{"id":"W4391317936","doi":"10.18280/mmep.110119","title":"A Novel Design for Enhancing Speed and Reducing Vibration in Railway Wheel-Track Profiles","year":2024,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Railway Engineering and Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Track (disk drive); Automotive engineering; Vibration; Computer science; Engineering; Mechanical engineering; Acoustics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001342383,0.0003472885,0.000322929,0.000369569,0.0003023891,0.0003547589,0.0008312771,0.0004401284,0.003367859],"category_scores_gemma":[0.0001873912,0.0001933186,0.0004034037,0.0002445154,0.0001417977,0.0003797307,0.0002724456,0.0001719197,0.0009384369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002375479,"about_ca_system_score_gemma":0.0002492432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001023894,"about_ca_topic_score_gemma":0.001267988,"domain_scores_codex":[0.9998561,0.00001213587,0.000008188569,0.00003974923,0.00006288596,0.00002083669],"domain_scores_gemma":[0.9998878,0.000008730457,0.00002834969,0.000009139674,0.00005547504,0.00001055052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003822649,0.0002639692,0.001947749,0.0004604744,0.0000645597,0.0003056096,0.0002009007,0.04280966,0.6893396,0.006785733,0.003363779,0.2540756],"study_design_scores_gemma":[0.0001873988,0.002780018,0.01018089,0.0001224317,0.0002908394,0.001073941,0.0002194377,0.7201934,0.2129328,0.00226687,0.0496304,0.000121595],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09756995,0.0004226653,0.8852774,0.0001315785,0.0001329168,0.00008598963,0.00007992468,0.001343969,0.01495561],"genre_scores_gemma":[0.8841175,0.0002722144,0.1032719,0.00008217133,0.0000417892,0.0001005859,0.00009837565,0.00008015768,0.01193521],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003367859,"threshold_uncertainty_score":0.01126665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02409575158111978,"score_gpt":0.2141563153987815,"score_spread":0.1900605638176617,"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."}}