{"id":"W2050144481","doi":"10.1177/1045389x04039264","title":"Experimental Research and Modeling of Magnetorheological Elastomers","year":2004,"lang":"en","type":"article","venue":"Journal of Intelligent Material Systems and Structures","topic":"Vibration Control and Rheological Fluids","field":"Engineering","cited_by":303,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Elastomer; Magnetorheological fluid; Materials science; Composite material; Natural rubber; Modulus; Magnetorheological elastomer; Composite number; Nonlinear system; Magnetic field; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003539848,0.00008624816,0.0002709598,0.00009444745,0.00004427363,0.00005783427,0.00007153077,0.00009474739,0.00004404662],"category_scores_gemma":[0.00002047385,0.00005362749,0.00003492263,0.00004079382,0.0001025321,0.00007620393,0.0000273067,0.0001270407,3.990151e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002314871,"about_ca_system_score_gemma":0.00001036736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003158002,"about_ca_topic_score_gemma":5.95538e-7,"domain_scores_codex":[0.9990695,0.00005008392,0.0004961157,0.00007005568,0.0001893589,0.0001249585],"domain_scores_gemma":[0.9996896,0.00002380247,0.00005218718,0.00004558818,0.000102379,0.00008641748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004749565,0.00005099596,0.0004369564,0.0002224083,0.0001618672,0.00003969325,0.0008465296,0.2630281,0.6694171,0.06404816,0.0001113104,0.001161897],"study_design_scores_gemma":[0.005722722,0.01212611,0.005638454,0.0009330937,0.0001002045,0.002847459,0.01124382,0.1681944,0.7472082,0.04270798,0.002078778,0.001198809],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873723,0.004725261,0.006542055,0.00001473634,0.001090874,0.00007813051,0.000004051368,0.000009314518,0.0001633186],"genre_scores_gemma":[0.9989796,0.0003993029,0.000290531,0.000003314524,0.000310774,0.000001186644,4.878182e-7,0.000006063066,0.000008766702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09483368,"threshold_uncertainty_score":0.2186866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04044534212750812,"score_gpt":0.2888869129521876,"score_spread":0.2484415708246795,"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."}}