{"id":"W4411280383","doi":"10.1063/5.0270449","title":"Fatigue life assessment framework of parallel steel wire cables subjected to high-order vortex-induced vibrations","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Natural Science Foundation of China","keywords":"Physics; Vortex; Vibration; Vortex-induced vibration; Mechanics; Acoustics","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":[0.0008746839,0.0009381031,0.0004835238,0.00222675,0.0003211615,0.000477258,0.0009389342,0.0007798501,0.0005866267],"category_scores_gemma":[0.001364523,0.0001980844,0.000588489,0.0004556819,0.0006705802,0.001194407,0.0007212349,0.0003580915,0.0001329657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006984759,"about_ca_system_score_gemma":0.0006270882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003986817,"about_ca_topic_score_gemma":0.002287002,"domain_scores_codex":[0.999544,0.00007745118,0.00003038956,0.0001087088,0.0001835645,0.00005579334],"domain_scores_gemma":[0.9995089,0.00009171446,0.0001421776,0.00002832851,0.0002013675,0.00002761905],"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":[0.00009926111,0.0001338074,0.01430902,0.0002286111,0.00007287059,0.0004010303,0.0002727093,0.8415462,0.05562379,0.008989397,0.0005717669,0.07775152],"study_design_scores_gemma":[0.000003745881,0.0001889458,0.005691731,0.00001930059,0.0000206615,0.0001291644,0.00009410299,0.9866869,0.004502521,0.001921662,0.0007130005,0.00002817485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2553785,0.0009712273,0.7386451,0.0001242765,0.0000292034,0.00015979,0.0001839616,0.0002664606,0.004241543],"genre_scores_gemma":[0.9705597,0.0004330412,0.0278595,0.00001782098,0.00002215008,0.0001058216,0.0001298683,0.00001743822,0.0008546428],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003986817,"threshold_uncertainty_score":0.007927179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385525099758026,"score_gpt":0.2753878015880777,"score_spread":0.2615325505904974,"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."}}