{"id":"W1986824698","doi":"10.4028/www.scientific.net/msf.638-642.1203","title":"Limitation of Distortion in Friction Stir Welded (FSW) Panels Using Needle Peening","year":2010,"lang":"en","type":"article","venue":"Materials science forum","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada","keywords":"Shot peening; Materials science; Peening; Welding; Laser peening; Residual stress; Metallurgy; Surface roughness; Composite material; Friction stir welding; Surface finish","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002188745,0.000305507,0.0002305399,0.0001808951,0.0001176494,0.0002641905,0.000270426,0.0003483905,0.000688261],"category_scores_gemma":[0.0004845319,0.0001965616,0.0002796862,0.0001650135,0.000242453,0.0003001913,0.0002688589,0.0003100747,0.0001738502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001195972,"about_ca_system_score_gemma":0.000107885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005020681,"about_ca_topic_score_gemma":0.001269589,"domain_scores_codex":[0.9997459,0.00002609117,0.00001340652,0.00004689675,0.0001359706,0.00003180967],"domain_scores_gemma":[0.9997382,0.00006931828,0.00007673273,0.00003982497,0.00005648228,0.0000194114],"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":[0.00002874267,0.00000647971,0.0003089984,0.00002968341,0.000002603254,0.00003309227,0.00002397554,0.0003347042,0.9966496,0.00002019932,0.000007630489,0.002554279],"study_design_scores_gemma":[0.000003715925,0.0002748484,0.007574205,0.000003459523,0.0000101286,0.0001342277,0.00003963813,0.002724799,0.9887676,0.00002005235,0.0004404091,0.000006945098],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900891,0.000290423,0.00901047,0.000008992155,0.000006986527,0.00001661784,0.00001654163,0.00005372399,0.0005071677],"genre_scores_gemma":[0.9958704,0.0001084429,0.003526956,0.000007645333,0.000001883771,0.00000540773,0.00002489217,0.00001043798,0.0004439008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000688261,"threshold_uncertainty_score":0.002302468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01598745811799601,"score_gpt":0.2602166699401938,"score_spread":0.2442292118221978,"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."}}