{"id":"W2276703864","doi":"","title":"Сравнительный анализ Европейского и североамериканского вариантов для третьего этапа реформирования российского железнодорожного транспорта","year":2015,"lang":"ru","type":"article","venue":"Transport Business of Russia","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Restructuring; Business; Economy; Economics; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.00196015,0.002467833,0.003618173,0.001920504,0.0006327869,0.0005697415,0.002903081,0.001296622,0.004325544],"category_scores_gemma":[0.0001581143,0.002536362,0.001274685,0.003864961,0.001439523,0.005684466,0.000292936,0.001195749,0.003474157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003211086,"about_ca_system_score_gemma":0.001139978,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01558813,"about_ca_topic_score_gemma":0.003456833,"domain_scores_codex":[0.9886977,0.00006485586,0.004091217,0.002282402,0.001820766,0.003043052],"domain_scores_gemma":[0.9926612,0.000136811,0.002409998,0.002565802,0.001663583,0.0005625989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005714084,0.00586025,0.7685516,0.01625877,0.003134933,0.001618858,0.005875457,0.007195859,0.001917614,0.08104392,0.0849842,0.01784438],"study_design_scores_gemma":[0.007231871,0.0001130718,0.5468453,0.001461623,0.002096896,0.00004896221,0.001145552,0.00071707,0.0004293257,0.004430382,0.432172,0.00330796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8668399,0.007644528,0.001410861,0.01270231,0.009201522,0.00252186,0.0009352538,0.001318124,0.09742559],"genre_scores_gemma":[0.9840365,0.001034707,0.0005116665,0.00180715,0.004970652,0.0001162017,0.001752721,0.0005518341,0.005218562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3471878,"threshold_uncertainty_score":0.9999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03196902986436981,"score_gpt":0.2147887674415993,"score_spread":0.1828197375772295,"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."}}