{"meta":{"query_hash":"84ffb1940ad3","filters":{"venue":"International Power Electronics and Motion Control Conference"},"cohort_total":13,"direct_labels_cover":0,"predictions_cover":13,"exported":13,"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/84ffb1940ad3","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Power+Electronics+and+Motion+Control+Conference"},"results":[{"id":"W1488417834","doi":"","title":"AC VRM topologies and control techniques for high frequency AC power distribution systems","year":2004,"lang":"en","type":"article","venue":"International Power Electronics and Motion Control Conference","topic":"Advanced DC-DC 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":"Concordia University","funders":"","keywords":"Network topology; Topology (electrical circuits); Electronic engineering; Voltage regulator; Power (physics); Computer science; Modulation (music); Automatic frequency control; Voltage; Electrical engineering; Engineering; Physics; Acoustics; Computer network","score_opus":0.004837441301180751,"score_gpt":0.217484958920002,"score_spread":0.21264751761882125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1488417834","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":[0.03372965,0.019520773,0.8892604,0.00047832174,0.00039027387,0.00012472786,0.00007821311,0.0016736927,0.054743968],"genre_scores_gemma":[0.815643,0.011390626,0.15280424,0.00027936554,0.0005565841,0.0001505646,0.0001309862,0.000121035155,0.01892363],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99974173,0.00007313058,0.000013184078,0.00003099797,0.00012761148,0.0000132567],"domain_scores_gemma":[0.99984765,0.000042284555,0.00003405445,0.00002381282,0.000047024503,0.0000050525978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021219853,0.00027650408,0.00020713403,0.0004863286,0.00017945404,0.00058148033,0.0004932487,0.00037224535,0.0040908176],"category_scores_gemma":[0.00044318975,0.000109262844,0.00017048513,0.0006388726,0.00018921754,0.00066931255,0.00018175504,0.000480327,0.0010012534],"study_design_candidate":"bench_or_experimental","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":[0.00016697595,0.000083691695,0.0002796445,0.0014291824,0.000033522025,0.0003113381,0.00031259033,0.017970724,0.17386478,0.08516941,0.004993834,0.7153843],"study_design_scores_gemma":[0.00015277069,0.0016663469,0.002694577,0.0005264312,0.00013410335,0.006854394,0.00035528006,0.18754007,0.16160633,0.09433366,0.54401785,0.000118301],"about_ca_topic_score_codex":0.00012067645,"about_ca_topic_score_gemma":0.00014070842,"teacher_disagreement_score":0.0040908176,"about_ca_system_score_codex":0.00012819789,"about_ca_system_score_gemma":0.0000866209,"threshold_uncertainty_score":0.013685167},"labels":[],"label_agreement":null},{"id":"W1497908176","doi":"","title":"Analysis and evaluation of overcurrent protection for DC to DC PWM converters","year":2004,"lang":"en","type":"article","venue":"International Power Electronics and Motion Control Conference","topic":"Advanced DC-DC Converters","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":"Semtech (Canada)","funders":"","keywords":"Overcurrent; Current limiting; Limiting; Converters; Current (fluid); Pulse-width modulation; Control theory (sociology); Electrical engineering; Computer science; Electronic engineering; Engineering; Voltage","score_opus":0.014823997094816284,"score_gpt":0.2668063957078176,"score_spread":0.2519823986130013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1497908176","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":[0.4436179,0.0041197482,0.5268332,0.0002289133,0.00008531493,0.00020002577,0.00027344684,0.0025559564,0.022085596],"genre_scores_gemma":[0.98888457,0.0002517923,0.009290347,0.000012681098,0.00001528654,0.000012055042,0.00007091888,0.000035913934,0.0014263442],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991441,0.00011311919,0.000032571395,0.00008890087,0.0005580513,0.00006340693],"domain_scores_gemma":[0.99803,0.00086090417,0.00017323397,0.0002529109,0.00064413657,0.000038800496],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005323252,0.00066520285,0.0005650535,0.0009130768,0.00026565572,0.0009274508,0.00061858987,0.00047616806,0.002938332],"category_scores_gemma":[0.0030134204,0.00017312831,0.00028549696,0.0004846707,0.00032613653,0.00086573185,0.00021080686,0.00032054816,0.00041998268],"study_design_candidate":"bench_or_experimental","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":[0.0016065653,0.00014617895,0.0063560344,0.0010641583,0.00014380798,0.00084501295,0.000380729,0.2622165,0.28995183,0.012591995,0.0017108502,0.42298633],"study_design_scores_gemma":[0.00003269062,0.0005886582,0.005400997,0.00007212697,0.000091895825,0.00076275587,0.00008451456,0.82535946,0.15701795,0.004650738,0.0059117666,0.000026491502],"about_ca_topic_score_codex":0.00073455187,"about_ca_topic_score_gemma":0.000528781,"teacher_disagreement_score":0.002938332,"about_ca_system_score_codex":0.00079804106,"about_ca_system_score_gemma":0.00029510452,"threshold_uncertainty_score":0.0098297},"labels":[],"label_agreement":null},{"id":"W1501711311","doi":"","title":"A medium voltage AC drive with integrated isolation transformer and active front end","year":2004,"lang":"en","type":"article","venue":"International Power Electronics and Motion Control Conference","topic":"Silicon Carbide Semiconductor Technologies","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":"Rockwell Automation (Canada)","funders":"","keywords":"Isolation transformer; Transformer; Thyristor; Harmonics; Front and back ends; Delta-wye transformer; Electrical engineering; Pulse-width modulation; Voltage; Engineering; Autotransformer; Computer science; Distribution transformer; Electronic engineering; Control theory (sociology); Mechanical engineering","score_opus":0.004836506810447224,"score_gpt":0.19694274596760677,"score_spread":0.19210623915715955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1501711311","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":[0.18116316,0.0010123173,0.78365463,0.00030920532,0.00035461795,0.0005628253,0.00039218686,0.00731204,0.025239099],"genre_scores_gemma":[0.769096,0.0004332843,0.2063437,0.0002249565,0.00016137915,0.00023534331,0.0005841169,0.00017792638,0.022743301],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997094,0.000017561439,0.000016884707,0.000052813775,0.00016933562,0.000033867997],"domain_scores_gemma":[0.9997863,0.000025823483,0.000020904157,0.000031954838,0.00008980539,0.000045199384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015756526,0.00036075801,0.0005135774,0.00031001674,0.0003337379,0.0005240059,0.001783487,0.000595895,0.004766657],"category_scores_gemma":[0.00021654696,0.00024994047,0.00023993106,0.00032770456,0.0001771646,0.00066487934,0.00042602283,0.00053414505,0.002058296],"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":[0.0005018614,0.00049430435,0.0015503167,0.00055532076,0.00006160717,0.0004921817,0.00009087539,0.0019612627,0.74802065,0.0044036955,0.0038475874,0.23802039],"study_design_scores_gemma":[0.000629473,0.014980289,0.015071466,0.0001243324,0.0003164368,0.014753468,0.00010942231,0.10132332,0.6918907,0.0032974165,0.15735844,0.00014518958],"about_ca_topic_score_codex":0.00035028878,"about_ca_topic_score_gemma":0.00064639206,"teacher_disagreement_score":0.004766657,"about_ca_system_score_codex":0.00022603123,"about_ca_system_score_gemma":0.00039416904,"threshold_uncertainty_score":0.01594603},"labels":[],"label_agreement":null},{"id":"W1502764272","doi":"","title":"Switchable power converters for multiple input voltage level power factor correction applications","year":2004,"lang":"en","type":"article","venue":"International Power Electronics and Motion Control Conference","topic":"Advanced DC-DC 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":"Semtech (Canada)","funders":"","keywords":"Converters; Flyback transformer; Inductor; Power factor; Topology (electrical circuits); Voltage; Control theory (sociology); Switched-mode power supply; Line regulation; Electronic engineering; Power (physics); Electrical engineering; Computer science; Engineering; Voltage reference; Physics; Transformer; Dropout voltage","score_opus":0.01109547085244251,"score_gpt":0.22645748106398192,"score_spread":0.21536201021153942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1502764272","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":[0.06818031,0.001018295,0.91973674,0.00013965344,0.000103813494,0.00007658524,0.000048386446,0.0011266833,0.009569541],"genre_scores_gemma":[0.88451123,0.0007405338,0.10823089,0.00008074883,0.00006407869,0.000069371665,0.0000776357,0.0000770879,0.006148375],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99986446,0.000018625375,0.000006069161,0.000019790054,0.00007658209,0.00001440257],"domain_scores_gemma":[0.999856,0.000044495704,0.000014981747,0.000024509576,0.00005109248,0.000008847589],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011978894,0.0004543627,0.00022224062,0.00022983475,0.00021854628,0.0006147897,0.0004690069,0.0002885503,0.0049869856],"category_scores_gemma":[0.00031328207,0.00011656423,0.00021230377,0.00023879862,0.00016237758,0.0005688442,0.00018323079,0.00065071206,0.0008066419],"study_design_candidate":"bench_or_experimental","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":[0.00034571637,0.00011981475,0.0013499305,0.00035572192,0.000059948667,0.0004279803,0.00019879582,0.022504628,0.4324675,0.022430148,0.0018254495,0.51791435],"study_design_scores_gemma":[0.00019975798,0.002197999,0.004014803,0.00014875179,0.0001566288,0.0017564937,0.0002165418,0.31440166,0.55011994,0.03354929,0.09316152,0.00007663347],"about_ca_topic_score_codex":0.00018059276,"about_ca_topic_score_gemma":0.00037188412,"teacher_disagreement_score":0.0049869856,"about_ca_system_score_codex":0.00015232367,"about_ca_system_score_gemma":0.00017556552,"threshold_uncertainty_score":0.016683102},"labels":[],"label_agreement":null},{"id":"W1526813552","doi":"","title":"Autodisturbance rejection controller in direct torque control of permanent magnet synchronous motor drives","year":2004,"lang":"en","type":"article","venue":"International Power Electronics and Motion Control Conference","topic":"Sensorless Control of Electric Motors","field":"Engineering","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":"Toronto Metropolitan University","funders":"","keywords":"Control theory (sociology); Robustness (evolution); Direct torque control; Torque; Feedback linearization; Permanent magnet synchronous motor; Computer science; Control engineering; Torque ripple; Nonlinear system; Robust control; Stall torque; Machine control; State observer; Linearization; Control system; Engineering; Induction motor; Control (management); Physics; Voltage","score_opus":0.003766301436569506,"score_gpt":0.1966410842488291,"score_spread":0.1928747828122596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1526813552","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":[0.030383077,0.0010492313,0.96278167,0.00010360648,0.0001557293,0.00004135165,0.0000147205565,0.0007619588,0.0047086915],"genre_scores_gemma":[0.96222675,0.00061155524,0.033401743,0.00007940433,0.00010010736,0.000061738734,0.00003867349,0.000037867074,0.003442097],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99958473,0.00008552493,0.000034873276,0.0000774282,0.00019125488,0.000026108417],"domain_scores_gemma":[0.99960846,0.00013990822,0.000056201214,0.000036968053,0.00014810507,0.000010382339],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005548582,0.00037375034,0.0003919205,0.0002252477,0.00020221541,0.00061201886,0.00051437673,0.00035400782,0.00079729117],"category_scores_gemma":[0.00092316564,0.00016935989,0.00021328557,0.00019968877,0.0003654686,0.00035767647,0.0002526375,0.0005356713,0.00021004124],"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":[0.00058984477,0.00017151919,0.0012159745,0.0006749762,0.00010646711,0.0004722159,0.0004960205,0.39146072,0.076681614,0.021489441,0.002677003,0.5039642],"study_design_scores_gemma":[0.000060729948,0.00045056845,0.00086764817,0.00001947422,0.00002499867,0.00016213195,0.000020527645,0.97634834,0.0147063155,0.0016036078,0.0057147704,0.000020878688],"about_ca_topic_score_codex":0.0016112883,"about_ca_topic_score_gemma":0.0013799788,"teacher_disagreement_score":0.0016112883,"about_ca_system_score_codex":0.00019263482,"about_ca_system_score_gemma":0.0002800251,"threshold_uncertainty_score":0.0032038093},"labels":[],"label_agreement":null},{"id":"W1559615235","doi":"","title":"An improved space vector PWM control algorithm for multilevel inverters","year":2004,"lang":"en","type":"article","venue":"International Power Electronics and Motion Control Conference","topic":"Multilevel Inverters and Converters","field":"Engineering","cited_by":27,"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":"Pulse-width modulation; Computer science; Inverter; Space vector modulation; Harmonics; Cartesian coordinate system; Algorithm; Transformer; Voltage; Octadecane; Control theory (sociology); Mathematics; Engineering; Control (management)","score_opus":0.007361288868546713,"score_gpt":0.22289816048082514,"score_spread":0.21553687161227844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1559615235","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":[0.0034258815,0.00029223136,0.99216354,0.00007794519,0.000108780936,0.000044498316,0.000022129629,0.00047370675,0.0033913415],"genre_scores_gemma":[0.30184564,0.00072901347,0.68720907,0.00014842255,0.00017677866,0.0002602219,0.00021478937,0.000103376784,0.0093126595],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99973935,0.000052711093,0.000021561575,0.000039344905,0.00013357616,0.000013361329],"domain_scores_gemma":[0.9998822,0.000022793372,0.000013913299,0.000011070001,0.00006327045,0.0000066200664],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024188227,0.00045794866,0.00048415977,0.0003877991,0.00029645045,0.00057279906,0.0006355395,0.0005001068,0.0035128454],"category_scores_gemma":[0.0005298543,0.00013474328,0.00023749078,0.00062942045,0.00023578058,0.00066910335,0.00034560013,0.00070272334,0.00081391283],"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":[0.00015786687,0.00006278127,0.00032774603,0.000247298,0.000034825007,0.00010308218,0.00017727273,0.10588443,0.029428814,0.053716063,0.0061041475,0.80375564],"study_design_scores_gemma":[0.000068236535,0.00017456528,0.0002911571,0.000025652107,0.000017935745,0.000126924,0.000020937918,0.95417017,0.006169542,0.00872546,0.03019201,0.000017345352],"about_ca_topic_score_codex":0.00116734,"about_ca_topic_score_gemma":0.0010782506,"teacher_disagreement_score":0.0035128454,"about_ca_system_score_codex":0.00023907928,"about_ca_system_score_gemma":0.0002919345,"threshold_uncertainty_score":0.011751711},"labels":[],"label_agreement":null},{"id":"W1582667754","doi":"","title":"Recent developments in topologies of single-phase buck-boost inverters for small distributed power generators: an overview","year":2004,"lang":"en","type":"article","venue":"International Power Electronics and Motion Control Conference","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":13,"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 New Brunswick","funders":"","keywords":"Network topology; Electronic engineering; Modular design; Inverter; Computer science; Power (physics); Topology (electrical circuits); Distributed generation; Voltage; Engineering; Electrical engineering; Renewable energy","score_opus":0.03703741519084018,"score_gpt":0.28344651388133174,"score_spread":0.24640909869049155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1582667754","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.035053197,0.45448807,0.4311939,0.0013479558,0.0010743652,0.00020328353,0.00020977476,0.00089419394,0.07553532],"genre_scores_gemma":[0.26115337,0.3956334,0.3044912,0.0010015778,0.0012957331,0.0002363345,0.0007521945,0.00024124252,0.035194997],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998227,0.000021546966,0.00001693019,0.000045094162,0.000081204875,0.0000126158975],"domain_scores_gemma":[0.9996958,0.000115561656,0.000030378122,0.00002134736,0.00011685897,0.000020087293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040634256,0.00044583317,0.0005348185,0.0009238317,0.00020536022,0.00086735265,0.0006442248,0.00052446313,0.0045281136],"category_scores_gemma":[0.00039968564,0.0003386708,0.00037572556,0.0013103998,0.00025398392,0.0017020166,0.00028327774,0.0009008242,0.0016556358],"study_design_candidate":"not_applicable","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":[0.00015799086,0.00012791928,0.0005081365,0.0045042727,0.00004348065,0.00025315848,0.00019230337,0.0059747794,0.055794332,0.030573007,0.005058879,0.8968117],"study_design_scores_gemma":[0.0000920468,0.0014384077,0.0017687705,0.00083298126,0.00021417634,0.0053477003,0.00026382355,0.046298437,0.07434175,0.03418479,0.8351103,0.00010685602],"about_ca_topic_score_codex":0.00017985093,"about_ca_topic_score_gemma":0.00035970955,"teacher_disagreement_score":0.0045281136,"about_ca_system_score_codex":0.0003712249,"about_ca_system_score_gemma":0.00029949096,"threshold_uncertainty_score":0.015148044},"labels":[],"label_agreement":null},{"id":"W1597210015","doi":"","title":"A modified resonant inverter for AC distributed power supplies with extended zero voltage switching","year":2004,"lang":"en","type":"article","venue":"International Power Electronics and Motion Control Conference","topic":"Advanced DC-DC Converters","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":false,"ca_institutions":"Queen's University","funders":"","keywords":"Inverter; Waveform; Resonant inverter; Voltage; Pulse-width modulation; Power (physics); Electrical impedance; RLC circuit; Control theory (sociology); Electrical engineering; Electronic engineering; Engineering; Computer science; Capacitor; Physics","score_opus":0.006035691699718619,"score_gpt":0.21134512305744316,"score_spread":0.20530943135772453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1597210015","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":[0.15295343,0.0005325575,0.8279003,0.0001589193,0.00011575007,0.00014939014,0.0001546485,0.00186407,0.01617095],"genre_scores_gemma":[0.86146545,0.00020598971,0.13099712,0.000090285605,0.000080957965,0.00008780809,0.00012591624,0.00009859977,0.006847847],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998646,0.000013017645,0.0000070152373,0.0000265443,0.000072213195,0.000016568074],"domain_scores_gemma":[0.9999157,0.000016364196,0.000015694113,0.000017516482,0.000025161798,0.000009518426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000087416345,0.0003229509,0.0003675468,0.00019831501,0.00015478596,0.00033218504,0.001068913,0.0003044298,0.0025540057],"category_scores_gemma":[0.00017136881,0.00012839607,0.0002450485,0.000253821,0.00018975792,0.0004790965,0.00027587448,0.00047028728,0.00086493994],"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":[0.00019628646,0.000057254878,0.0002956407,0.00016588671,0.000014240562,0.00012553114,0.000056836412,0.0018680873,0.87091064,0.008925648,0.00082286075,0.11656104],"study_design_scores_gemma":[0.00033864216,0.0033056387,0.0049277223,0.000048602553,0.00018720674,0.0037307544,0.000062154126,0.20201059,0.68738616,0.01260463,0.08528237,0.00011550037],"about_ca_topic_score_codex":0.00012236323,"about_ca_topic_score_gemma":0.0002718224,"teacher_disagreement_score":0.0025540057,"about_ca_system_score_codex":0.00027481944,"about_ca_system_score_gemma":0.00014003289,"threshold_uncertainty_score":0.008543968},"labels":[],"label_agreement":null},{"id":"W1965192906","doi":"","title":"Mixed voltage /current mode control of PWM synchronous buck converter","year":2004,"lang":"en","type":"article","venue":"International Power Electronics and Motion Control Conference","topic":"Advanced DC-DC Converters","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":"Semtech (Canada)","funders":"","keywords":"Buck converter; Control theory (sociology); Pulse-width modulation; Noise immunity; Transient response; Computer science; Voltage; Controller (irrigation); Mode (computer interface); Transient (computer programming); Electronic engineering; Engineering; Control (management); Electrical engineering","score_opus":0.006670207042649436,"score_gpt":0.22076935732310388,"score_spread":0.21409915028045445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965192906","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":[0.078546144,0.00048553842,0.9131168,0.00006815293,0.0001254725,0.000061698825,0.000029027573,0.0006124312,0.0069545996],"genre_scores_gemma":[0.9284376,0.00017368967,0.06808806,0.00004890977,0.00005197097,0.0000611016,0.000024084393,0.000022080078,0.0030924636],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99985874,0.000020053776,0.0000107839,0.000030386956,0.00006826953,0.0000117865675],"domain_scores_gemma":[0.99990714,0.000015872994,0.000014342107,0.000009367041,0.000043473738,0.000009801513],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015385552,0.00030099147,0.00020734702,0.00021930276,0.00019473903,0.00029852657,0.0005012075,0.00016646252,0.0011072936],"category_scores_gemma":[0.00019767917,0.00009230919,0.00013003877,0.00013251271,0.00014215561,0.00033244735,0.0001625066,0.00018880519,0.00016330331],"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":[0.0005577749,0.00009687166,0.0010811867,0.00036100854,0.00004598085,0.00028373313,0.00028193186,0.03889678,0.55257076,0.02399849,0.0013961558,0.38042936],"study_design_scores_gemma":[0.00013226419,0.00067747524,0.0011730883,0.000031231844,0.000045539244,0.00038234337,0.000053305997,0.85563964,0.12416356,0.0073773894,0.010287865,0.000036242287],"about_ca_topic_score_codex":0.0003190393,"about_ca_topic_score_gemma":0.00051969435,"teacher_disagreement_score":0.0011072936,"about_ca_system_score_codex":0.00012216771,"about_ca_system_score_gemma":0.00014086321,"threshold_uncertainty_score":0.0037043095},"labels":[],"label_agreement":null},{"id":"W2028379653","doi":"","title":"State of the art and future key power semiconductor device concepts for innovative system applications","year":2004,"lang":"en","type":"article","venue":"International Power Electronics and Motion Control Conference","topic":"Silicon Carbide Semiconductor Technologies","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":"Infineon Technologies (Canada)","funders":"","keywords":"Diode; Silicon carbide; Insulated-gate bipolar transistor; Materials science; Electrical engineering; Switching time; Power semiconductor device; Optoelectronics; Voltage; Semiconductor device; PIN diode; Power (physics); High voltage; Computer science; Electronic engineering; Engineering; Nanotechnology; Physics","score_opus":0.007370547320719894,"score_gpt":0.23548009002462264,"score_spread":0.22810954270390274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028379653","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016132208,0.30348095,0.17756128,0.015137593,0.006965262,0.00027227562,0.00043844306,0.0011359849,0.478876],"genre_scores_gemma":[0.1951915,0.36753452,0.14506263,0.0039758054,0.005205095,0.00052548386,0.0011151176,0.0001915292,0.28119835],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999775,0.000031220654,0.000014998604,0.000031777123,0.0001177159,0.000029250346],"domain_scores_gemma":[0.999833,0.000033043732,0.000013685859,0.00002605798,0.00006435491,0.000029841849],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007504116,0.0003686791,0.00023013845,0.00043673947,0.00035120916,0.0018508602,0.0009989586,0.0009998721,0.021199975],"category_scores_gemma":[0.00035372883,0.00019047307,0.00023684358,0.000521733,0.0006494283,0.002172887,0.0005878516,0.0008315246,0.005357614],"study_design_candidate":"not_applicable","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":[0.00007533516,0.000091007445,0.00030950687,0.0012806847,0.00001150008,0.00015651321,0.0001981887,0.0014233259,0.021269253,0.34457168,0.039999347,0.59061366],"study_design_scores_gemma":[0.000012154962,0.00012760267,0.00040907614,0.00026534946,0.0000082678525,0.0004343726,0.000060610888,0.0051305536,0.0040347558,0.0648296,0.9246714,0.00001623058],"about_ca_topic_score_codex":0.00021286013,"about_ca_topic_score_gemma":0.00030075366,"teacher_disagreement_score":0.021199975,"about_ca_system_score_codex":0.00066645455,"about_ca_system_score_gemma":0.0007877951,"threshold_uncertainty_score":0.070920944},"labels":[],"label_agreement":null},{"id":"W2028751831","doi":"","title":"Overload capability and dynamic behaviour of low and high voltage IGBT and ultra fast softswitching diode","year":2004,"lang":"en","type":"article","venue":"International Power Electronics and Motion Control Conference","topic":"Silicon Carbide Semiconductor Technologies","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":false,"ca_institutions":"Infineon Technologies (Canada)","funders":"","keywords":"Insulated-gate bipolar transistor; Diode; Materials science; Electrical engineering; Flyback diode; Voltage; Low voltage; Optoelectronics; High voltage; Power semiconductor device; Engineering","score_opus":0.0035759532541772576,"score_gpt":0.20206003429643762,"score_spread":0.19848408104226037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028751831","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":[0.99587506,0.00023053253,0.001420009,0.00001964865,0.00000475248,0.0000030255367,0.00011030533,0.000088084926,0.0022486774],"genre_scores_gemma":[0.99853826,0.000042116284,0.00013779562,0.000005768036,0.0000022958282,0.000002237098,0.00007899613,0.000009355984,0.0011832442],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998609,0.000008672276,0.0000035920175,0.000021392974,0.00006478306,0.000040587092],"domain_scores_gemma":[0.99967086,0.00012209502,0.000041159252,0.00003887244,0.000077277,0.00004983196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013622001,0.00014718779,0.000104457285,0.00040547483,0.0001279994,0.00027263246,0.00024232247,0.00024167479,0.0018960951],"category_scores_gemma":[0.00043446707,0.000095149604,0.00011423464,0.00019606258,0.00024733023,0.00030334567,0.00013567608,0.00018741997,0.00041413447],"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":[0.00070866,0.000054669865,0.004291143,0.000058382433,0.000011854779,0.0001842618,0.00033788016,0.0037937064,0.9765404,0.00089741807,0.00027120736,0.012850391],"study_design_scores_gemma":[0.000044150594,0.0015674839,0.054357313,0.000034977093,0.000042946434,0.0011815712,0.00026630558,0.048761588,0.8885091,0.0010405723,0.0041609835,0.0000330475],"about_ca_topic_score_codex":0.00080560136,"about_ca_topic_score_gemma":0.0005964544,"teacher_disagreement_score":0.0018960951,"about_ca_system_score_codex":0.0002234168,"about_ca_system_score_gemma":0.000092596594,"threshold_uncertainty_score":0.006343007},"labels":[],"label_agreement":null},{"id":"W2115983808","doi":"","title":"Power electronics for low voltage semiconductor technology: challenges and some possible solutions","year":2004,"lang":"en","type":"article","venue":"International Power Electronics and Motion Control Conference","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Power electronics; Electronics; Power (physics); Enhanced Data Rates for GSM Evolution; Computer science; Electrical engineering; Work (physics); Electric power system; Power semiconductor device; Semiconductor device; Technology forecasting; Telecommunications; Voltage; Engineering; Mechanical engineering; Nanotechnology","score_opus":0.010072122963650008,"score_gpt":0.2232935542599283,"score_spread":0.2132214312962783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115983808","genre_codex":"review","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":[0.006046728,0.7762759,0.07608676,0.07941365,0.005978109,0.00009059066,0.00006524639,0.00030487406,0.055738114],"genre_scores_gemma":[0.07013492,0.78971976,0.05887395,0.01360502,0.011269141,0.0002453429,0.00013841808,0.00012707386,0.05588632],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99921787,0.00018185005,0.00004742019,0.000097360804,0.0003938167,0.00006169343],"domain_scores_gemma":[0.9987079,0.0006960179,0.000075396405,0.00007190129,0.00037466417,0.00007419968],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017047639,0.0009924684,0.0008871373,0.00085355836,0.0012486201,0.003602297,0.0012665772,0.0041760267,0.0074084895],"category_scores_gemma":[0.0017177844,0.0004819349,0.00057509576,0.0011068075,0.0020716102,0.0062993034,0.0013299425,0.004376885,0.0025351485],"study_design_candidate":"not_applicable","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":[0.00015864093,0.00022333757,0.00062388147,0.003566704,0.000066786786,0.0011101861,0.0006025314,0.007875632,0.0059018447,0.42351,0.06087587,0.49548456],"study_design_scores_gemma":[0.000050454455,0.00040516924,0.00047963785,0.0018208412,0.000035649264,0.0021359217,0.0011154684,0.008880031,0.0026958052,0.40420693,0.5780756,0.000098489276],"about_ca_topic_score_codex":0.00045063184,"about_ca_topic_score_gemma":0.0007007472,"teacher_disagreement_score":0.0074084895,"about_ca_system_score_codex":0.00085222634,"about_ca_system_score_gemma":0.0010744209,"threshold_uncertainty_score":0.02478391},"labels":[],"label_agreement":null},{"id":"W2135278651","doi":"","title":"Distributed point-of-use power supply architectures","year":2004,"lang":"en","type":"article","venue":"International Power Electronics and Motion Control Conference","topic":"Advanced DC-DC 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":"Concordia University","funders":"","keywords":"Switched-mode power supply applications; Switched-mode power supply; Power (physics); Voltage; Computer science; Low voltage; Electrical engineering; Electronic engineering; Voltage regulation; Voltage optimisation; Point (geometry); Implementation; Constant power circuit; Engineering","score_opus":0.004729928168623481,"score_gpt":0.2051505438822817,"score_spread":0.20042061571365824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135278651","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":[0.037989546,0.0014951928,0.92904854,0.00025502619,0.00016244077,0.00010339917,0.000080042315,0.002272876,0.028592905],"genre_scores_gemma":[0.8758816,0.0015051515,0.097525425,0.00019914893,0.00019755807,0.00015574344,0.00021947683,0.000096535594,0.024219342],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99967945,0.000044603064,0.000016045116,0.000079958394,0.00014872735,0.000031170606],"domain_scores_gemma":[0.99982375,0.000029813698,0.000016838138,0.000035378587,0.00008302507,0.000011231411],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015350984,0.00044524536,0.00035008462,0.00038643475,0.000288252,0.0008419705,0.0014999291,0.00049278536,0.005746592],"category_scores_gemma":[0.00035925873,0.0002233103,0.00016788309,0.00061039446,0.00024543592,0.0012418227,0.0006047529,0.00055968907,0.0018021566],"study_design_candidate":"theoretical_or_conceptual","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":[0.0005537713,0.00019743537,0.0017529128,0.0006543438,0.000079197045,0.0004275232,0.00041278807,0.040159952,0.119306184,0.08652238,0.014366047,0.73556745],"study_design_scores_gemma":[0.00020859769,0.0017991988,0.0022516372,0.00022262296,0.00016182454,0.0034719382,0.00027054184,0.40561146,0.2117362,0.07453741,0.2996111,0.0001174392],"about_ca_topic_score_codex":0.00021898329,"about_ca_topic_score_gemma":0.00047613744,"teacher_disagreement_score":0.005746592,"about_ca_system_score_codex":0.00036424404,"about_ca_system_score_gemma":0.00015636804,"threshold_uncertainty_score":0.019224286},"labels":[],"label_agreement":null}]}