{"id":"W4394912313","doi":"10.3390/ma17081872","title":"Thermal and Mechanical Stress Analysis in Aircraft Hybrid Panels with Multi-Bolt Joints","year":2024,"lang":"en","type":"article","venue":"Materials","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Nanjing University; Nanjing University of Aeronautics and Astronautics","keywords":"Structural engineering; Materials science; Bolted joint; Perpendicular; Stress (linguistics); Finite element method; Mechanical load; Composite number; Composite material; Thermal; Joint (building); Consistency (knowledge bases); Engineering; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001824686,0.0001680298,0.0003624709,0.0001691472,0.00001541643,0.000168866,0.00009893761,0.00005823148,0.0005499195],"category_scores_gemma":[0.000007869969,0.0001329319,0.00003917068,0.0001993012,0.00001649221,0.000101424,0.00005241668,0.00008701991,0.00004639758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002870585,"about_ca_system_score_gemma":0.000005374713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003675129,"about_ca_topic_score_gemma":0.00002462456,"domain_scores_codex":[0.9990797,0.00005000032,0.0002710901,0.0002391273,0.0001359002,0.0002242014],"domain_scores_gemma":[0.9996603,0.0000499242,0.00001351378,0.0001918227,0.00001033983,0.00007411755],"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":[0.00001671552,0.00002163856,0.0004488866,0.0001071424,0.0001307422,0.0002150973,0.0000573066,0.001277427,0.9969198,0.0001550079,0.000007025153,0.0006432622],"study_design_scores_gemma":[0.0002382315,0.00003381443,0.01203741,0.0001099168,0.0002224343,0.0000110275,0.000009443863,0.01179809,0.975248,0.00004230395,0.00003546795,0.000213805],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959526,0.0001562049,0.003114277,0.00003297734,0.0001970719,0.0001440021,0.00009958051,0.0002799441,0.00002332127],"genre_scores_gemma":[0.9982232,0.0000144275,0.001590771,0.000009535479,0.00004251907,0.00003149115,0.00002242749,0.00003711488,0.00002854731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02167169,"threshold_uncertainty_score":0.6021233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01515557563871684,"score_gpt":0.2384449172322789,"score_spread":0.2232893415935621,"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."}}