{"id":"W2277226485","doi":"","title":"Approaches to Solve the Problem of Passive Safety of Passenger Wagon","year":2014,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Road and Rail Infrastructure CETRA","topic":"Urban Transport Systems Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada","funders":"","keywords":"Train; Transport engineering; Passenger transport; Legislation; Vehicle safety; Passenger train; Engineering; Automotive engineering","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":[0.0001837145,0.0001551801,0.0002729794,0.0001003831,0.00003666369,0.0000240032,0.0005068291,0.00007587136,0.00004863675],"category_scores_gemma":[0.00002802698,0.0000881449,0.0001027927,0.000158646,0.00009636438,0.000079351,0.00005086272,0.0001778215,5.288221e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002411645,"about_ca_system_score_gemma":0.00001503993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003455671,"about_ca_topic_score_gemma":0.00001372262,"domain_scores_codex":[0.9989675,0.000003902943,0.0003944919,0.0001564598,0.0003619038,0.0001157515],"domain_scores_gemma":[0.9993414,0.0000307441,0.0002197725,0.00009981806,0.0002686108,0.00003966179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002957567,0.00007799452,0.03483381,0.001154237,0.001491824,2.178978e-7,0.009040459,0.01257601,0.3648423,0.5323277,0.002618066,0.04074164],"study_design_scores_gemma":[0.001620786,0.0005524842,0.5641646,0.001855319,0.0004079403,0.00002072847,0.004588285,0.08344661,0.3096989,0.02519447,0.007536483,0.0009134088],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706442,0.00002665225,0.0008606273,0.001594125,0.0001852877,0.0003044452,0.00004900568,0.00002567922,0.02630998],"genre_scores_gemma":[0.9988167,0.00001698296,0.0009771925,0.00002919413,0.00006954963,0.00001169819,0.000002490172,0.00001298718,0.00006315931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5293308,"threshold_uncertainty_score":0.3594445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244299040462234,"score_gpt":0.1917224162988033,"score_spread":0.169279425894181,"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."}}