{"id":"W7132382152","doi":"","title":"The impact of relative wheel-rail hardness on RCF, plastic flow, and rail grinding","year":2022,"lang":"en","type":"article","venue":"NPARC","topic":"Railway Engineering and Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grinding; Indentation hardness; Hardness; Plasticity; Wear resistance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000159868,0.0001281969,0.0001386658,0.00007005415,0.0001693427,0.00002172209,0.0001196121,0.00003075782,0.00006527932],"category_scores_gemma":[0.00008012005,0.00009947358,0.00006355458,0.0001548041,0.0000309967,0.00005483545,0.00005026901,0.0003023675,0.00000505993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001327678,"about_ca_system_score_gemma":0.00001662577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000528735,"about_ca_topic_score_gemma":0.000002181444,"domain_scores_codex":[0.9993582,0.00002289987,0.0001404769,0.0001091975,0.0001615312,0.0002076634],"domain_scores_gemma":[0.9994358,0.0003052542,0.00002437189,0.0001673453,0.00001305177,0.00005415859],"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":[0.00002571817,0.00001076363,0.0005473981,0.00002112735,0.00008305815,0.000004858063,0.0006710281,0.9892077,0.003775847,0.001729693,0.001236495,0.002686255],"study_design_scores_gemma":[0.0003703126,0.0001732774,0.0143438,0.00002650182,0.00001443589,0.0000126678,0.0001507236,0.9825914,0.000148077,0.0009991253,0.001001477,0.0001681885],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843845,0.0001361771,0.003876747,0.00003128543,0.0007390637,0.0001044891,0.00008489774,0.0001602138,0.0104826],"genre_scores_gemma":[0.9992682,0.00003417802,0.0002738798,0.000002218421,0.00003738204,0.0000220154,0.000007293891,0.00003234456,0.0003225216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01488364,"threshold_uncertainty_score":0.4056415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00665742642078546,"score_gpt":0.2059203819947353,"score_spread":0.1992629555739499,"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."}}