{"id":"W4412999692","doi":"10.1016/j.engfracmech.2025.111477","title":"Interlaminar progressive fatigue failure analyses of composite structures via two-way global-local coupling method","year":2025,"lang":"en","type":"article","venue":"Engineering Fracture Mechanics","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bell Helicopter Textron (Canada)","funders":"Türk Havacılık ve Uzay Sanayii","keywords":"Composite number; Coupling (piping); Structural engineering; Materials science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003861385,0.0006257987,0.0004881099,0.0009823613,0.0003915932,0.0003033139,0.0009334045,0.0006114892,0.001467847],"category_scores_gemma":[0.0005332723,0.0002907138,0.0005573852,0.0004425512,0.0003876213,0.0007584705,0.0005433736,0.0003945593,0.000255074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002825627,"about_ca_system_score_gemma":0.0004328689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003015854,"about_ca_topic_score_gemma":0.0048158,"domain_scores_codex":[0.9998184,0.0000422963,0.000007580345,0.00003042929,0.00007493349,0.00002628613],"domain_scores_gemma":[0.9996873,0.0001041905,0.00004254082,0.00004505685,0.0001047693,0.00001619444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002113541,0.0002448576,0.00392769,0.0002520448,0.00009791725,0.000273165,0.0004118981,0.6745273,0.2149686,0.01032862,0.0004809459,0.09427562],"study_design_scores_gemma":[0.000002249009,0.00004013063,0.0008184685,0.000002118281,0.000008086829,0.00001928823,0.00001868989,0.9953355,0.003319957,0.0003399294,0.0000892732,0.00000625538],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1983745,0.00008634902,0.7990909,0.00001721683,0.000006105496,0.00002992358,0.0000381035,0.0003625251,0.001994464],"genre_scores_gemma":[0.9372905,0.00005668755,0.0602719,0.0000116018,0.000004427098,0.00006071863,0.00005515739,0.00008326763,0.002165677],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003015854,"threshold_uncertainty_score":0.005996585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271687489460812,"score_gpt":0.3126080006151767,"score_spread":0.2998911257205686,"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."}}