{"id":"W4292451460","doi":"","title":"Validation of multi-body models for simulation in authorisation of rail vehicles","year":2013,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Mechanical and Thermal Properties Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bombardier (Canada)","funders":"","keywords":"Authorization; Computer science; Simulation; Computer security","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":[0.001891702,0.0001706704,0.0003563148,0.0001818742,0.000040872,0.00004193904,0.000357756,0.0002268374,0.00004858822],"category_scores_gemma":[0.0004395417,0.0001732374,0.000167979,0.0001984836,0.0000442037,0.0001441774,0.0001880727,0.0001935699,0.000003169449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006187868,"about_ca_system_score_gemma":0.00003225647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008601489,"about_ca_topic_score_gemma":0.000113693,"domain_scores_codex":[0.9979445,0.0007785276,0.000665032,0.0002635758,0.0002016026,0.0001467323],"domain_scores_gemma":[0.9972948,0.0006023135,0.0003122519,0.0006535278,0.001088187,0.00004890827],"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":[0.000009995574,0.0001736085,0.0001386668,0.000530583,0.00006925562,5.420658e-8,0.002439874,0.9380695,0.0261101,0.01028762,0.00001307471,0.02215764],"study_design_scores_gemma":[0.0002706985,2.949767e-7,0.0002769988,0.0004821142,0.00003406896,5.099153e-8,0.00003370567,0.8451731,0.1463774,0.007172041,0.00005116406,0.0001284304],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3922677,0.0002889357,0.605848,0.0002167572,0.00005686891,0.000413632,0.00003778399,0.00006167545,0.0008085953],"genre_scores_gemma":[0.9760462,0.0002013855,0.02299516,0.00000321781,0.00000792882,0.00007986646,0.0002782126,0.00003008358,0.0003579558],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5837785,"threshold_uncertainty_score":0.7064415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03346822802153485,"score_gpt":0.2390587732460652,"score_spread":0.2055905452245304,"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."}}