{"id":"W4366068253","doi":"10.2139/ssrn.4419786","title":"Stability of Vibrations of a Complex Mechanical Oscillator Moving Along a Three-Part Rail System","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Vibration; Stability (learning theory); Mechanical system; Physics; Engineering; Acoustics; Computer science; Mechanical 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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002239742,0.000409657,0.0009926717,0.0002267777,0.00008092434,0.00003445366,0.0006815172,0.0004746013,0.00003716156],"category_scores_gemma":[0.0002215667,0.0003971502,0.0005310872,0.0003881727,0.00005127139,0.00008482335,0.0004459421,0.003965293,0.00001236227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001014909,"about_ca_system_score_gemma":0.0008570413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000161938,"about_ca_topic_score_gemma":0.001108314,"domain_scores_codex":[0.9958439,0.00007084928,0.001432699,0.0003718222,0.0005673,0.001713399],"domain_scores_gemma":[0.998501,0.0001909374,0.0003218823,0.0006074279,0.0001987444,0.0001800102],"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":[0.00005619354,0.0001216439,0.0001212769,0.003340952,0.001416579,0.00001036718,0.00009722175,0.8214003,0.03807645,0.1301781,0.00007949312,0.005101402],"study_design_scores_gemma":[0.001092125,0.0004267203,0.0002993999,0.00183934,0.0003939347,0.00022193,0.0009503509,0.8327422,0.006952819,0.1534654,0.0004532015,0.001162608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1106937,0.001043894,0.8856961,0.0001533974,0.001010219,0.000484286,0.0001136315,0.0006863002,0.0001184341],"genre_scores_gemma":[0.9977867,0.0004648065,0.001337586,0.000002771809,0.000242215,0.00003378061,0.00002086984,0.0000956296,0.00001564311],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.887093,"threshold_uncertainty_score":0.999848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02397835045302982,"score_gpt":0.2170440359774206,"score_spread":0.1930656855243907,"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."}}