{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003388694,0.0003811042,0.0002867425,0.0008837744,0.0002893776,0.0003664213,0.0003703893,0.0003747896,0.001819769],"category_scores_gemma":[0.001221263,0.0002042401,0.0003039901,0.0005526725,0.0003718644,0.0007553142,0.0003638408,0.0002702296,0.0003247051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002426702,"about_ca_system_score_gemma":0.0001897243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009974403,"about_ca_topic_score_gemma":0.0008104556,"domain_scores_codex":[0.9997091,0.0000221472,0.00001318402,0.00004580018,0.0001583296,0.00005138478],"domain_scores_gemma":[0.9993852,0.0001411973,0.0001163782,0.00006944385,0.0002300071,0.00005763107],"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":[0.000446935,0.0001483263,0.03523432,0.0004760304,0.00006170713,0.00137887,0.0008683576,0.1177374,0.7644358,0.002872249,0.0006209749,0.07571913],"study_design_scores_gemma":[0.00001693858,0.002778271,0.106672,0.00007969898,0.0001182435,0.001093075,0.0009358592,0.442874,0.4410423,0.0009447504,0.003370017,0.00007473829],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817857,0.0005249341,0.01360045,0.00005591437,0.0000138685,0.00001889158,0.000083528,0.0001001474,0.003816649],"genre_scores_gemma":[0.9980772,0.0003066697,0.0007632875,0.000005065966,0.000003720864,0.000003495471,0.00006249625,0.000008429683,0.0007697239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001819769,"threshold_uncertainty_score":0.00608772,"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."}}