{"id":"W2910342382","doi":"10.29007/ttxb","title":"New Aspects in Rotary Magnetostrictive Motor Operation","year":2019,"lang":"en","type":"paratext","venue":"EasyChair preprint","topic":"Magnetic Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northern Alberta Institute of Technology","funders":"","keywords":"Magnetostriction; Torque; Rotor (electric); Motor soft starter; Engineering; Electromagnetic coil; Actuator; Process (computing); Electric motor; Rotary actuator; Mechanical engineering; Electrical engineering; Automotive engineering; Computer science; Voltage; Magnetic field; Physics","routes":{"ca_aff":true,"ca_fund":false,"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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002313943,0.0003098523,0.0003858667,0.0001246481,0.0000706128,0.0001426141,0.0006022271,0.0002570239,0.04983459],"category_scores_gemma":[0.00003006011,0.000282293,0.0000859101,0.0001422713,0.00003593732,0.0001225097,0.0003824018,0.0003396281,0.08048812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001787379,"about_ca_system_score_gemma":0.0005022355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003041878,"about_ca_topic_score_gemma":0.000133124,"domain_scores_codex":[0.9978824,0.00009865571,0.0004666032,0.0008949675,0.0002974065,0.0003600189],"domain_scores_gemma":[0.9986461,0.00003486679,0.000180207,0.0009411084,0.0000632702,0.0001343902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002636327,0.0004301635,0.00008530976,0.0003749202,0.00002764352,0.00001049687,0.002026101,0.138894,0.4906861,0.005702865,0.3358956,0.02560314],"study_design_scores_gemma":[0.002415305,0.0009259513,0.01002557,0.0007278904,0.00001924171,0.00002786789,0.0003950708,0.01099379,0.1147315,0.002433644,0.8550606,0.002243644],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02846198,0.003435271,0.1530197,0.002750804,0.006596161,0.006626192,0.0002767458,0.0001864339,0.7986467],"genre_scores_gemma":[0.6138951,0.0002559133,0.00364062,0.0002774739,0.000738453,0.0005547883,0.0001112305,0.00005363081,0.3804727],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5854332,"threshold_uncertainty_score":0.9999629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01294472291414042,"score_gpt":0.2439802270086323,"score_spread":0.2310355040944919,"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."}}