{"id":"W2019883662","doi":"10.1007/s11044-010-9229-4","title":"Analysis of multibody systems with flexible plates using variational graph-theoretic methods","year":2010,"lang":"en","type":"article","venue":"Multibody System Dynamics","topic":"Dynamics and Control of Mechanical Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Discretization; Virtual work; Finite element method; Multibody system; Graph; Mechanical system; Equations of motion; Mathematics; Computer science; Topology (electrical circuits); Applied mathematics; Mathematical analysis; Theoretical computer science; Engineering; Structural engineering; Artificial intelligence; Classical mechanics; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001304762,0.0004250386,0.00115347,0.0007263017,0.0001228473,0.0001253939,0.0004395871,0.0003389799,0.00001386358],"category_scores_gemma":[0.00004584958,0.0003575371,0.0003241069,0.001377604,0.00008223568,0.000154618,0.00004816634,0.0003740718,0.000005192521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000298825,"about_ca_system_score_gemma":0.00005262665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008831053,"about_ca_topic_score_gemma":0.0003813831,"domain_scores_codex":[0.9973727,0.0001870535,0.001012652,0.000431346,0.0005166737,0.0004795905],"domain_scores_gemma":[0.9980014,0.0004113953,0.0003554529,0.0007221518,0.0003104191,0.000199159],"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":[0.00003258765,0.00004851922,0.005574175,0.0005172835,0.00244933,0.000006847025,0.0001093324,0.840917,0.03442309,0.1155458,6.476102e-7,0.0003754154],"study_design_scores_gemma":[0.0007241268,0.00004586339,0.001850664,0.0001510152,0.001349197,0.00003233024,0.0003803922,0.9948938,0.00007927079,0.00005265619,0.00002195516,0.0004186621],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3036573,0.0001246434,0.6930506,0.000004367192,0.001348661,0.0005039323,0.0002319896,0.0003513648,0.0007271784],"genre_scores_gemma":[0.9735146,0.000004734934,0.02602218,0.000002864394,0.000104094,0.00005318538,0.0001661381,0.00009317738,0.00003904765],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6698573,"threshold_uncertainty_score":0.9998876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007445180388048507,"score_gpt":0.2564960216474599,"score_spread":0.2490508412594114,"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."}}