{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002090936,0.0005750682,0.000783935,0.0002699549,0.00006548088,0.00006601224,0.0006103662,0.0003424266,0.00007278951],"category_scores_gemma":[0.000066095,0.0005530825,0.0002589552,0.0007845577,0.0000229398,0.0001554921,0.0001499989,0.0006701701,0.000003963016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002402487,"about_ca_system_score_gemma":0.00002632534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002478025,"about_ca_topic_score_gemma":0.000007047306,"domain_scores_codex":[0.9979637,0.00003547303,0.0006756591,0.0004218977,0.000394353,0.0005089635],"domain_scores_gemma":[0.9987149,0.0002325055,0.0001275219,0.0006032117,0.0001605975,0.0001612671],"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":[0.00001374874,0.0000226179,0.00001786017,0.0002408837,0.0002498362,0.00002050131,0.00004282644,0.727203,0.2620096,0.006698424,0.0001030569,0.003377731],"study_design_scores_gemma":[0.00028439,0.00004168453,0.00008952415,0.0002229679,0.0001874592,0.00001678285,0.00002546181,0.579555,0.4172986,0.001646133,0.0003371537,0.0002949179],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02934347,0.002095113,0.9665745,0.00007198099,0.0007809026,0.0003521105,0.00003400751,0.0007016577,0.00004627834],"genre_scores_gemma":[0.8439217,0.000009427085,0.1558166,0.00004490286,0.00007000308,0.00003073486,0.00003925724,0.00006161896,0.000005856643],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8145782,"threshold_uncertainty_score":0.9996921,"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."}}