{"id":"W4379536916","doi":"10.1111/ffe.14064","title":"Fretting fatigue tests and microstructure analysis of bridge stay cable wires","year":2023,"lang":"en","type":"article","venue":"Fatigue & Fracture of Engineering Materials & Structures","topic":"Mechanical stress and fatigue analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Fretting; Structural engineering; Microstructure; Bridge (graph theory); Galvanization; Materials science; Saddle; Engineering; Composite material","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":[0.0001786686,0.0002040871,0.0001954615,0.0005854702,0.0002023556,0.0001081092,0.0002509216,0.0002646945,0.001186551],"category_scores_gemma":[0.0002055536,0.000138606,0.0001542601,0.0002731982,0.0001871177,0.0001879739,0.0001473202,0.000206162,0.0001239766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002277736,"about_ca_system_score_gemma":0.00008941437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001589038,"about_ca_topic_score_gemma":0.004079817,"domain_scores_codex":[0.9998381,0.000008680609,0.00000951756,0.00003934343,0.00008071007,0.00002355726],"domain_scores_gemma":[0.9997615,0.00002923431,0.00006312407,0.00002224943,0.0001049912,0.0000188337],"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":[0.00001771474,0.00001427614,0.001208219,0.00002038871,0.000002783718,0.00006312084,0.00006120811,0.000280781,0.9960656,0.00003223731,0.00002643956,0.002207422],"study_design_scores_gemma":[0.000007793397,0.001087325,0.107753,0.000014272,0.00001981988,0.0003431079,0.0001952501,0.00520158,0.8843303,0.00004831462,0.0009837789,0.00001545124],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938507,0.0001818174,0.00510122,0.00000779834,0.000007645458,0.00002905637,0.0001539435,0.00004582448,0.0006219713],"genre_scores_gemma":[0.9950664,0.0001231971,0.003430439,0.000008331324,0.000004406189,0.00003292898,0.0001341541,0.00001227008,0.001187846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001589038,"threshold_uncertainty_score":0.003969431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01570925497209162,"score_gpt":0.2470082110867836,"score_spread":0.2312989561146919,"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."}}