{"id":"W4205863980","doi":"10.1109/access.2022.3141542","title":"Multiphase Traction Inverters: State-of-the-Art Review and Future Trends","year":2022,"lang":"en","type":"article","venue":"IEEE Access","topic":"Multilevel Inverters and Converters","field":"Engineering","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Sizing; Inverter; Traction (geology); Network topology; Capacitor; Electrification; Computer science; Voltage; Electronic engineering; Power (physics); Electrical engineering; Automotive engineering; Engineering; Electricity; Computer network; Mechanical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00007793929,0.0001168478,0.0001766157,0.00006611071,0.00008604925,0.00002410406,0.0002734216,0.00001973896,0.0003736119],"category_scores_gemma":[0.000001720844,0.00009780314,0.00006608397,0.0002581014,0.0000238761,0.0002712306,0.00005071443,0.000185866,0.000003202764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000436164,"about_ca_system_score_gemma":0.000008571797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003014832,"about_ca_topic_score_gemma":0.00002046172,"domain_scores_codex":[0.9993515,0.0000366949,0.0001922338,0.00013374,0.000150898,0.0001349342],"domain_scores_gemma":[0.9996522,0.00001343501,0.0000521669,0.0002198957,0.00001505659,0.0000472415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009680236,0.00002942752,0.0005581115,0.0005162847,0.00005299981,0.000003874529,0.0002908128,0.0008260516,0.0009898557,0.000003224591,0.09047838,0.9062413],"study_design_scores_gemma":[0.001737767,0.00007653084,0.0120755,0.0002321494,0.0002870309,0.00006767707,0.0001802427,0.4561523,0.006805022,0.00008565588,0.5215793,0.0007208631],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7786844,0.09579747,0.03703916,0.01804188,0.04504149,0.004398792,0.001369476,0.001934537,0.01769275],"genre_scores_gemma":[0.9949741,0.002564251,0.00002795429,0.001728208,0.00008091956,0.00008801065,0.00001103536,0.00002865992,0.0004969009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9055204,"threshold_uncertainty_score":0.4090789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01705407071335838,"score_gpt":0.2552865705381948,"score_spread":0.2382324998248364,"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."}}