{"id":"W1513103481","doi":"","title":"Development of Hybrid Electromagnetic Dampers for Vehicle Suspension Systems","year":2009,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Magnetic and Electromagnetic Effects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Damper; Suspension (topology); Automotive engineering; Engineering; Structural engineering; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002282456,0.0003195019,0.0002107996,0.0003297306,0.0001531391,0.000384111,0.0004432468,0.0004680261,0.002030191],"category_scores_gemma":[0.0002321286,0.0001864171,0.0003164867,0.0001418684,0.0001315974,0.0004995674,0.0002902967,0.0003565637,0.001002962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002213039,"about_ca_system_score_gemma":0.0001619374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001220556,"about_ca_topic_score_gemma":0.0002863655,"domain_scores_codex":[0.9998209,0.00001592381,0.000009733064,0.00004368926,0.00009234228,0.00001736537],"domain_scores_gemma":[0.9998969,0.00001748311,0.00003005454,0.00001086145,0.00003432333,0.00001043303],"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":[0.00004986292,0.00008139599,0.0002306005,0.0003347978,0.00001926121,0.0001277943,0.00009592163,0.006399885,0.9084468,0.004716795,0.0008799825,0.07861692],"study_design_scores_gemma":[0.00004724648,0.001171387,0.001638122,0.0001018459,0.00004919659,0.0004515173,0.00006171901,0.07987492,0.8153836,0.0009240329,0.1002439,0.00005249641],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2962908,0.005684301,0.6631039,0.0004884863,0.000521834,0.0004237664,0.0002668729,0.001815063,0.03140493],"genre_scores_gemma":[0.6571667,0.002725396,0.3050735,0.0001783368,0.00008247323,0.0003458768,0.0002488937,0.0001210899,0.03405767],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002030191,"threshold_uncertainty_score":0.006791651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005038692254708261,"score_gpt":0.1942421834970343,"score_spread":0.189203491242326,"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."}}