{"id":"W2800447332","doi":"10.1139/tcsme-2015-0066","title":"A CRASHWORTHINESS SIMULATION FOR A LIGHT AIRCRAFT CONSTRUCTED OF COMPOSITE MATERIALS","year":2015,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cockpit; Crashworthiness; Fuselage; Composite number; Crash; Materials science; Finite element method; Structural engineering; Aluminium; Aerospace engineering; Composite material; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001089312,0.0001262579,0.0002244408,0.00004448171,0.00007227415,0.00001374701,0.0001681739,0.0001288665,0.00001202432],"category_scores_gemma":[0.00001627287,0.0001170826,0.0003505562,0.0001666902,0.00002049277,0.00005337644,0.00000336297,0.00008203824,1.394813e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001322489,"about_ca_system_score_gemma":0.00008161011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000863525,"about_ca_topic_score_gemma":0.0015893,"domain_scores_codex":[0.9993286,0.000004909647,0.0002747952,0.00009318344,0.0001022303,0.0001963157],"domain_scores_gemma":[0.9994612,0.00006797413,0.00003515782,0.0001764516,0.0001182442,0.0001409376],"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":[0.00001433714,0.000003790555,0.000001323622,0.0002023703,0.0001374871,4.644927e-8,0.0001839686,0.7836542,0.2148107,0.0007413111,0.00005099183,0.0001994294],"study_design_scores_gemma":[0.0008675953,0.00003022298,0.00002304414,0.00004700394,0.0001285419,0.00000371986,0.00004775754,0.6267289,0.3704972,0.000419784,0.001056655,0.0001496356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1342025,0.00009845477,0.8633509,0.0001029401,0.0009266732,0.0007060192,0.000497828,0.00009517941,0.00001946742],"genre_scores_gemma":[0.9856625,0.000001586693,0.01417774,0.0000132379,0.00004046147,0.00004124835,0.00001859828,0.00003327654,0.00001136598],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.85146,"threshold_uncertainty_score":0.4774489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01018506914007714,"score_gpt":0.2031800203826688,"score_spread":0.1929949512425916,"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."}}