{"id":"W4409399968","doi":"10.1111/ffe.14649","title":"Fatigue Strength of Wire Arc Additive Manufactured Nano‐Particle Enhanced AA7075 Material","year":2025,"lang":"en","type":"article","venue":"Fatigue & Fracture of Engineering Materials & Structures","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Nano-; Arc (geometry); Composite material; Particle (ecology); Metallurgy; Engineering; Mechanical engineering","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":[0.000143052,0.0002215034,0.0001860192,0.0004669099,0.0001085759,0.0001664809,0.0002379137,0.0002849982,0.001439488],"category_scores_gemma":[0.0002168558,0.0001049171,0.0002178876,0.0002211853,0.000129708,0.0001736786,0.0001108564,0.0001399033,0.0002344235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002378143,"about_ca_system_score_gemma":0.0001416062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001508276,"about_ca_topic_score_gemma":0.003460878,"domain_scores_codex":[0.9998216,0.000007721508,0.000007944908,0.00002827364,0.0001059154,0.00002848719],"domain_scores_gemma":[0.9998405,0.00002394386,0.00003992465,0.0000105325,0.00006175424,0.00002329397],"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":[0.00004490697,0.000007533888,0.0002421135,0.00003926277,0.000006895534,0.00003238278,0.0000134009,0.0002505021,0.9968306,0.00003775356,0.00003551388,0.002459051],"study_design_scores_gemma":[0.000004818725,0.000593254,0.0130872,0.00001184206,0.00004175546,0.0001290818,0.00004866466,0.001856023,0.9818963,0.00001645768,0.002301252,0.00001334412],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964663,0.0008382236,0.0009957323,0.000008792486,0.00002157415,0.000007013819,0.0001097057,0.00004302291,0.00150953],"genre_scores_gemma":[0.996845,0.000183518,0.0009970265,0.00001249033,0.000003299021,0.000007088247,0.00009725762,0.000009571101,0.001844702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001508276,"threshold_uncertainty_score":0.004815519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007394658522110132,"score_gpt":0.2279868837340967,"score_spread":0.2205922252119865,"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."}}