{"id":"W4404060258","doi":"10.1080/13588265.2024.2423450","title":"Study on crashworthiness of square frustum lattice structure under in-plane compression load","year":2024,"lang":"en","type":"article","venue":"International Journal of Crashworthiness","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"","keywords":"Crashworthiness; Frustum; Structural engineering; Square (algebra); Compression (physics); Engineering; Materials science; Forensic engineering; Composite material; Mathematics; Mechanical engineering; Finite element method; Geometry","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":[0.0001971307,0.0002363418,0.0003562462,0.0004658191,0.00002177013,0.0001058103,0.0005485356,0.00009777426,0.0001885773],"category_scores_gemma":[0.00002760528,0.0001849845,0.0001324951,0.0002792516,0.00003177781,0.0002511793,0.00005951797,0.0006125222,0.000004667336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001495405,"about_ca_system_score_gemma":0.00007650836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003037189,"about_ca_topic_score_gemma":0.0001380442,"domain_scores_codex":[0.9978971,0.00005142809,0.0007115386,0.0001666133,0.001019306,0.0001540252],"domain_scores_gemma":[0.9990857,0.0001582454,0.000134596,0.0001703156,0.0003842314,0.00006689063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000900568,0.0008208285,0.1401191,0.0005634034,0.002693016,0.005147144,0.00724653,0.7535099,0.06204824,0.002782124,0.001412114,0.02275707],"study_design_scores_gemma":[0.004452846,0.0006157858,0.9275694,0.003296668,0.0002741419,0.001338701,0.001933418,0.01236245,0.03322787,0.01093303,0.003011209,0.0009844485],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921699,0.001143021,0.0009522948,0.00014862,0.004717964,0.0001256403,0.00003982295,0.00005223457,0.0006504603],"genre_scores_gemma":[0.999265,0.00003500921,0.00008706596,0.00003917552,0.0004838308,0.000001543939,0.00001450554,0.00003713421,0.00003677165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7874504,"threshold_uncertainty_score":0.7543449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008739968104785157,"score_gpt":0.2715421038567772,"score_spread":0.2628021357519921,"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."}}