{"id":"W4412369129","doi":"10.18280/rcma.350304","title":"Fatigue Improvement of Cast Aluminum Composites via Experimental and ANSYS Analysis","year":2025,"lang":"fr","type":"article","venue":"Revue des composites et des matériaux avancés","topic":"Material Properties and Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mustansiriyah University","keywords":"Materials science; Composite material; Aluminium; Structural engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004433064,0.0004550724,0.0009419748,0.0002999822,0.0004589906,0.0003784531,0.0004627601,0.0001620846,0.0009092253],"category_scores_gemma":[0.000027608,0.0004195091,0.0002409447,0.0007270215,0.00115612,0.0003586252,0.0005280011,0.0001372924,0.00004695026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000162189,"about_ca_system_score_gemma":0.00005986111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002240422,"about_ca_topic_score_gemma":0.000220817,"domain_scores_codex":[0.9973126,0.0002145818,0.000973222,0.0007247706,0.0002173638,0.0005574292],"domain_scores_gemma":[0.9983019,0.0001960239,0.0003715946,0.0006876853,0.0002543213,0.0001884667],"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":[0.0001191388,0.0005628559,0.002683689,0.002093768,0.000502766,0.00000990469,0.001411919,0.003628886,0.9767479,0.00765478,0.0002297517,0.00435469],"study_design_scores_gemma":[0.0006865213,0.0004369834,0.003041528,0.000907718,0.001085514,0.00004045145,0.0004810848,0.07315736,0.9145632,0.001316814,0.003763686,0.0005190756],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.805877,0.01322078,0.175449,0.0008094921,0.0006585573,0.0008721867,0.0004176147,0.00007751051,0.002617848],"genre_scores_gemma":[0.9428636,0.0007397542,0.05282881,0.0001586477,0.00009846301,0.0001170265,0.00009982938,0.00003606159,0.003057847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1369865,"threshold_uncertainty_score":0.9998257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04882320506821703,"score_gpt":0.3072562806159486,"score_spread":0.2584330755477315,"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."}}