{"id":"W4366960790","doi":"10.23977/jemm.2023.080105","title":"Research on transverse impact performance of pipe-in-pipe structure","year":2023,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics and Machinery","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Structural engineering; Tube (container); Span (engineering); Transverse plane; Displacement (psychology); Parametric statistics; Impact; Vibration; Materials science; Finite element method; Engineering; Composite material; Physics","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":[0.0006989595,0.0001347868,0.000311625,0.0008008915,0.00002675958,0.00001648902,0.0001491497,0.0001183444,0.00002872667],"category_scores_gemma":[0.00006913205,0.00009914029,0.0001638338,0.0007644739,0.000009939716,0.0001145557,0.00001796015,0.0008744029,0.000001116105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006798917,"about_ca_system_score_gemma":0.00001886512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002350472,"about_ca_topic_score_gemma":0.000009088865,"domain_scores_codex":[0.9989949,0.00002299999,0.0003555374,0.00008695563,0.000302623,0.0002369561],"domain_scores_gemma":[0.999515,0.0001455513,0.00004104638,0.0001243602,0.00008794565,0.00008607917],"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":[0.00004361174,0.000008220672,0.0001070049,0.000243873,0.00009840194,0.0000200922,0.0001729379,0.9042722,0.09304883,0.0004870284,0.00005885425,0.001438931],"study_design_scores_gemma":[0.0003592279,0.000322326,0.004970452,0.0002482167,0.00003004008,0.00004932258,0.0001261125,0.977278,0.01557326,0.0007799175,0.0001227414,0.0001404118],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983524,0.0003273638,0.0008070135,0.00004316368,0.0003548611,0.00004397615,0.00001557751,0.00002751328,0.00002813392],"genre_scores_gemma":[0.998433,0.001235232,0.0002166474,0.000002786035,0.00008076036,5.886795e-7,0.000002192922,0.00001900521,0.000009815082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07747556,"threshold_uncertainty_score":0.4042824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01726284928083461,"score_gpt":0.2816636043508337,"score_spread":0.264400755069999,"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."}}