{"id":"W4389128052","doi":"10.29327/conemi23.687478","title":"Utilização de Simulação Numérica no Projeto de Crash Box Automotivo Visando Melhor Absorção de Energia","year":2023,"lang":"pt","type":"article","venue":"Anais do Congresso Internacional de Engenharia Mecânica e Industrial","topic":"Mechanical Engineering and Vibrations Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Computer science; Physics","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":["metaresearch","metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.003801322,0.001056203,0.001171393,0.000791333,0.0006149398,0.001096198,0.002458086,0.00202879,0.005510626],"category_scores_gemma":[0.008821525,0.001167265,0.000747835,0.0009493065,0.000200256,0.0004803736,0.0008466712,0.003607777,0.002193498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001699809,"about_ca_system_score_gemma":0.001954309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000496887,"about_ca_topic_score_gemma":0.00005303695,"domain_scores_codex":[0.9920523,0.0008756135,0.001417896,0.001250601,0.001318946,0.0030846],"domain_scores_gemma":[0.9943079,0.001827765,0.0003139472,0.00146005,0.000447537,0.001642838],"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":[0.00438405,0.001906933,0.004987817,0.001352041,0.009478385,0.005987057,0.006688298,0.4392247,0.1126438,0.03330753,0.2970454,0.08299395],"study_design_scores_gemma":[0.004386378,0.0004363248,0.0004906984,0.0009585324,0.0002373261,0.0001069286,0.0002285661,0.9309596,0.01583934,0.0005029276,0.04468475,0.001168576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.79004,0.0022844,0.1608225,0.005614702,0.01949506,0.004034244,0.002867375,0.005307111,0.009534657],"genre_scores_gemma":[0.9871804,0.001015122,0.00083543,0.0001252844,0.003087218,0.0003856396,0.0001825424,0.0003298314,0.006858507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.491735,"threshold_uncertainty_score":0.9999408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0576374153875775,"score_gpt":0.3200358410754102,"score_spread":0.2623984256878327,"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."}}