{"id":"W2938941624","doi":"10.1080/13873954.2019.1601111","title":"Nonlinear dynamic modeling of pneumatic nailing devices","year":2019,"lang":"en","type":"article","venue":"Mathematical and Computer Modelling of Dynamical Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nonlinear system; Piston (optics); Representation (politics); Mechanical engineering; Displacement (psychology); Process (computing); Engineering; Computer science; Simulation; Structural engineering; Control theory (sociology); Physics; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003314101,0.000239286,0.0008630553,0.00009640908,0.00002439459,0.00003443381,0.0002162467,0.0001408001,0.00001065852],"category_scores_gemma":[0.000004437737,0.0001953088,0.0001150688,0.0001215829,0.00004055956,0.00009023624,0.00005756695,0.0001477119,0.00003034873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002456936,"about_ca_system_score_gemma":0.00001048138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002614704,"about_ca_topic_score_gemma":8.375263e-7,"domain_scores_codex":[0.9980661,0.00004496189,0.001073452,0.0002232873,0.0003324222,0.0002598385],"domain_scores_gemma":[0.9991526,0.0002490446,0.0001220771,0.0003052667,0.00006585973,0.0001051493],"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":[0.000003253862,0.00004369888,0.00005819291,0.007219312,0.000074546,7.269879e-7,0.0004577347,0.9875267,0.0001796597,0.004079474,7.868709e-7,0.0003559474],"study_design_scores_gemma":[0.0002207421,0.000057847,0.00000263261,0.001771268,0.00002568922,0.00002478025,0.0001264474,0.9958337,0.00001191417,0.001719736,0.000005580331,0.0001996754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4803165,0.0002811142,0.5186028,0.000003369414,0.0001543055,0.000202974,0.000004955739,0.00006389581,0.0003700436],"genre_scores_gemma":[0.9809097,0.00002304116,0.01893915,0.000003177671,0.00003756989,0.00000921152,0.000005535856,0.0000378309,0.00003476002],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5005932,"threshold_uncertainty_score":0.7964463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452344460728843,"score_gpt":0.1986580153009992,"score_spread":0.1841345706937108,"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."}}