{"id":"W2105679712","doi":"10.1111/ffe.12257","title":"Fatigue life of cold‐expanded fastener holes with interference‐fit fasteners at short edge margins","year":2014,"lang":"en","type":"article","venue":"Fatigue & Fracture of Engineering Materials & Structures","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Fastener; Interference fit; Structural engineering; Finite element method; Enhanced Data Rates for GSM Evolution; Materials science; Fatigue testing; Aluminium; Residual stress; Composite material; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002076231,0.0007671915,0.001182301,0.000315323,0.00007158119,0.0000666191,0.0005558768,0.0004183829,0.0002256453],"category_scores_gemma":[0.0001303875,0.000609057,0.0001469677,0.0002587919,0.0001269147,0.0002206965,0.0001068778,0.0003185078,0.000003097656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007859257,"about_ca_system_score_gemma":0.00003521547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004240677,"about_ca_topic_score_gemma":0.000025669,"domain_scores_codex":[0.9975137,0.00005632524,0.0008939413,0.0004514331,0.0004813858,0.0006032116],"domain_scores_gemma":[0.9984976,0.0001429814,0.0002369863,0.0007064897,0.0001690304,0.0002469005],"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":[0.00009821056,0.00002024871,0.0002853145,0.0009555818,0.0002889063,0.000004590038,0.0005331705,0.329403,0.6654317,0.001963325,0.0005747842,0.0004410649],"study_design_scores_gemma":[0.0006829599,0.000251517,0.007695363,0.0004577562,0.0001416372,0.00001408875,0.00007851062,0.004688749,0.9824112,0.0001153402,0.00269103,0.00077183],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8810669,0.000377709,0.1157627,0.00003724264,0.001389404,0.0004408862,0.0001960754,0.0003321587,0.0003969003],"genre_scores_gemma":[0.9941573,0.00004412033,0.005035978,0.00005378316,0.000330152,0.00004014279,0.0001387991,0.0001769164,0.00002281885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3247143,"threshold_uncertainty_score":0.9996361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01682679573936486,"score_gpt":0.2186612868831887,"score_spread":0.2018344911438239,"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."}}