{"meta":{"query_hash":"bccdd6782825","filters":{"venue":"International Journal of Industrial Electronics and Drives"},"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/bccdd6782825","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Journal+of+Industrial+Electronics+and+Drives"},"results":[{"id":"W2043938766","doi":"10.1504/ijied.2009.025344","title":"Efficiency optimisation based speed control of IPMSM drive","year":2009,"lang":"en","type":"article","venue":"International Journal of Industrial Electronics and Drives","topic":"Electric Motor Design and Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Automotive engineering; Electronic speed control; Computer science; Engineering; Electrical engineering","score_opus":0.009681706288983433,"score_gpt":0.22552799530351134,"score_spread":0.2158462890145279,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043938766","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":[0.8457138,0.0023233432,0.14915119,0.0012209588,0.0004769009,0.00013306613,0.000009436906,0.000027932392,0.00094337296],"genre_scores_gemma":[0.9987674,0.0003386106,0.0005005803,0.00005857361,0.00031508887,2.3962193e-7,0.0000026412729,0.000005955891,0.000010937591],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990242,0.000029250363,0.00041751674,0.00006850133,0.0003240978,0.00013643649],"domain_scores_gemma":[0.99934053,0.00009020913,0.0002152479,0.000049028273,0.00024556334,0.000059420683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024470023,0.00009769701,0.00022459241,0.0002802004,0.000019347157,0.00003499932,0.00018430587,0.00008398151,0.00002539892],"category_scores_gemma":[0.00009247234,0.000085700405,0.00011533294,0.00014252214,0.000022928272,0.000112934445,0.000003157988,0.0002451194,3.9779962e-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":[0.0006523256,0.0003375913,0.0027297947,0.0000069250304,0.0011314488,0.000046365927,0.00029507032,0.26386777,0.24035877,0.010249258,0.0010173816,0.47930732],"study_design_scores_gemma":[0.010333438,0.0020462293,0.0014708899,0.00018962297,0.00028699488,0.00008102258,0.00004604757,0.8896152,0.0892164,0.0037807485,0.0025224073,0.00041098837],"about_ca_topic_score_codex":0.0000024108895,"about_ca_topic_score_gemma":7.020401e-7,"teacher_disagreement_score":0.62574744,"about_ca_system_score_codex":0.00008481185,"about_ca_system_score_gemma":0.000116436306,"threshold_uncertainty_score":0.34947613},"labels":[],"label_agreement":null},{"id":"W2343136382","doi":"10.1504/ijied.2015.076293","title":"A comparative study of MPC and optimised PID control","year":2015,"lang":"en","type":"article","venue":"International Journal of Industrial Electronics and Drives","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"PID controller; Model predictive control; Computer science; Materials science; Control (management); Control engineering; Engineering; Temperature control; Artificial intelligence","score_opus":0.028765480820051238,"score_gpt":0.2731448071547895,"score_spread":0.24437932633473827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2343136382","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":[0.978536,0.0017793482,0.018643077,0.000104638166,0.0004529611,0.00020752025,0.0000057159973,0.000011004647,0.00025970186],"genre_scores_gemma":[0.9993158,0.00011567627,0.00029929346,0.0000066883863,0.00024523944,0.0000026636978,9.135089e-7,0.0000074046866,0.0000063311704],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916846,0.000045668472,0.00038946944,0.00006223059,0.00024411075,0.00009007085],"domain_scores_gemma":[0.99920404,0.00008186262,0.00022726625,0.00003975723,0.00037114526,0.00007592655],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020999735,0.00008900144,0.000287083,0.00012350561,0.000013296144,0.000032755164,0.00010822187,0.000050389575,0.0000017491761],"category_scores_gemma":[0.00007822756,0.00007727713,0.000024366536,0.000050925373,0.000024884665,0.00019748489,0.000013452658,0.00018717455,1.4122712e-7],"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":[0.001340033,0.00024747205,0.004606266,0.000004234055,0.0015769227,0.000022015985,0.004004208,0.971686,0.0049695894,0.0020238466,0.00034905734,0.009170378],"study_design_scores_gemma":[0.10922504,0.010841586,0.0016478308,0.0003694382,0.00048055788,0.00052742247,0.013691907,0.8478385,0.005266218,0.0041982336,0.0050419564,0.00087129895],"about_ca_topic_score_codex":0.000006395926,"about_ca_topic_score_gemma":0.000009584349,"teacher_disagreement_score":0.12384746,"about_ca_system_score_codex":0.00007480647,"about_ca_system_score_gemma":0.000071241244,"threshold_uncertainty_score":0.315127},"labels":[],"label_agreement":null},{"id":"W2943941580","doi":"10.1504/ijied.2018.10021236","title":"Jurisdiction-based optimisation of BESS operating with solar arrays for energy arbitrage","year":2018,"lang":"en","type":"article","venue":"International Journal of Industrial Electronics and Drives","topic":"Microgrid Control and Optimization","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":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Arbitrage; Jurisdiction; Environmental science; Geology; Computer science; Business; Finance; Law; Political science","score_opus":0.007295334743618626,"score_gpt":0.20967049953350955,"score_spread":0.20237516478989093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2943941580","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":[0.23557606,0.00090056204,0.76197207,0.00039672607,0.00076182233,0.000113083086,0.000019510959,0.000019540414,0.00024061358],"genre_scores_gemma":[0.9923536,0.00027368093,0.006299483,0.000037749454,0.0010011026,0.000003517784,0.000012177559,0.000012913764,0.000005753453],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936384,0.000013081724,0.00029802867,0.000063293584,0.0001577066,0.00010406857],"domain_scores_gemma":[0.9992314,0.00005920545,0.00017155267,0.000036391324,0.00046644735,0.000035006102],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014579295,0.00008238659,0.00013994578,0.00012518483,0.00004167078,0.000049131235,0.00010383488,0.00006892986,0.0000116027095],"category_scores_gemma":[0.000033713728,0.0000683825,0.00004637361,0.00005546868,0.00003677691,0.00015131393,0.000004798358,0.00012798376,6.36187e-8],"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":[0.0009348445,0.0001022309,0.0005990322,0.000013072347,0.00080728123,0.000003986644,0.0003985069,0.8091609,0.081290126,0.0061192675,0.00050564186,0.10006513],"study_design_scores_gemma":[0.0052495385,0.0013892961,0.000038215807,0.00017351437,0.000087650624,0.000036563426,0.00007870482,0.7283058,0.25530952,0.000539173,0.008597267,0.00019472404],"about_ca_topic_score_codex":0.000006763259,"about_ca_topic_score_gemma":0.000015673126,"teacher_disagreement_score":0.7567776,"about_ca_system_score_codex":0.000051636984,"about_ca_system_score_gemma":0.00015049662,"threshold_uncertainty_score":0.27885574},"labels":[],"label_agreement":null},{"id":"W4230957417","doi":"10.1504/ijied.2009.515641","title":"Efficiency optimisation based speed control of IPMSM drive","year":2009,"lang":"en","type":"article","venue":"International Journal of Industrial Electronics and Drives","topic":"Electric Motor Design and Analysis","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":"Lakehead University","funders":"","keywords":"Vector control; Armature (electrical engineering); Electronic speed control; Computer science; Control theory (sociology); Torque; Digital signal processing; Machine control; Motor drive; Automotive engineering; Permanent magnet synchronous motor; Control engineering; Magnet; Control (management); Engineering; Induction motor; Voltage; Mechanical engineering; Computer hardware; Electrical engineering; Physics","score_opus":0.009681706288983433,"score_gpt":0.22552799530351134,"score_spread":0.2158462890145279,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230957417","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":[0.8457138,0.0023233432,0.14915119,0.0012209588,0.0004769009,0.00013306613,0.000009436906,0.000027932392,0.00094337296],"genre_scores_gemma":[0.9987674,0.0003386106,0.0005005803,0.00005857361,0.00031508887,2.3962193e-7,0.0000026412729,0.000005955891,0.000010937591],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990242,0.000029250363,0.00041751674,0.00006850133,0.0003240978,0.00013643649],"domain_scores_gemma":[0.99934053,0.00009020913,0.0002152479,0.000049028273,0.00024556334,0.000059420683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024470023,0.00009769701,0.00022459241,0.0002802004,0.000019347157,0.00003499932,0.00018430587,0.00008398151,0.00002539892],"category_scores_gemma":[0.00009247234,0.000085700405,0.00011533294,0.00014252214,0.000022928272,0.000112934445,0.000003157988,0.0002451194,3.9779962e-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":[0.0006523256,0.0003375913,0.0027297947,0.0000069250304,0.0011314488,0.000046365927,0.00029507032,0.26386777,0.24035877,0.010249258,0.0010173816,0.47930732],"study_design_scores_gemma":[0.010333438,0.0020462293,0.0014708899,0.00018962297,0.00028699488,0.00008102258,0.00004604757,0.8896152,0.0892164,0.0037807485,0.0025224073,0.00041098837],"about_ca_topic_score_codex":0.0000024108895,"about_ca_topic_score_gemma":7.020401e-7,"teacher_disagreement_score":0.62574744,"about_ca_system_score_codex":0.00008481185,"about_ca_system_score_gemma":0.000116436306,"threshold_uncertainty_score":0.34947613},"labels":[],"label_agreement":null},{"id":"W4249508674","doi":"10.1504/ijied.2018.099616","title":"Jurisdiction-based optimisation of BESS operating with solar arrays for energy arbitrage","year":2018,"lang":"en","type":"article","venue":"International Journal of Industrial Electronics and Drives","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Arbitrage; Sizing; Scheduling (production processes); Profit (economics); Computer science; Operations research; Jurisdiction; Reliability engineering; Engineering; Business; Operations management; Economics; Finance; Microeconomics","score_opus":0.007295334743618626,"score_gpt":0.20967049953350955,"score_spread":0.20237516478989093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249508674","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":[0.23557606,0.00090056204,0.76197207,0.00039672607,0.00076182233,0.000113083086,0.000019510959,0.000019540414,0.00024061358],"genre_scores_gemma":[0.9923536,0.00027368093,0.006299483,0.000037749454,0.0010011026,0.000003517784,0.000012177559,0.000012913764,0.000005753453],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936384,0.000013081724,0.00029802867,0.000063293584,0.0001577066,0.00010406857],"domain_scores_gemma":[0.9992314,0.00005920545,0.00017155267,0.000036391324,0.00046644735,0.000035006102],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014579295,0.00008238659,0.00013994578,0.00012518483,0.00004167078,0.000049131235,0.00010383488,0.00006892986,0.0000116027095],"category_scores_gemma":[0.000033713728,0.0000683825,0.00004637361,0.00005546868,0.00003677691,0.00015131393,0.000004798358,0.00012798376,6.36187e-8],"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":[0.0009348445,0.0001022309,0.0005990322,0.000013072347,0.00080728123,0.000003986644,0.0003985069,0.8091609,0.081290126,0.0061192675,0.00050564186,0.10006513],"study_design_scores_gemma":[0.0052495385,0.0013892961,0.000038215807,0.00017351437,0.000087650624,0.000036563426,0.00007870482,0.7283058,0.25530952,0.000539173,0.008597267,0.00019472404],"about_ca_topic_score_codex":0.000006763259,"about_ca_topic_score_gemma":0.000015673126,"teacher_disagreement_score":0.7567776,"about_ca_system_score_codex":0.000051636984,"about_ca_system_score_gemma":0.00015049662,"threshold_uncertainty_score":0.27885574},"labels":[],"label_agreement":null}]}