{"id":"W4296212365","doi":"10.1109/tmag.2022.3207527","title":"Real-Time Data-Driven Force and Torque Modeling on a 2-D Halbach Array by a Symmetric Coil Considering End Effect","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Magnetics","topic":"Electric Motor Design and Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Halbach array; Electromagnetic coil; Torque; Physics; Magnet; Fourier series; Magnetic levitation; Acoustics; Nuclear magnetic resonance; Mechanics; Computer science; Mathematical analysis; Mathematics","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":[0.0002560008,0.0002332552,0.0002850182,0.0003444426,0.0002714197,0.00005511225,0.0002159039,0.0000656479,0.00024798],"category_scores_gemma":[0.000007595267,0.0002593407,0.00007203963,0.0006086616,0.00002435829,0.00007650442,0.000003559641,0.0004411794,0.00001602338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001416456,"about_ca_system_score_gemma":0.00002019152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001189499,"about_ca_topic_score_gemma":0.00001814182,"domain_scores_codex":[0.9986682,0.0001297938,0.0002447593,0.000357689,0.0002995477,0.0003000412],"domain_scores_gemma":[0.9990694,0.0003113424,0.0000240316,0.0004638432,0.00001701294,0.0001143925],"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":[0.00002475041,0.00006192242,0.00000263554,0.00004624882,0.0001192361,0.0000114117,0.00009688995,0.856761,0.09967414,0.000007540473,0.0003773718,0.04281684],"study_design_scores_gemma":[0.0004837298,0.0005265676,0.00000132034,0.00001379363,0.0001903373,0.00001981537,0.00001820382,0.9874575,0.01079339,0.00001845567,0.0002201398,0.0002567811],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1744701,0.0004675733,0.821532,0.00006300493,0.0002234829,0.0003692449,0.0003346043,0.0004139343,0.002126072],"genre_scores_gemma":[0.9958491,0.0005829138,0.002268264,0.00003635682,0.00002712918,0.00007345675,0.00003643228,0.00006163617,0.001064715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.821379,"threshold_uncertainty_score":0.9999859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01292775711662945,"score_gpt":0.2127641576996955,"score_spread":0.1998364005830661,"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."}}