{"meta":{"query_hash":"67ca64fbdd53","filters":{"venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)"},"cohort_total":26,"direct_labels_cover":0,"predictions_cover":26,"exported":26,"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/67ca64fbdd53","api":"https://metacan.xera.ac/api/v1/cohort?venue=2004+IEEE+35th+Annual+Power+Electronics+Specialists+Conference+%28IEEE+Cat.+No.04CH37551%29"},"results":[{"id":"W1927154264","doi":"10.1109/pesc.2004.1355567","title":"A large signal dynamic model for single-phase AC-to-DC converters with power factor correction","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Advanced DC-DC Converters","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":"Queen's University","funders":"","keywords":"Duty cycle; Pulse-width modulation; Converters; Waveform; Control theory (sociology); Small-signal model; DC bias; Power factor; Power (physics); SIGNAL (programming language); Voltage; Computer science; Electronic engineering; Engineering; Physics; Electrical engineering; Control (management)","score_opus":0.011335209476624123,"score_gpt":0.24989241593563924,"score_spread":0.23855720645901513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1927154264","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":[0.0063460637,0.00030849504,0.97914654,0.00021565093,0.00012260544,0.00007476089,0.00017029242,0.00067408633,0.012941507],"genre_scores_gemma":[0.8113479,0.0019465365,0.13600732,0.0004065453,0.00023066,0.00071388425,0.0007558371,0.0003938843,0.04819746],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99981695,0.00002459427,0.000009781833,0.000045736062,0.00008806992,0.000014840414],"domain_scores_gemma":[0.999858,0.000050233448,0.00001711931,0.00002044406,0.000046493267,0.00000761823],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026217333,0.0007926785,0.0007041083,0.0004096711,0.00039745666,0.0009869975,0.0014592778,0.0010512052,0.005024114],"category_scores_gemma":[0.0006327526,0.00032046076,0.0006711173,0.00041251114,0.00038857697,0.0014111041,0.00032976925,0.0013183422,0.0018033903],"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":[0.000058765487,0.000079193385,0.00031877152,0.0002488405,0.000039161863,0.00029843522,0.00012047021,0.8785728,0.023586718,0.05744814,0.0030923649,0.03613631],"study_design_scores_gemma":[0.000008410596,0.000028172306,0.00007880469,0.000007523854,0.000006821054,0.00006686383,0.0000060981006,0.98837787,0.0015068818,0.005810982,0.0040941434,0.000007441334],"about_ca_topic_score_codex":0.0028068454,"about_ca_topic_score_gemma":0.0023416048,"teacher_disagreement_score":0.005024114,"about_ca_system_score_codex":0.0005868725,"about_ca_system_score_gemma":0.000518405,"threshold_uncertainty_score":0.016807318},"labels":[],"label_agreement":null},{"id":"W1935957491","doi":"10.1109/pesc.2004.1355220","title":"A new method for three-phase voltage detection and protection based on reference frame transformation","year":2005,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Islanding Detection in Power Systems","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":"University of New Brunswick","funders":"","keywords":"Voltage; Reference frame; Grid; Computer science; Control theory (sociology); Inverter; Fault (geology); Transformation (genetics); Frame (networking); Stationary Reference Frame; Power (physics); Three-phase; Electronic engineering; Electrical engineering; Engineering; Mathematics; Telecommunications; Physics","score_opus":0.0170481141864413,"score_gpt":0.27709023068989125,"score_spread":0.26004211650344994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1935957491","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":[0.0014878215,0.00014715709,0.9964862,0.000027096325,0.00008650324,0.00003986185,0.000016754551,0.0009224448,0.00078619405],"genre_scores_gemma":[0.12170332,0.00039435754,0.87235326,0.00010271071,0.00012937302,0.00016949787,0.00017643507,0.00017211225,0.004798924],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99905664,0.00013565608,0.000044752935,0.00019486657,0.000532462,0.000035562443],"domain_scores_gemma":[0.99953437,0.00010165205,0.000057531037,0.000099275785,0.00019213387,0.00001505549],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045006344,0.00076991384,0.0007757195,0.0011042957,0.00030826547,0.00067343796,0.0010466519,0.00067899755,0.0030312424],"category_scores_gemma":[0.001296794,0.00031155066,0.00042653302,0.000964674,0.00041780318,0.0011059622,0.00043637515,0.0008137884,0.0015263675],"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":[0.00019306935,0.00006821426,0.00049862405,0.0002559564,0.000060760834,0.00021802328,0.00020538509,0.010790728,0.13803086,0.021478025,0.005286603,0.8229139],"study_design_scores_gemma":[0.00027233604,0.000805908,0.002168135,0.00007135123,0.00013414933,0.0025178718,0.00006775018,0.70853865,0.16425501,0.009682312,0.11129994,0.0001866113],"about_ca_topic_score_codex":0.0009327586,"about_ca_topic_score_gemma":0.0010997662,"teacher_disagreement_score":0.0030312424,"about_ca_system_score_codex":0.0003693619,"about_ca_system_score_gemma":0.0004508175,"threshold_uncertainty_score":0.010140538},"labels":[],"label_agreement":null},{"id":"W2100836559","doi":"10.1109/pesc.2004.1355417","title":"A modified adaptive hill climbing MPPT method for photovoltaic power systems","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":725,"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 British Columbia","funders":"","keywords":"Maximum power point tracking; Hill climbing; Photovoltaic system; Maximum power principle; Control theory (sociology); Computer science; Power (physics); Steady state (chemistry); Climbing; Engineering; Control (management); Artificial intelligence; Electrical engineering; Physics","score_opus":0.02339576434765031,"score_gpt":0.282615438178306,"score_spread":0.2592196738306557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100836559","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":[0.006074275,0.00044211964,0.98973095,0.00008204906,0.000082546656,0.000042758853,0.000027873328,0.00045089127,0.0030664932],"genre_scores_gemma":[0.34608325,0.0007699163,0.6412884,0.00012480187,0.00011260413,0.00019206008,0.00012657598,0.00009466903,0.011207718],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99988675,0.00001862746,0.0000046413998,0.000015072796,0.00006940525,0.0000055085934],"domain_scores_gemma":[0.99993634,0.000015135513,0.0000064559463,0.000007226884,0.0000301325,0.0000046428254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010780698,0.00028275722,0.00028626886,0.00022625244,0.00024050524,0.00024813734,0.00049080007,0.00040932666,0.0013191107],"category_scores_gemma":[0.00026603008,0.00013416249,0.0002317474,0.00037109063,0.00013183842,0.00025651342,0.00014891499,0.00039042163,0.00043399687],"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":[0.00010374325,0.00006895793,0.0003409093,0.000307159,0.00005911744,0.00024285883,0.000092886985,0.17226309,0.10924032,0.009655426,0.0075440793,0.7000815],"study_design_scores_gemma":[0.000031254276,0.00011407693,0.00071259134,0.000014432073,0.000016141652,0.00031324383,0.000010205131,0.9687173,0.010581497,0.0022422608,0.017217014,0.000030077012],"about_ca_topic_score_codex":0.001248808,"about_ca_topic_score_gemma":0.0021355075,"teacher_disagreement_score":0.0013191107,"about_ca_system_score_codex":0.0001297576,"about_ca_system_score_gemma":0.00028903934,"threshold_uncertainty_score":0.0044128895},"labels":[],"label_agreement":null},{"id":"W2102811062","doi":"10.1109/pesc.2004.1355807","title":"Active damping control of a high power PWM current source rectifier for line current THD reduction","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":15,"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; Rockwell Automation (Canada)","funders":"","keywords":"Total harmonic distortion; Rectifier (neural networks); PWM rectifier; Harmonic; LC circuit; Control theory (sociology); Voltage source; Pulse-width modulation; AC power; Current source; Power factor; Engineering; Voltage; Electronic engineering; Physics; Electrical engineering; Computer science; Acoustics; Capacitor","score_opus":0.009966282223706,"score_gpt":0.23983870668932145,"score_spread":0.22987242446561545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102811062","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":[0.10896848,0.00044119882,0.8844767,0.00010824686,0.0000733962,0.00010150636,0.000018417177,0.00075984123,0.00505222],"genre_scores_gemma":[0.958965,0.00015326844,0.039473947,0.00002835522,0.00003375712,0.000046966943,0.000015701828,0.00001921976,0.0012638295],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998282,0.000033354485,0.00001587495,0.000038944538,0.000070886796,0.000012656023],"domain_scores_gemma":[0.9997396,0.00009058971,0.00006520087,0.000024285304,0.00006920449,0.000011144068],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002533174,0.0004720735,0.00040569305,0.00025697876,0.00023780776,0.00049755553,0.00066513475,0.0003369173,0.0014682015],"category_scores_gemma":[0.00044466238,0.00013861591,0.00023663572,0.00017172098,0.00023418046,0.00030689163,0.00021076648,0.00037575923,0.00030874458],"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":[0.0005224646,0.00027858,0.0006526689,0.00055916817,0.00007115665,0.00024136835,0.00032275947,0.03911405,0.6955707,0.0055086226,0.0010959859,0.25606245],"study_design_scores_gemma":[0.00026088062,0.001820195,0.0013531967,0.000038242095,0.000111414614,0.0004839201,0.00004390294,0.78464115,0.20359385,0.0014999448,0.006123073,0.000030222807],"about_ca_topic_score_codex":0.00025806422,"about_ca_topic_score_gemma":0.00043275047,"teacher_disagreement_score":0.0014682015,"about_ca_system_score_codex":0.00019366542,"about_ca_system_score_gemma":0.00015564791,"threshold_uncertainty_score":0.004911661},"labels":[],"label_agreement":null},{"id":"W2106797675","doi":"10.1109/pesc.2004.1355425","title":"An improved perturbation and observation maximum power point tracking algorithm for PV arrays","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":250,"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":"Perturbation (astronomy); Control theory (sociology); Maximum power point tracking; Maximum power principle; Algorithm; Computer science; Mathematics; Power (physics); Photovoltaic system; Engineering; Physics; Control (management); Electrical engineering","score_opus":0.01631641596670181,"score_gpt":0.258747038555588,"score_spread":0.2424306225888862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2106797675","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":[0.003445162,0.00007656802,0.99539316,0.00003532077,0.000026225598,0.000016934198,0.00001025494,0.00035829758,0.00063820806],"genre_scores_gemma":[0.15532565,0.00023659242,0.8398902,0.00006378758,0.00007912884,0.0001229506,0.00011618182,0.00008791737,0.0040777475],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99974734,0.000040660343,0.000011744525,0.000042697266,0.00014486637,0.000012585746],"domain_scores_gemma":[0.99981004,0.000067562316,0.000026250085,0.00002420209,0.00006365137,0.000008391359],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002687374,0.0003854287,0.0004084208,0.00026980514,0.00022433336,0.0003380682,0.0005461489,0.0004537965,0.0011816736],"category_scores_gemma":[0.0008030376,0.00023871985,0.00022684172,0.0005381541,0.00015976957,0.0006150473,0.00025244412,0.0007169364,0.0004668385],"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":[0.0002793863,0.00009447961,0.00064187404,0.00014427346,0.000044866836,0.00013865915,0.00013304448,0.1101734,0.11441352,0.009081343,0.0026118571,0.76224333],"study_design_scores_gemma":[0.000045116805,0.00015994319,0.00067326945,0.000010331796,0.0000179708,0.00018723021,0.0000072427893,0.9640178,0.024364255,0.0018835593,0.008611215,0.000022045704],"about_ca_topic_score_codex":0.00079920347,"about_ca_topic_score_gemma":0.0010493541,"teacher_disagreement_score":0.0011816736,"about_ca_system_score_codex":0.00024181032,"about_ca_system_score_gemma":0.00034908514,"threshold_uncertainty_score":0.0039530396},"labels":[],"label_agreement":null},{"id":"W2108144125","doi":"10.1109/pesc.2004.1355250","title":"A front end self-sustained LLC resonant converter","year":2005,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Advanced DC-DC Converters","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":"Queen's University","funders":"","keywords":"Front and back ends; Electrical engineering; Resonant converter; Front (military); Physics; Computer science; Electronic engineering; Converters; Engineering; Mechanical engineering; Voltage; Operating system","score_opus":0.00584874686721472,"score_gpt":0.21504926851360961,"score_spread":0.20920052164639488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2108144125","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":[0.091827676,0.00046727536,0.86868936,0.00024004042,0.00027943496,0.0001346624,0.00014096573,0.007564435,0.030656202],"genre_scores_gemma":[0.8352663,0.00022612853,0.12919037,0.00033257704,0.00014744511,0.00008600094,0.00021463101,0.00014555233,0.034390904],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997532,0.000020683945,0.000011198512,0.000040150484,0.00015300224,0.000021737576],"domain_scores_gemma":[0.99987507,0.000015582891,0.000009048579,0.000020483323,0.000067754736,0.000012121393],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014930285,0.00019329904,0.00034496744,0.00032931435,0.00029438123,0.00063003955,0.0007739825,0.0004754691,0.0038723217],"category_scores_gemma":[0.00017854893,0.00012510443,0.0002645151,0.00020551968,0.00014616679,0.0004300169,0.0002395564,0.00036484128,0.0016409906],"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":[0.00047415905,0.0003167646,0.0007854492,0.0003027921,0.000051769122,0.0008148797,0.00017791997,0.013184435,0.58788407,0.011369726,0.008316617,0.37632132],"study_design_scores_gemma":[0.000251802,0.0014248521,0.0023925824,0.000070246795,0.00009998375,0.004205599,0.000082726845,0.42430353,0.4832364,0.0057505383,0.07809753,0.00008414836],"about_ca_topic_score_codex":0.00028536253,"about_ca_topic_score_gemma":0.00035607422,"teacher_disagreement_score":0.0038723217,"about_ca_system_score_codex":0.00016446372,"about_ca_system_score_gemma":0.00020391401,"threshold_uncertainty_score":0.012954235},"labels":[],"label_agreement":null},{"id":"W2113952072","doi":"10.1109/pesc.2004.1355336","title":"Implementation of a dSPACE-based digital controller for a single-phase UPF two-stage boost rectifier","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"DSPACE; Rectifier (neural networks); MATLAB; Transient (computer programming); Controller (irrigation); Computer science; Control theory (sociology); Small-signal model; Three-phase; Digital control; Single phase; Voltage; Electronic engineering; Topology (electrical circuits); Engineering; Control (management); Electrical engineering; Algorithm","score_opus":0.012161402580873493,"score_gpt":0.2688301772770529,"score_spread":0.2566687746961794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113952072","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":[0.04453213,0.0002643122,0.92903095,0.00015107641,0.0002532801,0.0006137237,0.00016672091,0.008144464,0.016843366],"genre_scores_gemma":[0.84416604,0.00017396615,0.1422144,0.00019743408,0.00006081864,0.00041856788,0.00019920281,0.00020916431,0.012360389],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996182,0.000047515663,0.000032187825,0.000083723615,0.00018366931,0.000034721717],"domain_scores_gemma":[0.99955446,0.0001228453,0.0000372729,0.00007760978,0.00018262921,0.00002515141],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005310782,0.000496289,0.00044426075,0.00039560837,0.00031283137,0.0009881209,0.001386759,0.0004475929,0.010528848],"category_scores_gemma":[0.0009239475,0.00019976894,0.00023912624,0.00025774064,0.00023375617,0.00042813478,0.0002596066,0.0007135981,0.002318886],"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":[0.0012262139,0.0007455252,0.0012754214,0.0013294797,0.00012273774,0.00041606268,0.00046619613,0.030128296,0.32964537,0.00796922,0.0068208775,0.61985457],"study_design_scores_gemma":[0.0007862854,0.002259203,0.00245087,0.00008401838,0.00011170035,0.0010447518,0.00008465683,0.40624487,0.5407848,0.001900541,0.044157453,0.00009087204],"about_ca_topic_score_codex":0.0007075516,"about_ca_topic_score_gemma":0.00064750994,"teacher_disagreement_score":0.010528848,"about_ca_system_score_codex":0.00029200912,"about_ca_system_score_gemma":0.0006040757,"threshold_uncertainty_score":0.03522247},"labels":[],"label_agreement":null},{"id":"W2116552182","doi":"10.1109/pesc.2004.1355112","title":"A real-time simulator for doubly fed induction generator based wind turbine applications","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Opal-Rt Technologies (Canada)","funders":"","keywords":"Real-time simulation; Turbine; Simulation; Computer science; Pulse-width modulation; Induction generator; Generator (circuit theory); Rotor (electric); Controller (irrigation); Wind power; Voltage; Control engineering; Control theory (sociology); Engineering; Control (management); Power (physics); Electrical engineering","score_opus":0.010385244587482361,"score_gpt":0.23858614689846644,"score_spread":0.22820090231098408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116552182","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":[0.009808676,0.00030413343,0.9658916,0.00009557589,0.00016567476,0.00026390504,0.0011241934,0.013767537,0.008578843],"genre_scores_gemma":[0.38535228,0.001860724,0.56459403,0.00025327125,0.0001226645,0.0021598828,0.00887234,0.0059566903,0.030828152],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99967813,0.00008000986,0.000030407497,0.000027382894,0.00016286124,0.000021164544],"domain_scores_gemma":[0.9993863,0.0002279164,0.000039230203,0.00011793144,0.00018589757,0.000042792708],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054391276,0.0008547369,0.0005535619,0.00038060953,0.00023487232,0.0006594276,0.0018054715,0.00079659827,0.011461097],"category_scores_gemma":[0.0014538101,0.00044588483,0.00048667623,0.00035598458,0.00019219122,0.00071719545,0.00038656243,0.0013150045,0.004268512],"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":[0.00048504426,0.00027293904,0.0017680598,0.0009378822,0.00012509688,0.00063224573,0.00035262742,0.7214627,0.08880748,0.020995028,0.031029241,0.13313161],"study_design_scores_gemma":[0.00011506954,0.00014990574,0.0003309532,0.00003853457,0.00003212271,0.00023597252,0.000021469677,0.9071527,0.02048313,0.0030243078,0.06838561,0.00003017379],"about_ca_topic_score_codex":0.0009787471,"about_ca_topic_score_gemma":0.0011055672,"teacher_disagreement_score":0.011461097,"about_ca_system_score_codex":0.0002672437,"about_ca_system_score_gemma":0.00063922466,"threshold_uncertainty_score":0.038341224},"labels":[],"label_agreement":null},{"id":"W2120682855","doi":"10.1109/pesc.2004.1355681","title":"New measurement methods to characterize transformer core loss and copper loss in high frequency switching mode power supplies","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Silicon Carbide Semiconductor Technologies","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":"Copper loss; Transformer; Electronic engineering; Frequency domain; Solver; Power loss; Computer science; Electrical engineering; Engineering; Voltage; Electromagnetic coil","score_opus":0.02496317136282744,"score_gpt":0.2774335653962611,"score_spread":0.25247039403343363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120682855","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":[0.043469533,0.0007540854,0.9517424,0.00012160577,0.000071430484,0.00012818651,0.0001062888,0.0013942083,0.0022121803],"genre_scores_gemma":[0.6745891,0.00087982777,0.32020178,0.0001496036,0.00009982375,0.0003613572,0.00019015945,0.0001454735,0.0033828232],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99632084,0.00041630078,0.00013235104,0.00030835226,0.0027046488,0.00011757879],"domain_scores_gemma":[0.99720407,0.000571663,0.0005537227,0.00030689454,0.0013005462,0.000063145875],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015410621,0.0009918843,0.0006824008,0.0016568634,0.00029168747,0.0010708648,0.0015372494,0.0007367584,0.0008767571],"category_scores_gemma":[0.0035764975,0.0005700834,0.0003388397,0.0015429608,0.000728369,0.0022842567,0.0006976394,0.0010440338,0.00041396733],"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":[0.00067214214,0.00029423408,0.011936682,0.00088294264,0.00013560195,0.00024809295,0.00074028946,0.029573876,0.5012008,0.00972105,0.0037321828,0.44086206],"study_design_scores_gemma":[0.00017544853,0.0010111658,0.012744134,0.00008465127,0.000106783635,0.0011431563,0.00020881077,0.2890126,0.6809159,0.004257481,0.010188866,0.00015100611],"about_ca_topic_score_codex":0.0005613078,"about_ca_topic_score_gemma":0.0008540916,"teacher_disagreement_score":0.0016568634,"about_ca_system_score_codex":0.0010698355,"about_ca_system_score_gemma":0.00048403654,"threshold_uncertainty_score":0.008150041},"labels":[],"label_agreement":null},{"id":"W2122732326","doi":"10.1109/pesc.2004.1355070","title":"Closed-loop SPWM control for grid-connected buck-boost inverters","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":44,"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":"Control theory (sociology); Inverter; Computer science; Pulse-width modulation; Total harmonic distortion; Capacitor; Inductor; Voltage; Robustness (evolution); Engineering; Electrical engineering; Control (management)","score_opus":0.006762180566868302,"score_gpt":0.20622846415813628,"score_spread":0.19946628359126797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122732326","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":[0.05073365,0.00020552936,0.94383126,0.000042897707,0.00004833083,0.000048391248,0.000027089223,0.00071964366,0.0043432177],"genre_scores_gemma":[0.9630286,0.00010594131,0.034867685,0.000024520306,0.000012861298,0.00004397924,0.000031728425,0.000024725565,0.0018599319],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999001,0.000015631342,0.000006844397,0.000018907738,0.00005138113,0.0000071913396],"domain_scores_gemma":[0.9999099,0.00002732097,0.000016952608,0.000009079859,0.00003276491,0.0000039546553],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019451059,0.00026143,0.00020032418,0.00017142356,0.00017172408,0.0003674198,0.00038886006,0.00017882904,0.0014216589],"category_scores_gemma":[0.0003942444,0.00012541725,0.00014647904,0.00019564765,0.00018802534,0.00024349133,0.00013921557,0.00023510534,0.000242008],"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":[0.00047743222,0.00021061911,0.0010974624,0.00064922264,0.00006569099,0.00023187933,0.00037988895,0.227177,0.20073713,0.021259133,0.001953986,0.54576063],"study_design_scores_gemma":[0.000055341756,0.00025497857,0.0004630453,0.000011541425,0.000016047983,0.000071981834,0.000013130136,0.9695625,0.023492401,0.00393617,0.0021148105,0.000008156435],"about_ca_topic_score_codex":0.0007230875,"about_ca_topic_score_gemma":0.00077297416,"teacher_disagreement_score":0.0014216589,"about_ca_system_score_codex":0.00018717372,"about_ca_system_score_gemma":0.00018231654,"threshold_uncertainty_score":0.004755914},"labels":[],"label_agreement":null},{"id":"W2129600290","doi":"10.1109/pesc.2004.1355085","title":"Adaptive backstepping based nonlinear control of an IPMSM drive","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Sensorless Control of Electric Motors","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":"Backstepping; Control theory (sociology); Controller (irrigation); Lyapunov stability; Nonlinear system; MATLAB; Computer science; Electronic speed control; Control engineering; Lyapunov function; Adaptive control; Stability (learning theory); Scheme (mathematics); Engineering; Control (management); Mathematics","score_opus":0.008800282594586331,"score_gpt":0.22000502531835772,"score_spread":0.21120474272377138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2129600290","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":[0.23483534,0.00038634223,0.75757253,0.00012436342,0.00012205366,0.00007612152,0.000024311716,0.00055238145,0.0063065896],"genre_scores_gemma":[0.9784888,0.000086300926,0.019806962,0.000019267382,0.000013359457,0.000032558622,0.0000129029195,0.0000055293704,0.0015342578],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99988997,0.000023806699,0.000006259964,0.000018476954,0.000054008156,0.000007380241],"domain_scores_gemma":[0.99984896,0.000059383314,0.000027467328,0.0000128520005,0.00004400331,0.000007355928],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024923016,0.000310216,0.00018538584,0.00010898583,0.00012978705,0.00027040645,0.0003516685,0.00026972927,0.0008221913],"category_scores_gemma":[0.00056288874,0.000078552264,0.00012154154,0.000079528334,0.000274276,0.0001835499,0.00017918459,0.00029291085,0.00010961891],"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":[0.0007046025,0.00018992824,0.0013750297,0.00050806376,0.00007030916,0.00044672875,0.00036469926,0.47030166,0.2530603,0.008419716,0.0010553793,0.26350358],"study_design_scores_gemma":[0.00002759094,0.0004173992,0.0005953676,0.0000066265884,0.000010015818,0.00005162764,0.000009523714,0.98528546,0.012127275,0.000386922,0.0010749925,0.00000727878],"about_ca_topic_score_codex":0.0013771101,"about_ca_topic_score_gemma":0.001330773,"teacher_disagreement_score":0.0013771101,"about_ca_system_score_codex":0.00017455549,"about_ca_system_score_gemma":0.00018944844,"threshold_uncertainty_score":0.002750516},"labels":[],"label_agreement":null},{"id":"W2131485798","doi":"10.1109/pesc.2004.1355599","title":"A hybrid current controller for a 1-phase PWM rectifier combining hysteresis and carrier-based schemes to achieve a zero current error and unipolar PWM waveforms","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Multilevel Inverters and Converters","field":"Engineering","cited_by":10,"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":"Control theory (sociology); Pulse-width modulation; Controller (irrigation); PWM rectifier; Rectifier (neural networks); Integrator; SIGNAL (programming language); Computer science; Voltage; Waveform; Electronic engineering; Engineering; Electrical engineering","score_opus":0.0216844045113502,"score_gpt":0.28036919692914636,"score_spread":0.2586847924177962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131485798","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":[0.0088378405,0.0007422769,0.97867614,0.00009527502,0.00020606781,0.00032774988,0.00005937702,0.0034488859,0.0076063676],"genre_scores_gemma":[0.35158744,0.0007847484,0.62870055,0.00039186992,0.00036864684,0.00066758343,0.00025580535,0.00023566454,0.01700773],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996209,0.000029801624,0.000029119765,0.00007749986,0.0002198655,0.000022819078],"domain_scores_gemma":[0.9996928,0.000059261354,0.00004871355,0.000037988946,0.00014408841,0.000017176473],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004187907,0.00046592735,0.0004241291,0.0005650702,0.00038421954,0.0007627909,0.0015987623,0.00063458073,0.004539694],"category_scores_gemma":[0.00051902654,0.00018577123,0.00024573048,0.00032058943,0.0002861376,0.00072430924,0.0003049332,0.00074687373,0.0013870959],"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":[0.00018868857,0.00023875161,0.00038788267,0.0007412499,0.00006136668,0.00019521735,0.00016002753,0.018149262,0.38329315,0.023285108,0.006126742,0.5671725],"study_design_scores_gemma":[0.00042920437,0.0020733504,0.001782032,0.00013429111,0.00018052653,0.0022325167,0.000040652205,0.47663423,0.35137296,0.009892492,0.15506758,0.00016017165],"about_ca_topic_score_codex":0.0003771321,"about_ca_topic_score_gemma":0.00068022305,"teacher_disagreement_score":0.004539694,"about_ca_system_score_codex":0.0003578378,"about_ca_system_score_gemma":0.00037226948,"threshold_uncertainty_score":0.015186787},"labels":[],"label_agreement":null},{"id":"W2140237476","doi":"10.1109/pesc.2004.1355671","title":"Experimental validation of nonlinear and adaptive control strategies implemented on a 3-phase 3-level NPC boost rectifier","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Multilevel Inverters and Converters","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Control theory (sociology); Parametric statistics; Rectifier (neural networks); Nonlinear system; Pulse-width modulation; Computer science; Voltage; Microprocessor; Three-phase; Adaptive control; Electronic engineering; Power (physics); Engineering; Control (management); Mathematics; Electrical engineering; Physics","score_opus":0.02428042766580722,"score_gpt":0.27576656174375597,"score_spread":0.25148613407794873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2140237476","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":[0.9431236,0.00011675801,0.052232232,0.00007353716,0.00006823306,0.00017039428,0.00015709364,0.0005561269,0.0035019435],"genre_scores_gemma":[0.9934569,0.000049147697,0.005290932,0.0000144528,0.0000058008495,0.00006606435,0.000054642074,0.000018845798,0.0010432692],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994961,0.00007989213,0.000043599164,0.00008735118,0.00021446327,0.00007860351],"domain_scores_gemma":[0.99926966,0.00022505403,0.000119708486,0.00012295012,0.0002214567,0.000041171465],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054515316,0.00045538793,0.0003851279,0.00025902336,0.00025824094,0.0003988483,0.00089413807,0.0005502766,0.002144156],"category_scores_gemma":[0.0009647208,0.00015016881,0.0002270358,0.00022177324,0.00038634913,0.00040779405,0.00026979457,0.0005273854,0.00033987305],"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":[0.0013417368,0.0010086489,0.001593114,0.0008523361,0.00006868974,0.00036439835,0.0005373899,0.02248653,0.9259786,0.0009586518,0.0005232065,0.044286795],"study_design_scores_gemma":[0.00028257226,0.0068504293,0.0070593166,0.00004479884,0.000057983958,0.0002246124,0.00016851837,0.08447061,0.8978378,0.00039915237,0.0025586237,0.00004556724],"about_ca_topic_score_codex":0.0008473715,"about_ca_topic_score_gemma":0.0007109041,"teacher_disagreement_score":0.002144156,"about_ca_system_score_codex":0.00021658454,"about_ca_system_score_gemma":0.00019540175,"threshold_uncertainty_score":0.007172942},"labels":[],"label_agreement":null},{"id":"W2141913243","doi":"10.1109/pesc.2004.1354725","title":"Multiple frequency modeling of high frequency resonant inverter system","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":22,"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; Harmonics; Resonant inverter; Converters; Power (physics); RLC circuit; Electronic engineering; AC power; Harmonic; Harmonic analysis; Computer science; Control theory (sociology); Physics; Electrical engineering; Engineering; Voltage; Capacitor; Acoustics; Control (management)","score_opus":0.010132201608399559,"score_gpt":0.2083410354456045,"score_spread":0.19820883383720495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2141913243","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":[0.02341715,0.00023339104,0.96395653,0.00010387051,0.00003369925,0.00003871771,0.0001245322,0.0005919467,0.011500104],"genre_scores_gemma":[0.89503765,0.0005779753,0.09133693,0.00006647244,0.00005716244,0.00016210962,0.00020365004,0.000096086165,0.012461867],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997713,0.00004889411,0.000011270263,0.000053535838,0.00009345493,0.000021539654],"domain_scores_gemma":[0.999907,0.0000259261,0.000017579956,0.000019239576,0.000025633928,0.0000046453288],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019384334,0.00046999485,0.0005522149,0.00028732652,0.0002305188,0.0006283159,0.00088527834,0.00063370256,0.0037369197],"category_scores_gemma":[0.00034729813,0.00018747932,0.0004887939,0.00031941425,0.00024958875,0.00087918644,0.00030891507,0.0005908892,0.0006412734],"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":[0.000060765437,0.000041128576,0.00056788535,0.00014933213,0.000025219488,0.00019310365,0.00012890593,0.8743317,0.030369647,0.051829614,0.001328083,0.04097454],"study_design_scores_gemma":[0.0000044422072,0.000022646174,0.00009570863,0.000003626931,0.0000046606533,0.000029301855,0.000006182541,0.9933549,0.0012484307,0.0037887646,0.001437442,0.000003829838],"about_ca_topic_score_codex":0.0019689342,"about_ca_topic_score_gemma":0.0016233,"teacher_disagreement_score":0.0037369197,"about_ca_system_score_codex":0.00047433266,"about_ca_system_score_gemma":0.0003080933,"threshold_uncertainty_score":0.01250124},"labels":[],"label_agreement":null},{"id":"W2146580436","doi":"10.1109/pesc.2004.1355224","title":"Safe controlled islanding of inverter based distributed generation","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Islanding Detection in Power Systems","field":"Engineering","cited_by":29,"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 Waterloo","funders":"","keywords":"Islanding; Inverter; Computer science; Distributed generation; Electronic engineering; Electrical engineering; Voltage; Engineering; Renewable energy","score_opus":0.012233486400823815,"score_gpt":0.22092263329369805,"score_spread":0.20868914689287424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146580436","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":[0.2230994,0.0005733081,0.75835335,0.00017571189,0.00011786357,0.00006976702,0.000056219033,0.0014544129,0.016099945],"genre_scores_gemma":[0.98430955,0.00014155413,0.014251817,0.000017698612,0.00001328895,0.000014484045,0.00002602232,0.000020807078,0.0012047843],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999008,0.00001524712,0.000004920754,0.000015359583,0.00005145354,0.000012181177],"domain_scores_gemma":[0.9998683,0.000037905676,0.00003012979,0.00002152862,0.00003336998,0.000008717581],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009417346,0.00024100681,0.0001730669,0.00020051892,0.00014067489,0.00031044235,0.00033996798,0.0001968514,0.00082104077],"category_scores_gemma":[0.00040889025,0.00009006645,0.00010405515,0.00013222807,0.00031869274,0.0003347222,0.00023042454,0.0002719339,0.00015700347],"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":[0.0007400288,0.00018150888,0.0026259893,0.00026847183,0.00005013827,0.0009659969,0.00043086798,0.18419603,0.33458152,0.065132044,0.0027272487,0.40810016],"study_design_scores_gemma":[0.00006815186,0.000593486,0.001182929,0.00002280536,0.00002762382,0.00032250106,0.000049127844,0.8709129,0.09614489,0.021759598,0.008898856,0.000017113312],"about_ca_topic_score_codex":0.0005839084,"about_ca_topic_score_gemma":0.0008435707,"teacher_disagreement_score":0.00082104077,"about_ca_system_score_codex":0.0001641269,"about_ca_system_score_gemma":0.00016288762,"threshold_uncertainty_score":0.0027467012},"labels":[],"label_agreement":null},{"id":"W2149935632","doi":"10.1109/pesc.2004.1355257","title":"A new ultra fast 48 V voltage regulator module part I: sampled-data modeling","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":6,"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":"Regulator; Voltage regulator; Controller (irrigation); Control theory (sociology); Transient (computer programming); Voltage; Computer science; Topology (electrical circuits); Transient response; Electronic engineering; Control engineering; Engineering; Control (management); Electrical engineering","score_opus":0.020861475068562795,"score_gpt":0.24310946140411702,"score_spread":0.22224798633555423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149935632","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":[0.009260699,0.00021837394,0.9865263,0.00008150721,0.00006324494,0.00008729058,0.00007947898,0.0015260596,0.0021569196],"genre_scores_gemma":[0.7050219,0.00068387587,0.28472453,0.00017647418,0.00010050403,0.0005435023,0.0003500603,0.0001914612,0.008207572],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996513,0.000058315807,0.000018325942,0.000057922163,0.00019720684,0.000016870044],"domain_scores_gemma":[0.9998305,0.000037362282,0.000026728829,0.000041413346,0.000057298254,0.000006696829],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032045957,0.00047984257,0.000585131,0.00031953395,0.00021211315,0.00082796835,0.0015662974,0.0005524194,0.0029024375],"category_scores_gemma":[0.0004049454,0.00030798255,0.0004509234,0.0002539374,0.00026595907,0.0008921573,0.0002516439,0.0008370047,0.000887566],"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":[0.00037611678,0.000287841,0.0018159229,0.00069178856,0.00017967304,0.00036269825,0.00036901332,0.25559208,0.34851038,0.03008382,0.00643625,0.35529444],"study_design_scores_gemma":[0.00003721568,0.00022547893,0.00039880097,0.000018409679,0.000029711926,0.0001771672,0.000010650783,0.94825727,0.037265323,0.0017189011,0.011839815,0.000021296803],"about_ca_topic_score_codex":0.0007283953,"about_ca_topic_score_gemma":0.0007357422,"teacher_disagreement_score":0.0029024375,"about_ca_system_score_codex":0.00036662852,"about_ca_system_score_gemma":0.00040036484,"threshold_uncertainty_score":0.009709656},"labels":[],"label_agreement":null},{"id":"W2151672915","doi":"10.1109/pesc.2004.1354733","title":"Variable output, soft-switching DC/DC converter for VLSI dynamic voltage scaling power supply applications","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Analog and Mixed-Signal Circuit Design","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dynamic voltage scaling; Voltage; Buck converter; Electronic engineering; Very-large-scale integration; Boost converter; Computer science; Electrical engineering; Engineering","score_opus":0.008530099838192676,"score_gpt":0.22398021294321274,"score_spread":0.21545011310502007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2151672915","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":[0.20368765,0.0034494624,0.7381314,0.0007850538,0.00034888356,0.0002503783,0.00031583002,0.0049401163,0.04809131],"genre_scores_gemma":[0.85929096,0.0012157699,0.121977024,0.00025298967,0.00010953936,0.000106213236,0.00027115984,0.0001455417,0.016630819],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99987423,0.000017732318,0.000007303715,0.000017453993,0.0000739216,0.000009447492],"domain_scores_gemma":[0.9998598,0.000029881838,0.000014306648,0.000018803727,0.0000686338,0.00000851889],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014374206,0.00020683819,0.0001581042,0.0002069076,0.00019601324,0.00052137853,0.00066219864,0.00016984747,0.0036238506],"category_scores_gemma":[0.0003985458,0.00011849925,0.00008967566,0.00036212525,0.00014559564,0.00035961784,0.00018155827,0.0003681396,0.0008320176],"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":[0.0001761623,0.000063824395,0.00082498044,0.00031395702,0.000020505824,0.00013512965,0.00009841613,0.005117447,0.59595716,0.008454944,0.0042808745,0.38455644],"study_design_scores_gemma":[0.00011471729,0.001546263,0.0035378726,0.000091886264,0.00008876449,0.0009844763,0.000117171134,0.1402918,0.7391951,0.0055027655,0.1084936,0.00003563091],"about_ca_topic_score_codex":0.0003218996,"about_ca_topic_score_gemma":0.0007465947,"teacher_disagreement_score":0.0036238506,"about_ca_system_score_codex":0.0002701972,"about_ca_system_score_gemma":0.00027079473,"threshold_uncertainty_score":0.012122989},"labels":[],"label_agreement":null},{"id":"W2156274634","doi":"10.1109/pesc.2004.1355102","title":"Real-time simulator for medium voltage drives fed by current source inverter","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Real-time simulation and control systems","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":"Toronto Metropolitan University","funders":"","keywords":"Real Time Digital Simulator; DSPACE; Real-time simulation; Computer science; Simulation; Controller (irrigation); Inverter; Voltage; Solver; Computer architecture simulator; Transient (computer programming); Interpolation (computer graphics); Power (physics); Electric power system; Engineering; Electrical engineering","score_opus":0.007507907882346707,"score_gpt":0.23523704081958569,"score_spread":0.22772913293723898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156274634","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":[0.01909114,0.00018965048,0.9643725,0.000109465866,0.00011638653,0.00025416067,0.0007012376,0.007729483,0.0074358564],"genre_scores_gemma":[0.5679928,0.0008313381,0.40348527,0.00012606745,0.00005847153,0.0014466302,0.0033097845,0.0017140277,0.021035625],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997149,0.000054656903,0.000023332934,0.000023635144,0.00016319248,0.000020306697],"domain_scores_gemma":[0.99947864,0.00020619002,0.000040198218,0.00008442965,0.0001597034,0.00003091242],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005095714,0.00062993955,0.00062778726,0.00040884054,0.00028991007,0.00061222253,0.0017042453,0.0006513356,0.0083324285],"category_scores_gemma":[0.0011602881,0.00033467208,0.00050116784,0.0003751159,0.00023528382,0.0006571393,0.00037559468,0.0010720979,0.0012832438],"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":[0.00024052037,0.00013280314,0.0015615512,0.0004718992,0.00008133561,0.00035167302,0.00025894417,0.86594534,0.03905031,0.019527618,0.009062877,0.06331513],"study_design_scores_gemma":[0.000037893096,0.000058423324,0.00014212955,0.000009653027,0.000012193158,0.0000788801,0.000010827066,0.97850287,0.006788532,0.0012329079,0.013114546,0.000011134166],"about_ca_topic_score_codex":0.001728579,"about_ca_topic_score_gemma":0.0017032373,"teacher_disagreement_score":0.0083324285,"about_ca_system_score_codex":0.00042422776,"about_ca_system_score_gemma":0.0009049959,"threshold_uncertainty_score":0.027874768},"labels":[],"label_agreement":null},{"id":"W2156994838","doi":"10.1109/pesc.2004.1355138","title":"A new design method for PI-like fuzzy logic controllers for DC-to-DC converters","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":29,"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":"Converters; Control theory (sociology); Fuzzy logic; Control engineering; Controller (irrigation); Computer science; Heuristic; Fuzzy control system; Small-signal model; PID controller; Engineering; Control (management); Voltage; Artificial intelligence; Temperature control","score_opus":0.02692044485726072,"score_gpt":0.2791327567680927,"score_spread":0.252212311910832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156994838","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":[0.00033185811,0.00007954651,0.99762183,0.000038772865,0.00005803159,0.000041318355,0.000007745215,0.00018744855,0.0016333741],"genre_scores_gemma":[0.05774384,0.0003796502,0.9321466,0.00022248631,0.00011607457,0.0002763431,0.00005802458,0.00008265356,0.008974446],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996439,0.00003474441,0.000019405943,0.000079482066,0.00020863075,0.000013788592],"domain_scores_gemma":[0.99984515,0.000040013885,0.000013261258,0.000017926575,0.00007611927,0.0000074361956],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034335908,0.00057930686,0.00035595475,0.0004795904,0.00055887667,0.0007682318,0.0009839953,0.00074870547,0.0042992653],"category_scores_gemma":[0.0007713326,0.00029516697,0.00043259375,0.000310466,0.0005517766,0.00070933095,0.00038711043,0.001166604,0.0013009625],"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":[0.0000872211,0.00008779535,0.00016797517,0.00059094,0.00006032976,0.00028751022,0.00031144774,0.04420853,0.14273217,0.10871705,0.0060040713,0.696745],"study_design_scores_gemma":[0.00013372085,0.0003268137,0.00030773546,0.00011349099,0.00008405774,0.0010885268,0.00005426037,0.71208113,0.089293405,0.041730195,0.15470155,0.00008508184],"about_ca_topic_score_codex":0.00076484826,"about_ca_topic_score_gemma":0.0010885188,"teacher_disagreement_score":0.0042992653,"about_ca_system_score_codex":0.00042445183,"about_ca_system_score_gemma":0.00059628504,"threshold_uncertainty_score":0.014382422},"labels":[],"label_agreement":null},{"id":"W2158228894","doi":"10.1109/pesc.2004.1355142","title":"Power factor correction in single phase AC-DC conversion: control circuits for performance optimization","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":17,"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":"Alberta Innovates - Health Solutions","keywords":"Power factor; Total harmonic distortion; Capacitor; Electronic circuit; Converters; AC power; Pulse-width modulation; Energy storage; Electronic engineering; Computer science; Voltage; Power (physics); Control theory (sociology); Engineering; Electrical engineering; Control (management); Physics","score_opus":0.010855719761450425,"score_gpt":0.2328680202096497,"score_spread":0.22201230044819928,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158228894","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":[0.01995697,0.0043055783,0.95773005,0.0003211552,0.00010214562,0.000116657524,0.00006328457,0.0009534057,0.016450807],"genre_scores_gemma":[0.71126384,0.008304056,0.257599,0.00016625106,0.00049970514,0.00021499432,0.00014155924,0.00025643824,0.021554278],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998253,0.000019522799,0.000008508917,0.000032902793,0.00009904458,0.000014813162],"domain_scores_gemma":[0.9998591,0.000054922715,0.00002857018,0.00001603316,0.000037481015,0.000003889991],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026956087,0.00062305806,0.00034416642,0.00031367596,0.0002110156,0.00095090433,0.000637129,0.00042366964,0.0038259951],"category_scores_gemma":[0.00077110215,0.00014250359,0.00014363136,0.0006305565,0.00026248547,0.00083872676,0.00014999264,0.0005787486,0.0008916228],"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":[0.00018560402,0.00016104316,0.00037183674,0.0006123551,0.000030535495,0.00007404796,0.00012583628,0.08417295,0.12815939,0.04933839,0.0038464265,0.7329216],"study_design_scores_gemma":[0.00013760985,0.0008309833,0.0011196204,0.0001401084,0.00008223755,0.0004507258,0.000050821094,0.7413563,0.15251887,0.03297922,0.0702894,0.00004404487],"about_ca_topic_score_codex":0.00048416,"about_ca_topic_score_gemma":0.0005478447,"teacher_disagreement_score":0.0038259951,"about_ca_system_score_codex":0.00053449057,"about_ca_system_score_gemma":0.00027890364,"threshold_uncertainty_score":0.012799203},"labels":[],"label_agreement":null},{"id":"W2159391209","doi":"10.1109/pesc.2004.1355765","title":"Real time digital simulation for control and protection system testing","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":88,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"RTDS Technologies (Canada)","funders":"","keywords":"Computer science; Control (management); System testing; Control system; Reliability engineering; Engineering; Software engineering; Electrical engineering; Artificial intelligence","score_opus":0.011324691220193087,"score_gpt":0.22146844491041012,"score_spread":0.21014375369021704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159391209","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":[0.0072407685,0.00049901917,0.97362566,0.0002323826,0.00019588557,0.00011087427,0.00024775104,0.002972905,0.014874658],"genre_scores_gemma":[0.39688286,0.002441074,0.5759629,0.00028018004,0.0001260384,0.0008476061,0.001442982,0.0011046111,0.020911794],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993673,0.0002684114,0.00004178269,0.000035587207,0.00025529278,0.000031593412],"domain_scores_gemma":[0.9987367,0.000741044,0.000045465153,0.0002029123,0.00022871752,0.00004512959],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006778826,0.0007468072,0.00048865133,0.0004787089,0.00028540744,0.00097611593,0.00090778404,0.0008257323,0.013791382],"category_scores_gemma":[0.003036042,0.00031500534,0.00047902047,0.0005143032,0.0004264704,0.0009266223,0.0005575497,0.0011944073,0.0020650092],"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":[0.00028973818,0.00013042042,0.0011017177,0.00039137082,0.000048335467,0.00016325236,0.00016531163,0.7834258,0.021501062,0.06193901,0.009524093,0.12131985],"study_design_scores_gemma":[0.00005415957,0.000107667154,0.00015457667,0.00004037041,0.000014175483,0.000078530575,0.000019000287,0.9455278,0.008287833,0.008060788,0.037637245,0.000017938022],"about_ca_topic_score_codex":0.0020216752,"about_ca_topic_score_gemma":0.0016123235,"teacher_disagreement_score":0.013791382,"about_ca_system_score_codex":0.0005823969,"about_ca_system_score_gemma":0.00079766504,"threshold_uncertainty_score":0.046136796},"labels":[],"label_agreement":null},{"id":"W2160043577","doi":"10.1109/pesc.2004.1355418","title":"Integration of energy storage with a doubly-fed induction machine for wind power applications","year":2005,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Wind Turbine Control Systems","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Wind power; Energy storage; AC power; Induction generator; Transient (computer programming); Converters; Transient voltage suppressor; Control theory (sociology); Power control; Power (physics); Electric power system; Engineering; Rotor (electric); Compensation (psychology); Voltage; Computer science; Electrical engineering; Control (management); Physics","score_opus":0.008448401962400272,"score_gpt":0.22075354181837367,"score_spread":0.2123051398559734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160043577","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":[0.2536811,0.0023914068,0.71224993,0.00069241144,0.000440746,0.0002416584,0.00027934337,0.003909848,0.026113544],"genre_scores_gemma":[0.9422514,0.00052503933,0.051099945,0.000068481495,0.0000614862,0.00007520661,0.00014207934,0.000027525191,0.005748852],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999366,0.0000132767445,0.000010083572,0.000009869263,0.000024396719,0.000005729764],"domain_scores_gemma":[0.9998969,0.00002357564,0.000013417056,0.000020410062,0.000035835226,0.00000977549],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001399644,0.0002455092,0.00035602073,0.00015190015,0.00022942247,0.00042268008,0.00058995787,0.00030358523,0.002318854],"category_scores_gemma":[0.00018138748,0.00015231148,0.00015686879,0.0003391778,0.00017103498,0.0006238204,0.00026751138,0.00034885426,0.0005717087],"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":[0.0017113533,0.00056257437,0.004130067,0.0009455796,0.00016818248,0.0016917615,0.00025898553,0.06626488,0.3780924,0.027885916,0.007680356,0.51060796],"study_design_scores_gemma":[0.00034025492,0.0030154348,0.0050414097,0.00017880331,0.0003359216,0.002100814,0.00010664479,0.70739645,0.20626341,0.016216792,0.05891884,0.00008522419],"about_ca_topic_score_codex":0.00019488503,"about_ca_topic_score_gemma":0.0005248582,"teacher_disagreement_score":0.002318854,"about_ca_system_score_codex":0.00009115393,"about_ca_system_score_gemma":0.0001368234,"threshold_uncertainty_score":0.0077573657},"labels":[],"label_agreement":null},{"id":"W2162306566","doi":"10.1109/pesc.2004.1355221","title":"SVPWM-based current controller with grid harmonic compensation for three-phase grid-connected VSI","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Multilevel Inverters and Converters","field":"Engineering","cited_by":63,"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":"Overcurrent; Control theory (sociology); Harmonics; Pulse-width modulation; Controller (irrigation); Harmonic; Compensation (psychology); Computer science; Grid; Voltage; Timer; Three-phase; Engineering; Electronic engineering; Electrical engineering; Microcontroller; Control (management); Physics","score_opus":0.018890306375569217,"score_gpt":0.2530231028382712,"score_spread":0.23413279646270196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2162306566","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":[0.08930868,0.00074422976,0.89903927,0.00024166003,0.00021562816,0.00017326557,0.00007368809,0.0037754343,0.0064280634],"genre_scores_gemma":[0.93654907,0.0001778663,0.060939744,0.00008712579,0.000052339947,0.00008763569,0.0000933145,0.000047841717,0.0019651128],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999683,0.000047385744,0.00003161196,0.000047794438,0.00017078215,0.000019457479],"domain_scores_gemma":[0.9997123,0.00004813681,0.000063318956,0.000041059102,0.00012038905,0.000014803693],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038924598,0.00040680743,0.0004785319,0.0003654935,0.00034691475,0.00058814784,0.0010378887,0.00040743,0.001655353],"category_scores_gemma":[0.0007587033,0.00016550768,0.00020258845,0.0004671465,0.00026078025,0.00038597453,0.00024883813,0.0006955542,0.00045881688],"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":[0.0011724924,0.00055427925,0.0016425578,0.00075974496,0.00013800325,0.00040887255,0.00057171256,0.07900333,0.25474277,0.011004903,0.0063042287,0.6436971],"study_design_scores_gemma":[0.0003908583,0.00091108796,0.0016589274,0.000050148134,0.000099680125,0.00051467936,0.000044422428,0.8827315,0.1011046,0.002922721,0.009526355,0.00004502728],"about_ca_topic_score_codex":0.0009701632,"about_ca_topic_score_gemma":0.0012953238,"teacher_disagreement_score":0.001655353,"about_ca_system_score_codex":0.000323217,"about_ca_system_score_gemma":0.00038170724,"threshold_uncertainty_score":0.0055376887},"labels":[],"label_agreement":null},{"id":"W2163073658","doi":"10.1109/pesc.2004.1355416","title":"A novel modeling method for photovoltaic cells","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Silicon and Solar Cell Technologies","field":"Engineering","cited_by":428,"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 British Columbia","funders":"","keywords":"Monocrystalline silicon; Photovoltaic system; Irradiance; Silicon; Nonlinear system; Process (computing); Voltage; Computer science; Diode; Electronic engineering; Solar irradiance; Experimental data; Solar cell; Materials science; Optoelectronics; Electrical engineering; Engineering; Optics; Mathematics","score_opus":0.019655653553755346,"score_gpt":0.2580618098645947,"score_spread":0.23840615631083936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163073658","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":[0.0006322215,0.00030543908,0.9943487,0.000121116274,0.00012125879,0.00003447346,0.00007952581,0.00031173136,0.0040455963],"genre_scores_gemma":[0.08624865,0.002715647,0.88361084,0.0004057537,0.00026403554,0.00067582325,0.00048196258,0.0004032945,0.025193917],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99973696,0.00004839647,0.000015070667,0.000052595726,0.00013453058,0.000012480778],"domain_scores_gemma":[0.99988246,0.000032734275,0.00001042749,0.000028006723,0.000041112566,0.000005281614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030287204,0.0007191933,0.00060873985,0.00043019195,0.00048664582,0.0008813323,0.0014218931,0.0010788743,0.0037787093],"category_scores_gemma":[0.00058333296,0.00034417183,0.0010789133,0.00056480255,0.00037816263,0.0014302363,0.00063135807,0.0013382987,0.0022219499],"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":[0.000034780656,0.00006976278,0.00023054918,0.00045465762,0.000079658676,0.00036019483,0.00027639885,0.3053825,0.06914444,0.47539625,0.013661824,0.13490903],"study_design_scores_gemma":[0.00001707642,0.00004375751,0.000070163034,0.000043311196,0.000028909979,0.00047984923,0.000025507468,0.7928013,0.008440998,0.06547385,0.13254264,0.000032598422],"about_ca_topic_score_codex":0.0011116883,"about_ca_topic_score_gemma":0.0009336882,"teacher_disagreement_score":0.0037787093,"about_ca_system_score_codex":0.00042726248,"about_ca_system_score_gemma":0.0005947355,"threshold_uncertainty_score":0.012641013},"labels":[],"label_agreement":null},{"id":"W2170577819","doi":"10.1109/pesc.2004.1355339","title":"Wavelet-based dynamic voltage restorer for power quality improvement","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Power Quality and Harmonics","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Disturbance voltage; Computer science; Voltage; Control theory (sociology); Wavelet; Wavelet transform; Filter (signal processing); Electronic engineering; Voltage regulation; Engineering; Voltage optimisation; Control (management); Artificial intelligence; Electrical engineering","score_opus":0.018236505493581565,"score_gpt":0.27381302087413567,"score_spread":0.2555765153805541,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170577819","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":[0.029183714,0.00134065,0.96534824,0.00012485673,0.00010613391,0.00003106341,0.000035169658,0.00086308736,0.0029669593],"genre_scores_gemma":[0.6904156,0.002301204,0.2987273,0.00014341409,0.0001931512,0.00006653238,0.00016559032,0.00012494967,0.007862153],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998286,0.00002281233,0.000008288359,0.000028552884,0.000100683916,0.000011015941],"domain_scores_gemma":[0.99989974,0.000024737685,0.000021204816,0.000018277795,0.000030175308,0.000005827483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021635069,0.00027874068,0.00034161407,0.00029205283,0.00013099369,0.0003701517,0.00039002768,0.00027336593,0.0017146997],"category_scores_gemma":[0.00043607806,0.00012523549,0.00024183914,0.00030543044,0.00017188086,0.00040243726,0.00024925225,0.00047448074,0.0005863187],"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":[0.00028098476,0.00011923712,0.00035007493,0.00027075593,0.00004442794,0.00013108656,0.00007948171,0.02691518,0.29019937,0.009473099,0.0024997883,0.66963655],"study_design_scores_gemma":[0.0001036666,0.00062750373,0.0020777779,0.00004738722,0.00007573294,0.0005479956,0.000034427263,0.8256248,0.13721554,0.0043717236,0.029237194,0.000036204274],"about_ca_topic_score_codex":0.00029703014,"about_ca_topic_score_gemma":0.00039003862,"teacher_disagreement_score":0.0017146997,"about_ca_system_score_codex":0.00015363914,"about_ca_system_score_gemma":0.000115933166,"threshold_uncertainty_score":0.0057362914},"labels":[],"label_agreement":null},{"id":"W2171328485","doi":"10.1109/pesc.2004.1355128","title":"A new sliding mode like control method for buck converter","year":2004,"lang":"en","type":"article","venue":"2004 IEEE 35th Annual Power Electronics Specialists Conference (IEEE Cat. No.04CH37551)","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":50,"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":"Control theory (sociology); Sliding mode control; Buck converter; Converters; Computer science; Steady state (chemistry); Controller (irrigation); Robust control; Fuzzy logic; Frequency domain; Fuzzy control system; Mode (computer interface); Variable structure control; Control system; Engineering; Control (management); Voltage; Nonlinear system; Physics","score_opus":0.009288475163737858,"score_gpt":0.26065661429393894,"score_spread":0.25136813913020106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2171328485","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":[0.010267209,0.0009678653,0.9811257,0.000106523024,0.00026729135,0.00008925015,0.000029909455,0.0011529517,0.005993266],"genre_scores_gemma":[0.64824873,0.0014770991,0.32540536,0.0003498832,0.00027149715,0.00031455647,0.00019306471,0.0001006298,0.023639163],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998568,0.000016442416,0.000013246572,0.000029592256,0.000076827586,0.0000069822645],"domain_scores_gemma":[0.99992836,0.0000128027905,0.000008041466,0.000008449595,0.000034046807,0.000008311983],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016685025,0.00035560539,0.0003403007,0.00037310817,0.00024679388,0.00039527324,0.00047690666,0.0003928965,0.0019457473],"category_scores_gemma":[0.00023965213,0.00014323296,0.00026541876,0.00027618528,0.00022579666,0.0004556585,0.00022991342,0.00041264703,0.00032064444],"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":[0.0001661039,0.00008475461,0.00033972884,0.0006080182,0.000047268066,0.00021743288,0.00026006636,0.04267154,0.19749446,0.019204175,0.004420283,0.7344862],"study_design_scores_gemma":[0.00011394371,0.0005936043,0.0010875214,0.000057366284,0.0000440237,0.0004949343,0.00004476946,0.8830563,0.05150315,0.005548922,0.05738414,0.00007128872],"about_ca_topic_score_codex":0.00071284774,"about_ca_topic_score_gemma":0.00071182504,"teacher_disagreement_score":0.0019457473,"about_ca_system_score_codex":0.0001854424,"about_ca_system_score_gemma":0.00026809302,"threshold_uncertainty_score":0.006509125},"labels":[],"label_agreement":null}]}