{"meta":{"query_hash":"300276ab84d6","filters":{"venue":"2021 IEEE 22nd Workshop on Control and Modelling of Power Electronics (COMPEL)"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/300276ab84d6","api":"https://metacan.xera.ac/api/v1/cohort?venue=2021+IEEE+22nd+Workshop+on+Control+and+Modelling+of+Power+Electronics+%28COMPEL%29"},"results":[{"id":"W4200059700","doi":"10.1109/compel52922.2021.9646016","title":"Exact Solution of Modulation Waveforms for MMCs Operating with Circulating Current Suppression Control (CCSC) Strategy","year":2021,"lang":"en","type":"article","venue":"2021 IEEE 22nd Workshop on Control and Modelling of Power Electronics (COMPEL)","topic":"HVDC Systems and Fault Protection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Waveform; Modulation (music); Converters; Control theory (sociology); Bernoulli's principle; Capacitor; Current (fluid); Voltage; Pulse-width modulation; Modular design; Electronic engineering; Computer science; Physics; Engineering; Electrical engineering; Control (management); Acoustics","score_opus":0.019668279175911914,"score_gpt":0.2394651975692865,"score_spread":0.2197969183933746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200059700","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0073969234,0.00023779084,0.98536533,0.00010265503,0.000047912432,0.000034141038,0.000025677002,0.000083323706,0.0067063],"genre_scores_gemma":[0.5976703,0.0009455344,0.39192754,0.00012651857,0.00009145013,0.00016701377,0.00015291196,0.00012610816,0.008792623],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99984336,0.00003879211,0.0000087334,0.000013160795,0.0000849172,0.000011129347],"domain_scores_gemma":[0.99982136,0.000070042755,0.000024787556,0.000023135834,0.00005519631,0.000005559663],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030842304,0.0004245484,0.00030711232,0.00031905939,0.00022434213,0.00046874073,0.00045635895,0.0006499943,0.0024726195],"category_scores_gemma":[0.001321996,0.0001630396,0.00023752521,0.0003077815,0.0003074498,0.0007203488,0.00040178196,0.0006859615,0.0004696903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006411116,0.000038581966,0.0004735669,0.00036833237,0.000016570206,0.00021899254,0.00026676222,0.57115483,0.027666936,0.1942096,0.0030223073,0.20249952],"study_design_scores_gemma":[0.0000071629674,0.000013569015,0.00007235858,0.000015241946,0.0000020414457,0.00003634288,0.000017445507,0.982066,0.0019928503,0.0133890165,0.002383336,0.000004693084],"about_ca_topic_score_codex":0.0010487405,"about_ca_topic_score_gemma":0.0010393847,"teacher_disagreement_score":0.0024726195,"about_ca_system_score_codex":0.00032430596,"about_ca_system_score_gemma":0.00048826233,"threshold_uncertainty_score":0.008271694},"labels":[],"label_agreement":null},{"id":"W4200245553","doi":"10.1109/compel52922.2021.9645945","title":"Experimental Assessment of Sliding Mode Current Control with Exponential Reaching Law for an Induction Machine Drive Fed by a Matrix Converter","year":2021,"lang":"en","type":"article","venue":"2021 IEEE 22nd Workshop on Control and Modelling of Power Electronics (COMPEL)","topic":"Multilevel Inverters and Converters","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); Robustness (evolution); Estimator; Sliding mode control; Kalman filter; Computer science; Space vector modulation; Aerospace; Exponential function; Pulse-width modulation; Engineering; Voltage; Mathematics; Control (management); Physics","score_opus":0.01850968538112357,"score_gpt":0.2723979881806727,"score_spread":0.2538883027995491,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200245553","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9564978,0.00026181567,0.03384424,0.00016618561,0.00017812915,0.00025752757,0.00040790424,0.0009140919,0.007472296],"genre_scores_gemma":[0.99602354,0.000056654037,0.00261401,0.0000094224315,0.0000054273855,0.00006344116,0.000082055914,0.000010582021,0.0011346996],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995999,0.000058353802,0.00005154825,0.00006729517,0.00016265913,0.000060195707],"domain_scores_gemma":[0.9987103,0.00039343763,0.00014321547,0.00024475015,0.00042769228,0.00008066125],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00079763547,0.00049574714,0.0005007273,0.0006187122,0.00039632592,0.00056578073,0.0007134954,0.0007431683,0.0036283059],"category_scores_gemma":[0.0013175355,0.00015177202,0.00034333224,0.000360584,0.00048300484,0.0004789768,0.0003025661,0.0006663803,0.00047320095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0038722772,0.0030768847,0.0031336998,0.0025079234,0.0001240786,0.0006686683,0.0008949042,0.037928127,0.8658615,0.0032340619,0.0017010832,0.07699683],"study_design_scores_gemma":[0.00063941855,0.024051983,0.022753693,0.00017451715,0.00015259752,0.00036004945,0.0005068271,0.34530008,0.5975823,0.0010873262,0.0072894236,0.00010178253],"about_ca_topic_score_codex":0.0009869909,"about_ca_topic_score_gemma":0.0007824375,"teacher_disagreement_score":0.0036283059,"about_ca_system_score_codex":0.00020472951,"about_ca_system_score_gemma":0.00025372277,"threshold_uncertainty_score":0.01213789},"labels":[],"label_agreement":null},{"id":"W4200481523","doi":"10.1109/compel52922.2021.9646043","title":"A Partial Power Processing MMC Topology for Direct AC/AC Power Conversion","year":2021,"lang":"en","type":"article","venue":"2021 IEEE 22nd Workshop on Control and Modelling of Power Electronics (COMPEL)","topic":"HVDC Systems and Fault Protection","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Modular design; Capacitor; Controller (irrigation); Topology (electrical circuits); Power (physics); Computer science; Voltage; Electronic engineering; Electrical engineering; AC power; Engineering; Physics","score_opus":0.013283708695750759,"score_gpt":0.2294192405776393,"score_spread":0.21613553188188853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200481523","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0672066,0.0013997132,0.87090313,0.0003675864,0.00035494583,0.00026942175,0.0005590343,0.003243753,0.055695795],"genre_scores_gemma":[0.8055626,0.00062378566,0.18103619,0.00019484102,0.00015552907,0.000267141,0.0005208466,0.00016483715,0.011474202],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99988294,0.0000147284245,0.000007360347,0.00002307637,0.00006216909,0.000009691338],"domain_scores_gemma":[0.99986637,0.00001583763,0.000017622819,0.00004468391,0.000044575976,0.000010817148],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009413628,0.00031649935,0.0002840282,0.0004652301,0.00031994394,0.00054092676,0.00069605384,0.00036262983,0.00673422],"category_scores_gemma":[0.00021608475,0.0001357598,0.00022919093,0.0007311472,0.00017896891,0.000645116,0.00033055522,0.0005406134,0.0012725046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018742305,0.00010637796,0.0006534063,0.0008073598,0.00004832897,0.0004387139,0.00011995463,0.02057443,0.40300113,0.067007914,0.012378336,0.49467665],"study_design_scores_gemma":[0.0001615904,0.0012311786,0.004274942,0.00017751988,0.00009321975,0.0061027654,0.00010039539,0.3406579,0.323752,0.035152394,0.28818765,0.0001084849],"about_ca_topic_score_codex":0.00028719258,"about_ca_topic_score_gemma":0.00052587746,"teacher_disagreement_score":0.00673422,"about_ca_system_score_codex":0.00024920522,"about_ca_system_score_gemma":0.0002025085,"threshold_uncertainty_score":0.022528231},"labels":[],"label_agreement":null},{"id":"W4200571817","doi":"10.1109/compel52922.2021.9645937","title":"Intrinsic and Robust Voltage Balancing of FCML Converters with Coupled Inductors","year":2021,"lang":"en","type":"article","venue":"2021 IEEE 22nd Workshop on Control and Modelling of Power Electronics (COMPEL)","topic":"Multilevel Inverters and Converters","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Inductor; Converters; Capacitor; Robustness (evolution); Voltage; Control theory (sociology); Electronic engineering; Computer science; Engineering; Electrical engineering","score_opus":0.012221339848314602,"score_gpt":0.18686424442922617,"score_spread":0.17464290458091156,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200571817","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1256772,0.00042653398,0.8647502,0.000075372925,0.000046235025,0.000043303506,0.000052671294,0.0007494369,0.008179033],"genre_scores_gemma":[0.9729768,0.000089929,0.025944905,0.000020629357,0.000013978185,0.000016268152,0.000037837683,0.0000196615,0.0008798381],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997038,0.000040826584,0.000019412231,0.00005014348,0.00015065548,0.000035092864],"domain_scores_gemma":[0.99973124,0.000060682683,0.0000653223,0.00005568583,0.00007600448,0.000011072606],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029887113,0.00033874085,0.00027009752,0.00023555454,0.00023203062,0.0006163915,0.0006820058,0.00034248226,0.00111038],"category_scores_gemma":[0.0007720768,0.00013748843,0.00026370454,0.00026139137,0.0003157983,0.0007951967,0.00039290756,0.00034435876,0.00020921417],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002511028,0.00006265074,0.0019182913,0.00032087226,0.00007485651,0.0002828298,0.000272308,0.32589018,0.43576813,0.051646877,0.0012703004,0.18224162],"study_design_scores_gemma":[0.000015621905,0.00011642947,0.00061476964,0.000014083687,0.00001680645,0.00016615441,0.000021950911,0.9133437,0.076220796,0.005603844,0.0038506961,0.000015128957],"about_ca_topic_score_codex":0.0006934055,"about_ca_topic_score_gemma":0.0007981585,"teacher_disagreement_score":0.00111038,"about_ca_system_score_codex":0.00048575323,"about_ca_system_score_gemma":0.00021376686,"threshold_uncertainty_score":0.0037145615},"labels":[],"label_agreement":null},{"id":"W4200595965","doi":"10.1109/compel52922.2021.9645969","title":"Broadly-Applicable Accurate Analytical Steady-State Model for Class-E Inverters","year":2021,"lang":"en","type":"article","venue":"2021 IEEE 22nd Workshop on Control and Modelling of Power Electronics (COMPEL)","topic":"Advanced Power Amplifier Design","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Inductor; Control theory (sociology); Inductance; Inverter; Steady state (chemistry); Waveform; Harmonic; Converters; Computer science; Topology (electrical circuits); Mathematics; Voltage; Engineering; Physics","score_opus":0.027478930757980333,"score_gpt":0.2497401723589497,"score_spread":0.22226124160096938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200595965","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005137902,0.00014838726,0.98533165,0.0000793234,0.00003058592,0.000044067463,0.00010279475,0.00038950625,0.00873577],"genre_scores_gemma":[0.7672672,0.00174115,0.204837,0.00023580021,0.000091172675,0.00057775626,0.0006426675,0.00023689836,0.02437028],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999814,0.00003135869,0.00001123625,0.00003396327,0.000092909366,0.000016511714],"domain_scores_gemma":[0.9998548,0.000048015838,0.000019734678,0.000025768273,0.000047731177,0.0000039448923],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002237005,0.0005295905,0.00059230224,0.00038247235,0.00029461342,0.000998989,0.0012142337,0.0008938258,0.0028099339],"category_scores_gemma":[0.0005690625,0.00024480236,0.00059547345,0.0003409609,0.00037619832,0.0011182299,0.00041585873,0.00082669704,0.001196363],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042895837,0.00007865366,0.00053746125,0.00023080564,0.000027840435,0.00024225508,0.00026923456,0.8197038,0.029354187,0.08729296,0.0023849346,0.059834927],"study_design_scores_gemma":[0.0000048557617,0.000026526011,0.00006712915,0.000010677863,0.0000054778734,0.000047197707,0.000012794118,0.98593056,0.0021554865,0.006020624,0.00571198,0.000006590189],"about_ca_topic_score_codex":0.0012565749,"about_ca_topic_score_gemma":0.0012601124,"teacher_disagreement_score":0.0028099339,"about_ca_system_score_codex":0.0005151724,"about_ca_system_score_gemma":0.00046657512,"threshold_uncertainty_score":0.009400189},"labels":[],"label_agreement":null}]}