{"id":"W2121424952","doi":"10.4028/www.scientific.net/msf.331-337.1401","title":"The Structural Integrity of Cast Aluminium Automotive Components Subjected to Fatigue Loads","year":2000,"lang":"en","type":"article","venue":"Materials science forum","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Materials science; Shot peening; Polishing; Aluminium; Residual stress; Metallurgy; Die casting; Bending; Shear (geology); Casting; Composite material; Surface integrity","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":[0.0004989328,0.0001225122,0.000170743,0.00009299286,0.0002120213,0.0001153027,0.0004943958,0.00004102013,0.0003418299],"category_scores_gemma":[0.0000887542,0.00008611306,0.00002472839,0.0004036629,0.0002715804,0.000270229,0.00006682406,0.00006544062,0.00003976027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007401078,"about_ca_system_score_gemma":0.00002427114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001461539,"about_ca_topic_score_gemma":0.0000183912,"domain_scores_codex":[0.9988238,0.00002920562,0.0003182928,0.0001585214,0.0003187837,0.000351444],"domain_scores_gemma":[0.9994581,0.00003596553,0.00004245628,0.0002781029,0.0001121507,0.00007316827],"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":[0.00001560162,0.000003806895,0.0002043071,0.00001103004,0.000003911063,4.529534e-7,0.0002908185,0.0005727982,0.9952484,0.0008804271,0.0001572821,0.002611169],"study_design_scores_gemma":[0.00006345615,0.00004637883,0.01632704,0.00002405414,0.000002398114,0.000003603107,0.00004984998,0.002517129,0.9797189,0.0007711945,0.0003704892,0.0001055407],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978126,0.000006254656,0.0002192916,0.00007924924,0.000661584,0.0002701716,0.00004975315,0.0002426095,0.0006585206],"genre_scores_gemma":[0.9984114,0.000002387056,0.001428677,0.00002347803,0.00001983745,0.0000116178,0.000005535484,0.00001145306,0.00008556733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01612273,"threshold_uncertainty_score":0.3742798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02071098152811538,"score_gpt":0.2801283925026889,"score_spread":0.2594174109745735,"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."}}