{"id":"W3001712290","doi":"10.4271/2020-01-0183","title":"Design and Development of an Ultrasonic Fatigue Testing System for Very High Cycle Fatigue","year":2020,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Fatigue testing; Ultrasonic sensor; Low-cycle fatigue; Reliability engineering; Computer science; Materials science; Structural engineering; Engineering; 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":[0.002056418,0.0009186762,0.001151375,0.00152853,0.0004172402,0.0005236659,0.00257253,0.001183011,0.006460431],"category_scores_gemma":[0.001680401,0.0007784483,0.0004009643,0.0006481811,0.0004595671,0.001060647,0.0007625893,0.000798051,0.004046369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005558774,"about_ca_system_score_gemma":0.001274279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009443559,"about_ca_topic_score_gemma":0.0008761754,"domain_scores_codex":[0.9982917,0.0001669892,0.0001613754,0.0004225837,0.0008155798,0.0001418657],"domain_scores_gemma":[0.9980914,0.0003556695,0.0002228714,0.0002090722,0.0009738019,0.0001472125],"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":[0.000320539,0.0002663875,0.003687925,0.0004492737,0.00003749517,0.0002282226,0.0002602283,0.003969795,0.8481137,0.001881734,0.003442073,0.1373427],"study_design_scores_gemma":[0.0004273488,0.007205709,0.0223738,0.0001458439,0.0002087743,0.002183762,0.0001543745,0.157248,0.7257601,0.0008972282,0.08305474,0.0003403816],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0396042,0.0003115342,0.9443228,0.0001761749,0.0001451445,0.00266245,0.0006611288,0.008916518,0.003200104],"genre_scores_gemma":[0.1824183,0.0002314241,0.8043876,0.0002764556,0.00009562519,0.004424537,0.001223088,0.0004771384,0.006465694],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006460431,"threshold_uncertainty_score":0.02161229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03591459610972762,"score_gpt":0.2380480391309916,"score_spread":0.202133443021264,"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."}}