{"id":"W2067895158","doi":"10.1115/imece2003-42469","title":"A Study on the Characteristics of a Nonlinear Oscillatory System With Dry Friction","year":2003,"lang":"en","type":"article","venue":"","topic":"Brake Systems and Friction Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Nonlinear system; Oscillation (cell signaling); Work (physics); Control theory (sociology); Dry friction; Mathematics; Mechanics; Physics; Computer science; Materials science; Thermodynamics; Chemistry; Artificial intelligence","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":[0.0001900099,0.00008580268,0.0001577753,0.00006417613,0.0000491238,0.00001328688,0.00004211556,0.00002853401,0.00003299653],"category_scores_gemma":[0.000007210619,0.00004812736,0.00003759653,0.0002497748,0.000008499554,0.00002354986,0.000002640164,0.00007188033,0.00002939969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000402163,"about_ca_system_score_gemma":0.000007074409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002881767,"about_ca_topic_score_gemma":0.00002026528,"domain_scores_codex":[0.9994437,0.00004702417,0.0001947039,0.00008241414,0.0001546175,0.00007759331],"domain_scores_gemma":[0.9996418,0.00002614956,0.0000416891,0.0002192779,0.00004519953,0.00002585346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001343856,0.002236198,0.7270429,0.001344881,0.006443162,0.0001033251,0.01754219,0.04148134,0.006914109,0.188524,0.003969992,0.004263498],"study_design_scores_gemma":[0.003319952,0.001877644,0.4353625,0.0004933255,0.0008610763,0.00007175788,0.1647485,0.3478591,0.004931017,0.000006631711,0.03889867,0.001569808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9474906,0.00001476234,0.01125818,0.000007276262,0.0002233612,0.0002472191,0.000004492758,0.0001779322,0.04057622],"genre_scores_gemma":[0.9996111,0.000001594737,0.00007769529,0.000008453553,0.00003520042,0.00001592136,5.48293e-7,0.00001436079,0.0002351015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3063777,"threshold_uncertainty_score":0.1962577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01202521477574291,"score_gpt":0.1891885229087253,"score_spread":0.1771633081329824,"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."}}