{"id":"W4365151271","doi":"10.1016/j.rineng.2023.101088","title":"Wing twist angle predictions using finite element model unit load cases","year":2023,"lang":"en","type":"article","venue":"Results in Engineering","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bombardier (Canada); Centre de Géomatique du Québec","funders":"Natural Sciences and Engineering Research Council of Canada; Bombardier","keywords":"Wing; Finite element method; Twist; Structural engineering; Mathematics; Engineering; Geometry","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":[0.0004655451,0.0004393418,0.0003354075,0.0005060812,0.0002723122,0.0004330559,0.0008787468,0.0008051912,0.002259875],"category_scores_gemma":[0.001365094,0.0003026437,0.0004854213,0.0003058331,0.0004195811,0.0004827782,0.0002778404,0.0005067217,0.0007245782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004446743,"about_ca_system_score_gemma":0.00047111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006842909,"about_ca_topic_score_gemma":0.005950242,"domain_scores_codex":[0.9997272,0.00005321534,0.0000128212,0.00003600665,0.0001385233,0.00003225846],"domain_scores_gemma":[0.9991676,0.0004585098,0.00007376404,0.00009954239,0.00017984,0.0000208778],"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":[0.00002595334,0.0000280204,0.0007885885,0.0000198946,0.0000029683,0.00003303094,0.00002928992,0.9878218,0.00530331,0.0006282758,0.000112032,0.005206855],"study_design_scores_gemma":[0.000002426938,0.000010878,0.0001878011,0.000002627882,0.000001183135,0.000004909417,0.000006583387,0.9975982,0.001954722,0.0001170029,0.0001107868,0.000002894825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4339352,0.0001421588,0.5470049,0.0001331438,0.00003249773,0.0001236839,0.0005012466,0.001089375,0.01703773],"genre_scores_gemma":[0.9595157,0.00008287095,0.03763276,0.00002203977,0.000004819396,0.0001033751,0.0002317878,0.00009860728,0.002308182],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006842909,"threshold_uncertainty_score":0.01360619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05506721907032388,"score_gpt":0.3091828290940757,"score_spread":0.2541156100237519,"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."}}