{"id":"W3126099849","doi":"10.32339/0135-5910-2021-1-28-33","title":"Study of rail steel alloying by chrome and vanadium effect on dissociation of overcooled austenite","year":2021,"lang":"en","type":"article","venue":"Ferrous Metallurgy Bulletin of Scientific Technical and Economic Information","topic":"Railway Systems and Materials Science","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVRAZ (Canada)","funders":"","keywords":"Metallurgy; Materials science; Austenite; Cementite; Vanadium; Carbide; Ferrite (magnet); Martensite; Alloy; Dissociation (chemistry); Composite material; Microstructure; Chemistry","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":[0.000908118,0.0001011186,0.0003263013,0.0001089414,0.00006367748,0.00006583777,0.00008868283,0.00006580245,0.00005689374],"category_scores_gemma":[0.00005515162,0.0000917278,0.00003555873,0.00007968766,0.00008811952,0.0001917134,0.00005322298,0.00005069352,0.00001092962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004247175,"about_ca_system_score_gemma":0.00001405527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008085724,"about_ca_topic_score_gemma":0.00003187437,"domain_scores_codex":[0.9989717,0.00003405923,0.000597125,0.0001353687,0.0001374314,0.0001243017],"domain_scores_gemma":[0.9994524,0.00006938895,0.0002238212,0.0001636709,0.0000458191,0.00004494174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002042117,0.0004086245,0.001676446,0.00257322,0.0002959242,0.000003295814,0.004794323,0.03100537,0.9359813,0.002124349,0.006934335,0.01399857],"study_design_scores_gemma":[0.01578694,0.006925813,0.1677377,0.001515406,0.0006481413,0.000168904,0.009651957,0.07919417,0.6009036,0.0003658374,0.1143656,0.002735896],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980432,0.00004805888,0.00007364499,0.00002569707,0.0003665304,0.0002475422,0.00003457241,0.00003583881,0.001124905],"genre_scores_gemma":[0.9997042,0.00001366311,0.00008267957,0.000004919971,0.00000742349,0.00001247646,0.00002306826,0.000004843325,0.0001466985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3350778,"threshold_uncertainty_score":0.3740551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004976514126170175,"score_gpt":0.1852657544343312,"score_spread":0.180289240308161,"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."}}