{"meta":{"query_hash":"d54806359bb6","filters":{"venue":"CES Transactions on Electrical Machines and Systems"},"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/d54806359bb6","api":"https://metacan.xera.ac/api/v1/cohort?venue=CES+Transactions+on+Electrical+Machines+and+Systems"},"results":[{"id":"W2766348844","doi":"10.23919/tems.2017.7961341","title":"EMF waveform optimization using the permanent magnet volume-integration method","year":2017,"lang":"en","type":"article","venue":"CES Transactions on Electrical Machines and Systems","topic":"Electric Motor Design and Analysis","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":"Université de Sherbrooke","funders":"","keywords":"Waveform; Harmonics; Cylinder; Magnet; Mechanics; Electromotive force; Electromagnetic coil; Surface (topology); Physics; Harmonic; Acoustics; Volume (thermodynamics); Mechanical engineering; Geometry; Mathematics; Voltage; Engineering; Thermodynamics","score_opus":0.016610118950709445,"score_gpt":0.25932119412456905,"score_spread":0.24271107517385962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766348844","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0050563854,0.0007960314,0.9924804,0.00012576279,0.0002404597,0.00021758108,0.000007342007,0.00009520617,0.0009808269],"genre_scores_gemma":[0.9958409,0.00043432254,0.002421974,0.000018931032,0.00013056149,0.00003238655,0.0000062408876,0.000024909388,0.00108974],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991369,0.00007481106,0.00023609199,0.00017614599,0.00017013663,0.00020588507],"domain_scores_gemma":[0.99949366,0.000059650996,0.00006501874,0.0002723794,0.00004235062,0.00006695727],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002212414,0.00016753573,0.00021388418,0.000119522614,0.00078620785,0.00033898852,0.00016033885,0.0000875766,0.00003271223],"category_scores_gemma":[0.000010553082,0.00010845562,0.000093069415,0.00017594834,0.000024463965,0.00017146672,0.0000015562438,0.00022975396,0.0000030695319],"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":[0.000013369262,0.00002908922,0.00010067454,0.000035281,0.0000903959,0.0000020123034,0.0001079288,0.7468921,0.0013752194,0.00024924928,0.00006626913,0.25103843],"study_design_scores_gemma":[0.00013979153,0.00006277346,0.00023165051,0.000017079677,0.000102995335,0.000032165575,0.000014383595,0.9989162,0.00012235154,0.000039379964,0.00018582623,0.00013536662],"about_ca_topic_score_codex":0.00040888207,"about_ca_topic_score_gemma":0.000023457416,"teacher_disagreement_score":0.9907845,"about_ca_system_score_codex":0.00006969671,"about_ca_system_score_gemma":0.000009136479,"threshold_uncertainty_score":0.60469544},"labels":[],"label_agreement":null},{"id":"W2911341325","doi":"10.23919/tems.2018.8326461","title":"Fuzzy sliding mode control based on longitudinal force estimation for electro-mechanical braking systems using BLDC motor","year":2018,"lang":"en","type":"article","venue":"CES Transactions on Electrical Machines and Systems","topic":"Vehicle Dynamics and Control Systems","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"National Natural Science Foundation of China","keywords":"Control theory (sociology); Brake; Sliding mode control; Axle; Controller (irrigation); Slip ratio; Fuzzy logic; Computer science; Control engineering; Traction control system; Nonlinear system; Engineering; Automotive engineering; Control (management); Mechanical engineering","score_opus":0.011926112392325853,"score_gpt":0.2450620759248322,"score_spread":0.23313596353250635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911341325","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06289618,0.00046233906,0.9338438,0.000032516746,0.00097002526,0.0011768689,0.000085308384,0.00028584764,0.00024714635],"genre_scores_gemma":[0.9988315,0.000011592598,0.00018191621,0.000030056834,0.00046080712,0.00029152306,0.000009084365,0.00008151174,0.00010199346],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99794656,0.000109911685,0.000589869,0.00044276798,0.00032115483,0.00058971264],"domain_scores_gemma":[0.99892616,0.00040682493,0.00011553085,0.00025123954,0.00012683985,0.0001734171],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003534074,0.00037361978,0.0005861007,0.00030704992,0.0005054628,0.00029794293,0.00015421589,0.00022780985,0.000002226946],"category_scores_gemma":[0.000023201632,0.00033162456,0.00018261738,0.00033101032,0.000024135268,0.00015429509,0.0000014611112,0.0002907699,0.0000034419359],"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":[0.00035104307,0.00006700506,0.00012156328,0.00027213624,0.00014033917,0.0000023509592,0.000017628592,0.9714215,0.015320711,0.0050100065,0.000008910727,0.007266815],"study_design_scores_gemma":[0.001558149,0.0008291056,0.000065992754,0.00020057254,0.000114313654,0.000042076328,0.000010958002,0.9965151,0.00010567523,0.00016673825,0.000036977406,0.00035434778],"about_ca_topic_score_codex":0.00024822433,"about_ca_topic_score_gemma":0.000021864356,"teacher_disagreement_score":0.9359353,"about_ca_system_score_codex":0.00025485328,"about_ca_system_score_gemma":0.000030248122,"threshold_uncertainty_score":0.9999136},"labels":[],"label_agreement":null},{"id":"W4403094488","doi":"10.30941/cestems.2024.00034","title":"Nonlinearity Estimation and Compensation for Accurate PMSM Modeling and Voltage Prediction","year":2024,"lang":"en","type":"article","venue":"CES Transactions on Electrical Machines and Systems","topic":"Magnetic Properties and Applications","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Compensation (psychology); Nonlinear system; Control theory (sociology); Voltage; Estimation; Nonlinear model; Computer science; Engineering; Physics; Electrical engineering; Artificial intelligence","score_opus":0.023802203567961568,"score_gpt":0.26887060025498316,"score_spread":0.2450683966870216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403094488","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29296637,0.001839381,0.7040752,0.00032155457,0.00016118225,0.00041246225,0.00009238178,0.00009386193,0.000037597685],"genre_scores_gemma":[0.99855906,0.00030132078,0.00069739966,0.000016831042,0.000069133916,0.00015528653,0.000015020258,0.0000100020525,0.00017594104],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992678,0.000026750173,0.00021838282,0.00027224503,0.00009041169,0.00012437216],"domain_scores_gemma":[0.9996785,0.00012280927,0.00002567906,0.00007384769,0.000037854436,0.00006133723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020947894,0.00010338756,0.00013100212,0.0000685542,0.00031987246,0.0003141143,0.000033351436,0.00006055961,0.000008190384],"category_scores_gemma":[0.000012198594,0.00007803702,0.000020817195,0.00010788437,0.00003397921,0.00016780886,0.0000025273434,0.000087248496,0.0000021583407],"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":[0.00022802994,0.00019649888,0.0000634948,0.001708727,0.000051619354,0.0000014015002,0.0008122791,0.11531331,0.16428341,0.02320061,0.00010489974,0.6940357],"study_design_scores_gemma":[0.00016090208,0.00015735882,0.00008304048,0.000048283368,0.00004130502,0.000021509599,0.000021742515,0.9977222,0.00026553258,0.001037129,0.00035694937,0.000084022126],"about_ca_topic_score_codex":0.00019428841,"about_ca_topic_score_gemma":0.000010695644,"teacher_disagreement_score":0.8824089,"about_ca_system_score_codex":0.000016433945,"about_ca_system_score_gemma":0.000013914184,"threshold_uncertainty_score":0.31822574},"labels":[],"label_agreement":null},{"id":"W4409076692","doi":"10.30941/cestems.2025.00010","title":"Speed Harmonic Based Saturation Free Inductance Modeling and Estimation of Interior PMSM Using Measurements Under One Load Condition","year":2025,"lang":"en","type":"article","venue":"CES Transactions on Electrical Machines and Systems","topic":"Magnetic Properties and Applications","field":"Materials Science","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":"Concordia University","funders":"Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou); Guangdong Science and Technology Department; National Natural Science Foundation of China","keywords":"Inductance; Control theory (sociology); Saturation (graph theory); Harmonic; Computer science; Mathematics; Acoustics; Physics; Engineering; Voltage; Electrical engineering","score_opus":0.05040737495180507,"score_gpt":0.28169026748271325,"score_spread":0.23128289253090817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409076692","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5451412,0.00065298396,0.45358983,0.00019302193,0.00008277639,0.00023568826,0.000012755429,0.00002030732,0.00007139518],"genre_scores_gemma":[0.99854696,0.00003210246,0.0012788938,0.00004414369,0.000012932771,0.000025777244,0.000003993596,0.0000060102216,0.00004918658],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909306,0.00006724235,0.0003134779,0.00021779546,0.000191394,0.000117051066],"domain_scores_gemma":[0.9995778,0.000044020067,0.00008607835,0.00014991967,0.00010588001,0.000036280377],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020434735,0.000105237414,0.00018368076,0.00009709063,0.00020916376,0.00008893181,0.00007656762,0.000062433995,0.000020486428],"category_scores_gemma":[0.000022595368,0.00008861789,0.000024704384,0.00021173198,0.000045124987,0.00012286786,0.000003535938,0.00008580516,8.3856423e-7],"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":[0.00008239145,0.00006546603,0.000018277824,0.00017177827,0.000015429308,6.7595344e-8,0.000047270118,0.07152085,0.9185107,0.00090920273,0.00000425596,0.008654352],"study_design_scores_gemma":[0.00042974082,0.000078949226,0.0001480767,0.00016431675,0.000056715886,0.0000022455213,0.000021634678,0.9722954,0.025551049,0.0011648918,0.000002700683,0.00008425776],"about_ca_topic_score_codex":0.0004989251,"about_ca_topic_score_gemma":0.00002613011,"teacher_disagreement_score":0.90077454,"about_ca_system_score_codex":0.000076923716,"about_ca_system_score_gemma":0.000059547194,"threshold_uncertainty_score":0.36137325},"labels":[],"label_agreement":null},{"id":"W7118017474","doi":"10.30941/cestems.2025.00035","title":"High Frequency Position Offset Injection Based PMSM Winding and Magnet Temperature Decoupled Estimation with Wide Speed Range","year":2025,"lang":"en","type":"article","venue":"CES Transactions on Electrical Machines and Systems","topic":"Sensorless Control of Electric Motors","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Guangdong Science and Technology Department; National Natural Science Foundation of China","keywords":"Control theory (sociology); Magnet; Robustness (evolution); Offset (computer science); Temperature measurement; Electromagnetic coil; Inverter; Position (finance); Voltage","score_opus":0.0031720287955196986,"score_gpt":0.19213023911920762,"score_spread":0.18895821032368793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7118017474","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8173351,0.001933114,0.17881262,0.00027181153,0.00035287393,0.00069587963,0.00002366201,0.0003395698,0.00023533785],"genre_scores_gemma":[0.9991639,0.00008545058,0.00040025736,0.00007003033,0.000047936246,0.00005297164,0.000027736658,0.000027978796,0.00012373124],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892026,0.00007592729,0.000293873,0.0002842092,0.0001762332,0.00024948406],"domain_scores_gemma":[0.999401,0.0002744455,0.000047649995,0.00013681172,0.000057111905,0.000082985316],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012152787,0.00025842682,0.00032919965,0.00048140378,0.00024596477,0.00016010697,0.000056109926,0.00017198877,0.0000100182415],"category_scores_gemma":[0.00001829218,0.00021382197,0.00004276295,0.0007263013,0.000026841855,0.00019000738,7.1164595e-7,0.0003313716,0.0000013848993],"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":[0.0007148167,0.0001990672,0.006970661,0.0009321253,0.00043650134,0.000028352988,0.00012528266,0.8750356,0.045294017,0.0014561262,0.00026143118,0.06854601],"study_design_scores_gemma":[0.0013748982,0.00031945438,0.012867528,0.00015714979,0.00012591964,0.000043333825,0.000010775493,0.9842308,0.000517039,0.00011569181,0.000011302453,0.00022608966],"about_ca_topic_score_codex":0.00029806086,"about_ca_topic_score_gemma":0.00007396902,"teacher_disagreement_score":0.18182878,"about_ca_system_score_codex":0.00013741951,"about_ca_system_score_gemma":0.000024530626,"threshold_uncertainty_score":0.87194073},"labels":[],"label_agreement":null}]}