{"id":"W1997010582","doi":"10.1016/j.ijfatigue.2007.05.002","title":"Effects of ultrasonic impact treatment on fatigue behavior of naturally exfoliated aluminum alloys","year":2007,"lang":"en","type":"article","venue":"International Journal of Fatigue","topic":"Surface Treatment and Residual Stress","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Materials science; Intergranular corrosion; Scanning electron microscope; Exfoliation joint; Cracking; Metallurgy; Composite material; Aluminium; Fatigue testing; Ultrasonic sensor; Fretting; Corrosion; Medicine","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":[0.000228452,0.0003021323,0.0004607642,0.000254175,0.0003342856,0.0002962163,0.0003268724,0.0004872592,0.002673624],"category_scores_gemma":[0.0007976381,0.0002559522,0.0002657451,0.0002801228,0.000393183,0.0003679863,0.0002237389,0.0004204834,0.0002124573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00032228,"about_ca_system_score_gemma":0.0002313633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001435763,"about_ca_topic_score_gemma":0.002301,"domain_scores_codex":[0.9997445,0.00003097143,0.00002172418,0.00003693918,0.00007052053,0.00009534642],"domain_scores_gemma":[0.9993998,0.0002738019,0.00008661934,0.0000427005,0.0001523661,0.00004467162],"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":[0.0007523559,0.00005067927,0.00061114,0.00008060008,0.00001303796,0.00009384997,0.0001190126,0.0003257692,0.9951028,0.0000315651,0.00003793227,0.002781281],"study_design_scores_gemma":[0.0000161324,0.0007622905,0.004111433,0.000004971332,0.00001906721,0.00005498238,0.0001038639,0.001270215,0.9933321,0.00001174926,0.0003048621,0.000008439576],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988683,0.0004937741,0.0003378486,0.00001565594,0.00001244429,0.000004640663,0.00003345987,0.00001488174,0.0002190257],"genre_scores_gemma":[0.9990151,0.0001699983,0.0002834096,0.00001272457,0.000006042571,0.000003597467,0.0000548001,0.00001019396,0.0004440663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002673624,"threshold_uncertainty_score":0.008944154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01880501455126133,"score_gpt":0.3102801507129463,"score_spread":0.291475136161685,"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."}}