,0.00006545657,0.0000128113,6.486401e-7,0.000009994264,0.00007326822,0.9765249,0.01466316,0.005619059,0.001164736],"study_design_scores_gemma":[0.0001904193,0.00004913156,0.0009563821,0.00006211369,0.000003311006,1.015796e-7,0.000008774482,0.0005724517,0.9585926,0.03928755,0.0001709642,0.0001062167],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97767,0.00001445816,0.007926821,0.00005399672,0.0001860917,0.0004212555,0.000008510148,0.0007341778,0.01298468],"genre_scores_gemma":[0.8068648,0.000001930348,0.1926957,0.0001040741,0.000028042,0.0002011509,0.000004268733,0.00001710924,0.00008289693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1847689,"threshold_uncertainty_score":0.377231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290862887739103,"score_gpt":0.255933025672098,"score_spread":0.243024396794707,"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."}}