{"id":"W4651427","doi":"10.12783/jmc.v1i2.61","title":"Experimental Investigation and Control of Magnetorheological Damper towards Smart Energy Absorption based Composite Structures for Crashworthiness","year":2013,"lang":"en","type":"article","venue":"Journal of Medical Cases","topic":"Vibration Control and Rheological Fluids","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Damper; Crashworthiness; Magnetorheological fluid; Composite number; Magnetorheological damper; Structural engineering; Work (physics); Mechanical engineering; Engineering; Finite element method; Composite material; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002314141,0.0001073219,0.0002905679,0.00006480764,0.00003253697,0.00002394863,0.0000977679,0.0001639159,0.0007333289],"category_scores_gemma":[0.0003037537,0.00006764888,0.00008304327,0.00004454674,0.0001499788,0.0001411676,0.00001167185,0.0001194841,4.17905e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001639717,"about_ca_system_score_gemma":0.00003777763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003089509,"about_ca_topic_score_gemma":0.000003032627,"domain_scores_codex":[0.9989212,0.00006043681,0.0004482173,0.00007197154,0.0003860526,0.0001120903],"domain_scores_gemma":[0.9991939,0.0003253695,0.00009118701,0.000047036,0.0001368421,0.0002056405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007637796,0.0002715674,0.01384978,0.0003055792,0.0002769197,0.0001223932,0.0002118324,0.00831346,0.9129319,0.01603731,0.007814085,0.03910139],"study_design_scores_gemma":[0.0101261,0.002820035,0.1114653,0.0001646913,0.0001393856,0.0006092553,0.0001579257,0.7276424,0.1393259,0.00572428,0.00139493,0.0004298215],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8338205,0.001730763,0.1628025,0.001217817,0.0002846181,0.00009421756,0.000007069602,0.00002003671,0.00002250907],"genre_scores_gemma":[0.9978215,0.000039497,0.00122208,0.0006384983,0.0002432391,0.00001373361,0.000007438136,0.000007180839,0.00000679641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.773606,"threshold_uncertainty_score":0.8029436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01415680072386417,"score_gpt":0.2365669359253814,"score_spread":0.2224101352015172,"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."}}