{"id":"W4409234083","doi":"10.1088/1755-1315/1483/1/012017","title":"Dynamic Stress Prediction during Load Rejections in Hydraulic Turbines","year":2025,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Hydraulic turbines; Stress (linguistics); Dynamic stress; Dynamic load testing; Environmental science; Control theory (sociology); Structural engineering; Computer science; Engineering; Dynamic loading; Turbine; Mechanical engineering; Artificial intelligence; Control (management)","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":[0.0003524329,0.0003386059,0.0003611486,0.0004680812,0.0003091973,0.0004915405,0.000499797,0.0006504832,0.0007405536],"category_scores_gemma":[0.001134492,0.0002546485,0.0002774876,0.0003162433,0.0003857143,0.0004943461,0.0002347082,0.000392851,0.0002424449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002744994,"about_ca_system_score_gemma":0.0002456958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002840305,"about_ca_topic_score_gemma":0.002409036,"domain_scores_codex":[0.9997969,0.00003734671,0.00001226662,0.00003974251,0.00007852211,0.00003514668],"domain_scores_gemma":[0.9994235,0.0002973154,0.0000866504,0.00005563307,0.0001052584,0.00003174512],"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":[0.0007415474,0.0004420159,0.04542913,0.0002023889,0.00003909538,0.0007726799,0.0007346071,0.758103,0.1487398,0.0006355137,0.0007120149,0.04344816],"study_design_scores_gemma":[0.00001448551,0.0003651707,0.02203164,0.000009685482,0.000008396087,0.00005489356,0.0001231695,0.9454721,0.03148757,0.0001561079,0.0002479047,0.00002893427],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848108,0.00004660237,0.01412901,0.00002464143,0.000009411438,0.00001328708,0.0001026575,0.0002274981,0.000636022],"genre_scores_gemma":[0.9992357,0.00001059768,0.0005834565,0.000002171221,0.000001031168,0.000005621603,0.00005138485,0.000007246947,0.0001026326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002840305,"threshold_uncertainty_score":0.00564748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004633978483824586,"score_gpt":0.1830408449126264,"score_spread":0.1784068664288018,"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."}}