{"id":"W2180990858","doi":"10.1115/pvp2015-45627","title":"Validation of Friction Model Parameters Identified Using the Inverse Harmonic Balance Method","year":2015,"lang":"en","type":"article","venue":"","topic":"Brake Systems and Friction Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Harmonic balance; Beam (structure); Work (physics); Mechanics; Vibration; Finite element method; Harmonic; Control theory (sociology); Inverse; Displacement (psychology); Dynamical friction; Materials science; Structural engineering; Physics; Engineering; Computer science; Mathematics; Nonlinear system; Acoustics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003936926,0.000065379,0.0001127191,0.0000737981,0.00003075299,0.00002329918,0.00006451181,0.00004186153,0.00001320677],"category_scores_gemma":[0.0000168088,0.00004857468,0.00006379274,0.0002828884,0.000009399918,0.0001618243,0.00000943973,0.00005629895,0.000009320911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006509773,"about_ca_system_score_gemma":0.00001148861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002814385,"about_ca_topic_score_gemma":0.00002197322,"domain_scores_codex":[0.9994462,0.00004855863,0.0002031788,0.00008133998,0.0001410326,0.00007974964],"domain_scores_gemma":[0.9996544,0.0000180311,0.00005102941,0.0001718759,0.00006695952,0.00003771565],"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":[0.00000146168,0.000003623476,0.0001356891,0.000009124775,0.00004922004,7.782771e-8,0.0003619506,0.9780005,0.01961021,0.0001865267,0.001422768,0.0002188088],"study_design_scores_gemma":[0.0001101402,0.000002542549,0.00002571453,0.000004281476,0.00004907577,0.000001619768,0.0004740133,0.9703057,0.02866389,0.0002128735,0.00009594131,0.00005416526],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2233276,0.00002779939,0.7748367,0.00002002191,0.0002145983,0.00005784196,0.000001338238,0.0000717205,0.001442438],"genre_scores_gemma":[0.9668922,0.000007403824,0.0327744,0.00001770299,0.00001836644,0.00000460506,0.000002724948,0.000009988268,0.0002725994],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7435646,"threshold_uncertainty_score":0.1980818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08768676342709318,"score_gpt":0.2858930607462205,"score_spread":0.1982062973191273,"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."}}