{"id":"W4402168850","doi":"10.26678/abcm.conem2024.con24-1637","title":"MODELING AND EVALUATION OF THE REGENERATIVE POTENTIAL OF A QUARTER-CAR WITH A BALL SCREW DAMPER","year":2024,"lang":"en","type":"article","venue":"","topic":"Mechanical Engineering and Vibrations Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Damper; Automotive engineering; Ball (mathematics); Quarter (Canadian coin); Computer science; Ball screw; Engineering; Structural engineering; Mechanical engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002443816,0.00004670962,0.00006348825,0.00004289874,0.0000137424,0.00001533413,0.00004209618,0.00002527553,0.00004525874],"category_scores_gemma":[0.00001331526,0.00002737888,0.0000195838,0.0001394198,0.0000121799,0.00005309702,0.00001194898,0.00007049589,7.456461e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001170672,"about_ca_system_score_gemma":0.00003042152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001725595,"about_ca_topic_score_gemma":0.00001560663,"domain_scores_codex":[0.9994968,0.00002479646,0.00009934042,0.00006982758,0.000248813,0.00006040241],"domain_scores_gemma":[0.9997818,0.00001385056,0.000003307172,0.0001014028,0.00008038614,0.00001924637],"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":[0.000002323694,0.000003444211,6.744968e-7,0.00006848401,0.00003411256,1.272688e-7,0.0001240189,0.9407038,0.05326256,0.00392337,0.00002727793,0.001849786],"study_design_scores_gemma":[0.0001021499,0.00002877755,0.00001055172,0.00006621282,0.00002619882,0.000001995652,0.00007160754,0.984332,0.01518922,0.0001317834,0.000005989253,0.00003354007],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4445133,0.0004908275,0.5540904,0.00005306435,0.00003967174,0.0001202578,0.000003692802,0.00003604012,0.0006528185],"genre_scores_gemma":[0.9979632,0.00001695017,0.001941324,0.000001494711,0.00001631994,0.00001207428,0.000001371452,0.00000832533,0.00003895244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5534499,"threshold_uncertainty_score":0.1116479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02289031376189813,"score_gpt":0.2657119356478146,"score_spread":0.2428216218859165,"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."}}