{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001265151,0.0002026584,0.0003287997,0.0002835457,0.00001361291,0.00001363393,0.0002689547,0.00009323934,0.00006071794],"category_scores_gemma":[0.00005025444,0.0001404696,0.0002941019,0.000105921,0.00003906029,0.0001218676,0.0000095695,0.000139757,0.000002442453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003331327,"about_ca_system_score_gemma":0.00004199469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009735636,"about_ca_topic_score_gemma":0.00002158112,"domain_scores_codex":[0.9986089,0.00002531367,0.0005647784,0.00008348665,0.0005387736,0.0001787557],"domain_scores_gemma":[0.9988647,0.0003602551,0.0003098765,0.0000906061,0.000278156,0.00009637836],"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":[0.001379302,0.002860669,0.1678102,0.0001305107,0.006667999,0.001149934,0.002127309,0.08595533,0.6551241,0.0002041208,0.0008433477,0.07574714],"study_design_scores_gemma":[0.002313268,0.0009795827,0.2374686,0.000340841,0.0001389832,0.00005006911,0.00006452775,0.0001232828,0.7583163,0.00001727609,0.00005727442,0.0001299568],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970855,0.0008469748,0.000281952,0.00002273235,0.001115077,0.0001593832,0.00003460747,0.00001963366,0.0004341234],"genre_scores_gemma":[0.9990477,0.0003094174,0.0004090344,0.000004471252,0.0001403578,0.000002887009,0.00001633836,0.00002155703,0.00004825399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1031922,"threshold_uncertainty_score":0.5728183,"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."}}