{"meta":{"query_hash":"55f1922b30b0","filters":{"venue":"PESC record"},"cohort_total":27,"direct_labels_cover":0,"predictions_cover":27,"exported":27,"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/55f1922b30b0","api":"https://metacan.xera.ac/api/v1/cohort?venue=PESC+record"},"results":[{"id":"W2007124105","doi":"10.1109/pesc.2008.4592080","title":"A 1V buck converter IC with hybrid current-mode control and a charge-pump DAC","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Analog and Mixed-Signal Circuit Design","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":"University of Toronto","funders":"","keywords":"CMOS; Electrical engineering; Electronic engineering; Computer science; Analog signal processing; Voltage; Topology (electrical circuits); Analog signal; Engineering; Digital signal processing","score_opus":0.011747174754078583,"score_gpt":0.1981079834008253,"score_spread":0.18636080864674673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007124105","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57279617,0.0030178512,0.4183643,0.000026938334,0.0006026818,0.00045673974,0.00005805113,0.00045834456,0.0042189606],"genre_scores_gemma":[0.99858105,0.0005818976,0.000028907793,0.00010769703,0.00017764857,0.000045314566,0.000011419836,0.000043497417,0.0004225483],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99907625,0.000028174492,0.00018355883,0.00023858265,0.00013552704,0.00033789477],"domain_scores_gemma":[0.9995493,0.000045999226,0.000032771648,0.00017892956,0.000039051763,0.00015394451],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006225854,0.00021484906,0.00030473297,0.00007873073,0.000083199164,0.000022877619,0.000099825455,0.000043016862,0.00012909553],"category_scores_gemma":[0.000008415768,0.00018450555,0.000053675307,0.00007919939,0.000066873836,0.00013201332,0.0000074016402,0.00022460999,0.00020317725],"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":[0.00083357055,0.000498853,0.14769746,0.0014171306,0.001601347,0.0014139276,0.00420827,0.0004892183,0.03530517,0.0064579933,0.15359479,0.6464823],"study_design_scores_gemma":[0.033716638,0.0027042627,0.04844325,0.0012973481,0.0012137551,0.004507464,0.00029481621,0.36517304,0.015065067,0.006901187,0.513079,0.007604188],"about_ca_topic_score_codex":0.00008792591,"about_ca_topic_score_gemma":0.000027203,"teacher_disagreement_score":0.6388781,"about_ca_system_score_codex":0.000035354074,"about_ca_system_score_gemma":0.00003005743,"threshold_uncertainty_score":0.7523918},"labels":[],"label_agreement":null},{"id":"W2050012070","doi":"10.1109/pesc.2008.4592132","title":"A small signal state space model of single stage three level resonant AC/DC converters","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Advanced DC-DC Converters","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":"Queen's University","funders":"","keywords":"Control theory (sociology); Duty cycle; Pulse-width modulation; Frequency modulation; Capacitor; Pulse-frequency modulation; Small-signal model; Converters; State variable; Automatic frequency control; State-space representation; SIGNAL (programming language); Voltage; Physics; Engineering; Mathematics; Computer science; Amplitude modulation; Radio frequency; Electrical engineering","score_opus":0.0860465701005161,"score_gpt":0.21571156087301305,"score_spread":0.12966499077249694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050012070","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3601965,0.00009640043,0.6385859,0.00004025679,0.0001990911,0.0001649334,0.000078719575,0.00019066482,0.00044752777],"genre_scores_gemma":[0.9665101,0.00015396766,0.030415418,0.00005534586,0.000035153033,0.000019138988,0.000008213736,0.00009383744,0.002708801],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986075,0.0000173259,0.00037813897,0.00029715616,0.0002286774,0.00047119154],"domain_scores_gemma":[0.9992385,0.00006800188,0.00009056532,0.0003857501,0.00006865309,0.00014856616],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007810788,0.00027708872,0.00037434194,0.00012761774,0.000053627573,0.000011283368,0.00025717018,0.00007833124,0.00007890954],"category_scores_gemma":[0.000018927101,0.00029209512,0.00011531756,0.00016246886,0.00008994191,0.00019976725,0.000063421096,0.00021939517,0.000049547598],"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":[0.00028468482,0.00015212191,0.005959679,0.00035489563,0.00020286415,0.00014463578,0.0029041835,0.09921184,0.33508322,0.00012845173,0.0017936443,0.5537798],"study_design_scores_gemma":[0.0007401699,0.000105873885,0.00096417865,0.000052880514,0.000014658954,0.000008951197,0.000079514015,0.98196226,0.013676274,0.00039926535,0.001606991,0.0003890021],"about_ca_topic_score_codex":0.00023368576,"about_ca_topic_score_gemma":0.00072716415,"teacher_disagreement_score":0.8827504,"about_ca_system_score_codex":0.0001666507,"about_ca_system_score_gemma":0.00005843074,"threshold_uncertainty_score":0.9999531},"labels":[],"label_agreement":null},{"id":"W2070971464","doi":"10.1109/pesc.2008.4592156","title":"A new wavelet based diagnosis and protection of faults in induction motor drives","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Machine Fault Diagnosis Techniques","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":"Memorial University of Newfoundland","funders":"","keywords":"Induction motor; Wavelet; Tripping; Wavelet packet decomposition; Fault (geology); Wavelet transform; Inverter; Computer science; Artificial neural network; Control theory (sociology); Engineering; Voltage; Artificial intelligence; Circuit breaker; Control (management); Electrical engineering","score_opus":0.019232732996865398,"score_gpt":0.24340472592292617,"score_spread":0.22417199292606077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070971464","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.992751,0.00009000318,0.005860422,0.00011244037,0.000115973504,0.000478646,0.0000045949455,0.00026482905,0.00032211796],"genre_scores_gemma":[0.9761654,0.00049476785,0.022903118,0.000010831933,0.000065566004,0.0003009198,0.000002708561,0.000022720784,0.000033966822],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9993909,0.000027021846,0.00021576292,0.0001502086,0.00009292403,0.00012315469],"domain_scores_gemma":[0.9997195,0.00004309311,0.000040088264,0.00013010242,0.000018950568,0.00004829467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006817128,0.00011660873,0.00017244612,0.00023397707,0.000020545114,0.0000049346518,0.000057090005,0.00009165199,0.000048909198],"category_scores_gemma":[0.00007921391,0.00012253027,0.000032366635,0.00020751581,0.000018760655,0.00013313405,0.000012648478,0.00015487439,0.00000276666],"study_design_candidate":"observational","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":[0.00004421001,0.00012206519,0.20211712,0.00025599636,0.000020013287,0.000010400382,0.0005705418,0.00020246008,0.025655486,0.000016349324,0.0037983996,0.76718694],"study_design_scores_gemma":[0.0008512137,0.00035608563,0.7904261,0.00027510925,0.000012600066,0.000013585097,0.000019952757,0.04088798,0.15768489,0.00039878403,0.008699081,0.00037461615],"about_ca_topic_score_codex":0.001893507,"about_ca_topic_score_gemma":0.00040801006,"teacher_disagreement_score":0.7668123,"about_ca_system_score_codex":0.000057673697,"about_ca_system_score_gemma":0.0000144234755,"threshold_uncertainty_score":0.49966395},"labels":[],"label_agreement":null},{"id":"W2076450057","doi":"10.1109/pesc.2008.4592198","title":"A power electronic interface for a battery supercapacitor hybrid energy storage system for wind applications","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":176,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"McGill University; U.S. Department of Defense","keywords":"Supercapacitor; Battery (electricity); Wind power; Energy storage; Electrical engineering; Automotive engineering; Power (physics); Voltage; Electric power system; Computer science; Engineering; Capacitance; Physics","score_opus":0.005358512377957962,"score_gpt":0.18238663851757062,"score_spread":0.17702812613961266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076450057","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049043354,0.0013989942,0.9477715,0.000036601505,0.00044137254,0.00064745464,0.00008115652,0.00029521406,0.00028439017],"genre_scores_gemma":[0.99496007,0.00016439454,0.0028193695,0.00003392497,0.00037947105,0.0010047948,0.000050772564,0.00005905521,0.00052816095],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992137,0.00000956487,0.00020938675,0.00019467795,0.000051929415,0.00032074444],"domain_scores_gemma":[0.9995974,0.00006359472,0.0000292407,0.00019226041,0.00006558746,0.000051972766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000056145702,0.00014535771,0.00018799101,0.00007135557,0.000099951976,0.000023846447,0.00012536792,0.000051087613,0.000027079548],"category_scores_gemma":[0.0000062856534,0.00015191377,0.00010614716,0.00007147196,0.000013515906,0.000101350866,0.000008577619,0.000065347755,0.000013702701],"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":[0.0011686957,0.0004840407,0.00049266306,0.002765437,0.001595487,0.0000142784975,0.0023592622,0.37499043,0.21995315,0.0055797966,0.2114049,0.17919183],"study_design_scores_gemma":[0.0011908486,0.00017695797,0.000026419219,0.000037679067,0.000043841086,0.000054421867,0.00008086113,0.37572145,0.0099011585,0.00009436684,0.6122721,0.00039990706],"about_ca_topic_score_codex":0.00001593006,"about_ca_topic_score_gemma":0.000016375086,"teacher_disagreement_score":0.9459167,"about_ca_system_score_codex":0.00019094402,"about_ca_system_score_gemma":0.000028069135,"threshold_uncertainty_score":0.6194864},"labels":[],"label_agreement":null},{"id":"W2100431791","doi":"10.1109/pesc.2008.4592526","title":"An AC-DC single-stage full-bridge converter with phase-shift PWM control","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Advanced DC-DC 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":"Western University","funders":"National Research Council Canada; National Science Council","keywords":"Pulse-width modulation; Converters; Flyback converter; Forward converter; Ćuk converter; Voltage; Computer science; Boost converter; Electronic engineering; Electrical engineering; Engineering; Control theory (sociology); Control (management)","score_opus":0.02021117326165175,"score_gpt":0.23563808219178958,"score_spread":0.21542690893013783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100431791","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48106572,0.00007725987,0.516413,0.000062865125,0.00048531644,0.0002867881,0.000045345503,0.0006535467,0.00091021287],"genre_scores_gemma":[0.9963624,0.000038273494,0.00243615,0.00029295695,0.00023853469,0.000052507417,0.00003260442,0.0001278723,0.0004186888],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983797,0.000038280854,0.00033411093,0.0004148575,0.00024698544,0.00058606494],"domain_scores_gemma":[0.9989238,0.000076953016,0.00007121959,0.0006020859,0.00005344257,0.0002725002],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006539867,0.00037875454,0.000435513,0.00012554962,0.00010650695,0.0000412331,0.00028688443,0.000110121415,0.00047176378],"category_scores_gemma":[0.000014252932,0.00035964246,0.0000891356,0.00018375184,0.00011831616,0.0005740896,0.000016286156,0.0002965867,0.0002723105],"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":[0.0016597472,0.00085774896,0.016254429,0.00025356823,0.0005600961,0.0012922127,0.004010384,0.0027878669,0.13018747,0.00014724759,0.0043065785,0.83768266],"study_design_scores_gemma":[0.019028598,0.002938782,0.010659101,0.00012480626,0.00015924781,0.00027759126,0.0002544636,0.84221274,0.0067999433,0.00009133952,0.11499856,0.0024548487],"about_ca_topic_score_codex":0.00007006502,"about_ca_topic_score_gemma":0.00019553932,"teacher_disagreement_score":0.83942485,"about_ca_system_score_codex":0.00014199861,"about_ca_system_score_gemma":0.00003220726,"threshold_uncertainty_score":0.99988556},"labels":[],"label_agreement":null},{"id":"W2113102438","doi":"10.1109/pesc.2008.4592250","title":"A novel multi-level converter based on current source power cell","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Multilevel Inverters and Converters","field":"Engineering","cited_by":25,"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":"Harmonics; Topology (electrical circuits); Voltage source; Current source; Harmonic; Computer science; Electronic engineering; Filter (signal processing); Power (physics); Harmonic analysis; Converters; Voltage; Electrical engineering; Engineering; Physics","score_opus":0.05039875203779187,"score_gpt":0.2271089218766338,"score_spread":0.17671016983884194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113102438","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.057484705,0.000115595845,0.93514013,0.000062670144,0.0026698257,0.00029482116,0.000051455,0.0004410025,0.0037397698],"genre_scores_gemma":[0.9937878,0.0000448708,0.0037518935,0.00067882193,0.000084485015,0.000041150815,0.000013115887,0.00007786544,0.0015199631],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876344,0.000016039665,0.00027140067,0.00031399875,0.00022157039,0.00041357768],"domain_scores_gemma":[0.999315,0.0000510435,0.000040419956,0.00037494625,0.000039949275,0.00017861006],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000051473104,0.00030286208,0.0002577486,0.00013107069,0.00008328706,0.000024046758,0.00022997841,0.00009686826,0.0006058866],"category_scores_gemma":[0.000008275227,0.00029063463,0.00015777262,0.00011004846,0.00004757165,0.000088668974,0.000023576258,0.00029790643,0.00072398986],"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":[0.00013556791,0.0010584096,0.012943608,0.00029299452,0.00006876649,0.000052434032,0.0022364429,0.004729345,0.015012052,0.0000130044755,0.080103755,0.88335365],"study_design_scores_gemma":[0.0016583994,0.00005150446,0.008788157,0.000049840848,0.000010312013,0.0000058329956,0.000027492495,0.92680544,0.0016798851,0.0000011496406,0.060508754,0.0004132606],"about_ca_topic_score_codex":0.00009077309,"about_ca_topic_score_gemma":0.00001864551,"teacher_disagreement_score":0.93630314,"about_ca_system_score_codex":0.000093430644,"about_ca_system_score_gemma":0.00003259569,"threshold_uncertainty_score":0.9999546},"labels":[],"label_agreement":null},{"id":"W2120191874","doi":"10.1109/pesc.2008.4591923","title":"Conducted EMI noise mitigation in DC-DC converters using active filtering method","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Electromagnetic Compatibility and Noise Suppression","field":"Engineering","cited_by":35,"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":"EMI; Electromagnetic interference; Electronic engineering; Converters; Noise (video); Active filter; Engineering; Filter (signal processing); Computer science; Line filter; Electronic filter; Electrical engineering; Voltage","score_opus":0.02707843009412136,"score_gpt":0.26332409767572246,"score_spread":0.2362456675816011,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120191874","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98951644,0.00014132979,0.008920334,0.00001925503,0.00040385596,0.00019515477,0.000005431915,0.0001563505,0.00064186467],"genre_scores_gemma":[0.9842257,0.000083092564,0.015515713,0.000017084101,0.00006134676,0.000014860269,0.000014486711,0.00002573982,0.000041977684],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990375,0.00009405889,0.00026511308,0.00022624251,0.000114448754,0.00026262368],"domain_scores_gemma":[0.99954456,0.00012339067,0.000037998187,0.0001925471,0.00003340596,0.0000681179],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000101805905,0.00015586676,0.00022825031,0.00013468343,0.0000635444,0.000010995127,0.0000981966,0.00007851895,0.0002072016],"category_scores_gemma":[0.000046594243,0.00017170749,0.0000515173,0.0002471921,0.00003032156,0.00021839426,0.000026171807,0.00027124316,0.000012579454],"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":[0.000051209183,0.00002918857,0.003257652,0.000079076155,0.000014548549,0.000015327689,0.0012829083,0.002258992,0.91781664,0.000003550091,0.00015563109,0.075035274],"study_design_scores_gemma":[0.00084103114,0.00006993713,0.03865017,0.00018959274,0.000018544219,0.000039142826,0.000100257035,0.54403615,0.41466063,0.0003072143,0.00070187444,0.00038543026],"about_ca_topic_score_codex":0.00035229378,"about_ca_topic_score_gemma":0.00012041727,"teacher_disagreement_score":0.5417772,"about_ca_system_score_codex":0.00015572862,"about_ca_system_score_gemma":0.000029102242,"threshold_uncertainty_score":0.7002028},"labels":[],"label_agreement":null},{"id":"W2121832538","doi":"10.1109/pesc.2008.4592309","title":"A control scheme of the DG interface for fast load voltage regulation and effective mitigation of unbalanced voltage disturbances","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":5,"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":"Control theory (sociology); Voltage controller; Disturbance voltage; Controller (irrigation); Voltage regulation; Voltage; Dropout voltage; Voltage source; Pulse-width modulation; Voltage regulator; Voltage divider; Computer science; Voltage droop; Voltage reference; Engineering; Control (management); Electrical engineering","score_opus":0.003418892457618014,"score_gpt":0.1847677433264637,"score_spread":0.1813488508688457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121832538","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76021653,0.0009212767,0.23782653,0.000020928886,0.0001888114,0.0006407758,0.00003651655,0.000033398333,0.000115229945],"genre_scores_gemma":[0.9987283,0.00010466042,0.00094852934,0.0000063760544,0.000046045243,0.000057724596,0.0000055586356,0.00001145418,0.00009140032],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99951535,0.000014660071,0.00019800875,0.00010306362,0.00007935016,0.000089570625],"domain_scores_gemma":[0.99957055,0.00009014841,0.00010560852,0.00010728511,0.000109702996,0.000016735416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000076767355,0.000089795394,0.00018491106,0.000024662044,0.00004021778,0.0000057809425,0.000060008137,0.000046340032,0.0000059393483],"category_scores_gemma":[0.000061248495,0.00007051749,0.000055223285,0.000090441514,0.00005888039,0.00009901902,0.00000897324,0.000048811777,4.710792e-7],"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":[0.00051683973,0.00004824238,0.047366343,0.0005761569,0.00017716805,2.6647407e-7,0.0017340501,0.032936465,0.8169751,0.0002150056,0.0007442144,0.09871013],"study_design_scores_gemma":[0.0033423775,0.00017625626,0.15531807,0.00018496963,0.000057883022,0.0000028672232,0.00005385745,0.7351297,0.103364654,0.0004165376,0.0017515776,0.00020121121],"about_ca_topic_score_codex":0.000025055324,"about_ca_topic_score_gemma":0.00003888694,"teacher_disagreement_score":0.7136105,"about_ca_system_score_codex":0.00003646278,"about_ca_system_score_gemma":0.00000997408,"threshold_uncertainty_score":0.28756198},"labels":[],"label_agreement":null},{"id":"W2124800995","doi":"10.1109/pesc.2008.4592327","title":"A finite state machine model to represent inverters in photovoltaic system simulations","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Photovoltaic system; Maximum power point tracking; Power electronics; Inverter; Computer science; Grid; Power (physics); Energy transformation; Operating point; Maximum power principle; Engineering; Electronic engineering; Electrical engineering; Voltage; Physics","score_opus":0.0354941501713371,"score_gpt":0.26106179978986316,"score_spread":0.22556764961852604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2124800995","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59770215,0.000085214626,0.3834392,0.00014068,0.00034141509,0.0018986952,0.00017898557,0.0016579514,0.014555692],"genre_scores_gemma":[0.9792911,0.00004719597,0.01679676,0.00026596332,0.000032990516,0.0002884211,0.000047058522,0.00006694261,0.0031635766],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978602,0.00014806326,0.0007414589,0.0005254338,0.00033219665,0.00039263803],"domain_scores_gemma":[0.99862,0.00014635242,0.00016118042,0.00072937564,0.00014951151,0.00019358774],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020764043,0.00025623527,0.00040946505,0.00055837247,0.00011820408,0.000030815023,0.00030426108,0.00010185277,0.00009875445],"category_scores_gemma":[0.00018097671,0.00026586928,0.00009322487,0.0007979899,0.00003247134,0.00020606567,0.00011719852,0.00016911079,0.00011375715],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000075085554,0.00007151813,0.0066999677,0.000045229943,0.000020546362,0.00007466452,0.0022380599,0.9835882,0.003461338,0.00012427499,0.0022440879,0.0013569837],"study_design_scores_gemma":[0.00045380363,0.000042021802,0.00029648037,0.000108783424,0.0000064312826,0.000022076782,0.00010106026,0.99118584,0.003945284,0.00020137885,0.0033469317,0.0002899129],"about_ca_topic_score_codex":0.031113371,"about_ca_topic_score_gemma":0.008302428,"teacher_disagreement_score":0.38158894,"about_ca_system_score_codex":0.0004581196,"about_ca_system_score_gemma":0.00009104038,"threshold_uncertainty_score":0.9999794},"labels":[],"label_agreement":null},{"id":"W2140891591","doi":"10.1109/pesc.2008.4592056","title":"A novel non-isolated ZVS asymmetrical buck converter for 12 V voltage regulators","year":2008,"lang":"en","type":"article","venue":"PESC record","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":"Duty cycle; Transformer; Buck converter; Topology (electrical circuits); Voltage; Diode; Electrical engineering; Control theory (sociology); Computer science; Electronic engineering; Engineering","score_opus":0.016080795116459063,"score_gpt":0.215518853274929,"score_spread":0.19943805815846993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2140891591","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.055807274,0.000065614266,0.9408064,0.00005308905,0.0013866766,0.00046146882,0.000025604673,0.00048339288,0.00091049186],"genre_scores_gemma":[0.98407465,0.00006109601,0.012841897,0.00018800538,0.00024016027,0.000095144685,0.000023735774,0.00012765893,0.0023476568],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985432,0.0000063288553,0.00037961046,0.0003554649,0.00018118107,0.00053420174],"domain_scores_gemma":[0.9991355,0.00015783358,0.000054924596,0.00038754093,0.0000688493,0.00019533688],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000066909255,0.00029550024,0.00038333982,0.00023785111,0.00009265117,0.000018880504,0.00023225174,0.00018266548,0.00010675045],"category_scores_gemma":[0.000076355944,0.00030934394,0.00017698298,0.0003866679,0.00005753386,0.00023648627,0.00004024834,0.00023937997,0.00017332585],"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":[0.0003474542,0.00021390937,0.012043394,0.00031364948,0.00041411349,0.00007532383,0.00091277546,0.0005522685,0.05012205,0.00019103682,0.052719742,0.88209426],"study_design_scores_gemma":[0.0021001305,0.00017074414,0.008773763,0.000034007568,0.000035683646,0.00006693398,0.00002851779,0.91314524,0.0015203545,0.00012212982,0.07336981,0.0006326786],"about_ca_topic_score_codex":0.00006314424,"about_ca_topic_score_gemma":0.000031536532,"teacher_disagreement_score":0.92826736,"about_ca_system_score_codex":0.00017299516,"about_ca_system_score_gemma":0.000027252443,"threshold_uncertainty_score":0.99993587},"labels":[],"label_agreement":null},{"id":"W2141072101","doi":"10.1109/pesc.2008.4592137","title":"Harmonics reduction in low switching frequency space vector modulated current source converters","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Multilevel Inverters and Converters","field":"Engineering","cited_by":14,"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":"Harmonics; Space vector modulation; Converters; Power (physics); Reduction (mathematics); Modulation (music); Support vector machine; Topology (electrical circuits); Electronic engineering; Computer science; Frequency modulation; Physics; Electrical engineering; Radio frequency; Mathematics; Engineering; Telecommunications; Voltage; Artificial intelligence; Acoustics; Pulse-width modulation","score_opus":0.017758667333582633,"score_gpt":0.20946498595758448,"score_spread":0.19170631862400184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2141072101","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9499655,0.00043323005,0.04571613,0.00009290327,0.0029187105,0.00022043503,0.0000031382765,0.00036233285,0.0002876348],"genre_scores_gemma":[0.9984744,0.00062960933,0.00052038487,0.000031089072,0.00013052393,0.000026305335,0.000010096411,0.000055595745,0.00012194661],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987634,0.000032507724,0.0003378034,0.00029843664,0.00016753534,0.00040033163],"domain_scores_gemma":[0.9995144,0.000018049761,0.000051916893,0.00026292112,0.000030146795,0.00012259325],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007087869,0.00024635473,0.00026214117,0.00017469222,0.00007430107,0.000025859215,0.00017192114,0.000100888814,0.00010097226],"category_scores_gemma":[0.000011859735,0.00026890828,0.00009188544,0.00024170299,0.000030371619,0.0002449462,0.000020930627,0.00039693038,0.00011671226],"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":[0.000051845196,0.00014201344,0.022633063,0.0003407209,0.00010194019,0.00006944608,0.0075216703,0.0118979355,0.05449046,0.00003848141,0.0052561522,0.8974563],"study_design_scores_gemma":[0.00063439854,0.000022977942,0.011441216,0.00015837008,0.000010526521,0.000033295764,0.00013283332,0.9832212,0.002288967,0.00007109507,0.0015797216,0.00040542556],"about_ca_topic_score_codex":0.0007672966,"about_ca_topic_score_gemma":0.00006315117,"teacher_disagreement_score":0.97132325,"about_ca_system_score_codex":0.0002664147,"about_ca_system_score_gemma":0.000031539657,"threshold_uncertainty_score":0.99997634},"labels":[],"label_agreement":null},{"id":"W2144437910","doi":"10.1109/pesc.2008.4592699","title":"An independent control approach for three-phase four-wire shunt active filter based on three H-bridge topology under unbalanced load conditions","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Power Quality and Harmonics","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Harmonics; Total harmonic distortion; H bridge; Power factor; Three-phase; Controllability; Control theory (sociology); Active filter; Topology (electrical circuits); AC power; Electronic engineering; MATLAB; Engineering; Capacitor; Inverter; Voltage; Computer science; Electrical engineering","score_opus":0.0690075380651252,"score_gpt":0.29951087609024546,"score_spread":0.23050333802512024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2144437910","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23803277,0.000041333606,0.7564285,0.00030212742,0.00054739526,0.00081109855,0.0007435752,0.0003003272,0.0027929086],"genre_scores_gemma":[0.9968178,0.000013667878,0.0015652908,0.00071491284,0.00022277345,0.0002927934,0.0002678003,0.00005371378,0.00005124864],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986055,0.000052932188,0.00029955804,0.00036690678,0.0002197338,0.00045537794],"domain_scores_gemma":[0.9990209,0.00020769733,0.00006884573,0.000445815,0.00008827337,0.00016852329],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016515166,0.0002662507,0.00038058186,0.000098943354,0.00020386247,0.000026221152,0.00024558423,0.00021556517,0.0002821274],"category_scores_gemma":[0.000031492473,0.00027024053,0.00016068858,0.00009763258,0.00010143458,0.00017999609,0.000012667841,0.000348202,0.000042779782],"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":[0.010680324,0.009467527,0.010785243,0.0010645271,0.0028653755,0.000356517,0.0040073874,0.6900876,0.02421134,0.03411298,0.041227628,0.17113356],"study_design_scores_gemma":[0.0085216025,0.0008077558,0.037359912,0.000022342545,0.00008540184,0.000023406186,0.00007189223,0.9453938,0.0013075189,0.0033214446,0.0024901438,0.00059479504],"about_ca_topic_score_codex":0.00010634338,"about_ca_topic_score_gemma":0.00064104033,"teacher_disagreement_score":0.758785,"about_ca_system_score_codex":0.00028818127,"about_ca_system_score_gemma":0.000100192956,"threshold_uncertainty_score":0.99997497},"labels":[],"label_agreement":null},{"id":"W2150551292","doi":"10.1109/pesc.2008.4592501","title":"A novel voltage-fed ac-dc full-bridge converter","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"National Research Council Canada; National Science Council","keywords":"Converters; Forward converter; Flyback converter; Ćuk converter; Boost converter; Power factor; Computer science; Electronic engineering; Pulse-width modulation; Buck–boost converter; Charge pump; Voltage; Electrical engineering; Engineering; Capacitor","score_opus":0.021420930211744203,"score_gpt":0.2197372738129268,"score_spread":0.19831634360118258,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2150551292","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1987042,0.00012594253,0.79566246,0.00007641593,0.001635275,0.00022305839,0.000020623149,0.0007706782,0.0027813686],"genre_scores_gemma":[0.9912496,0.00016292167,0.0052997186,0.0003160514,0.0002836019,0.000047801925,0.00001607396,0.0001024582,0.0025217293],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987231,0.000008600003,0.00030055045,0.00030752193,0.00018898347,0.00047125577],"domain_scores_gemma":[0.9992529,0.000063445405,0.00004141206,0.00043168492,0.000046846388,0.00016369167],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004841623,0.00027747132,0.00030598804,0.00011182326,0.000079937614,0.000019331728,0.00024695543,0.000107423315,0.0004576659],"category_scores_gemma":[0.000032633045,0.0002974572,0.00012013852,0.0001999125,0.00006626459,0.00027517515,0.0000519649,0.00027182634,0.0010720209],"study_design_candidate":"design_other","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":[0.00014544667,0.00011706545,0.0070333057,0.0001633626,0.00022099607,0.00022205205,0.0014429523,0.00022206071,0.20123418,0.00014147337,0.03662071,0.7524364],"study_design_scores_gemma":[0.003810261,0.00026188634,0.04894146,0.00010180355,0.00006749408,0.0005749253,0.00010164333,0.6173912,0.0043351194,0.00023563222,0.3222855,0.0018930803],"about_ca_topic_score_codex":0.00010080326,"about_ca_topic_score_gemma":0.000079613135,"teacher_disagreement_score":0.79254544,"about_ca_system_score_codex":0.00013206019,"about_ca_system_score_gemma":0.000025336883,"threshold_uncertainty_score":0.9999477},"labels":[],"label_agreement":null},{"id":"W2151308891","doi":"10.1109/pesc.2008.4591914","title":"A 660MHz ZVS DC-DC converter using gate-driver charge-recycling in 0.18&amp;#x03BC;m CMOS with an Integrated Output Filter","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Analog and Mixed-Signal Circuit Design","field":"Engineering","cited_by":13,"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 British Columbia","funders":"CMC Microsystems","keywords":"CMOS; Electronic engineering; Converters; Chip; Filter (signal processing); Voltage; Electrical engineering; Power (physics); Charge pump; Engineering; Materials science; Capacitor; Physics","score_opus":0.060152986058619136,"score_gpt":0.24019221191063186,"score_spread":0.18003922585201274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2151308891","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75566673,0.00012990892,0.2416672,0.000006557863,0.00036445243,0.00027074132,0.000014868724,0.00031396677,0.0015655753],"genre_scores_gemma":[0.9956966,0.0000977226,0.0019889523,0.00020690064,0.00020089705,0.000031477033,0.00005706145,0.00012066077,0.0015997423],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980873,0.00010225973,0.0004641442,0.00046301735,0.00023744117,0.00064587354],"domain_scores_gemma":[0.9991794,0.00006285471,0.000074354364,0.00037156738,0.0000965044,0.00021529915],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018654986,0.0004176771,0.00052387815,0.0002999639,0.000120121535,0.000053164935,0.000243095,0.00020691789,0.000787679],"category_scores_gemma":[0.000023340894,0.00037033684,0.00010540085,0.00041375807,0.00008934175,0.00042071176,0.000020111229,0.00054262887,0.0003320793],"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":[0.0020174913,0.0016078824,0.28960744,0.0011857533,0.0019562417,0.0037462127,0.029362394,0.08174884,0.23214848,0.00090049667,0.037398662,0.3183201],"study_design_scores_gemma":[0.009405356,0.001230889,0.017360289,0.0019188924,0.00039964973,0.0011747577,0.001048237,0.8142765,0.01277861,0.0009158048,0.13347915,0.006011849],"about_ca_topic_score_codex":0.0014579174,"about_ca_topic_score_gemma":0.0007400416,"teacher_disagreement_score":0.7325277,"about_ca_system_score_codex":0.000203576,"about_ca_system_score_gemma":0.00007769082,"threshold_uncertainty_score":0.99987483},"labels":[],"label_agreement":null},{"id":"W2151609274","doi":"10.1109/pesc.2008.4592013","title":"Secondary-side adaptive digital controlled series resonant DC-DC converters for low voltage high current applications","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":7,"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":"Inductor; Electronic engineering; Capacitor; Slew rate; Filter capacitor; Boost converter; Computer science; Converters; Voltage; Filter (signal processing); Electrical engineering; Engineering; Control theory (sociology); Control (management)","score_opus":0.010938002740146632,"score_gpt":0.21163445186516924,"score_spread":0.2006964491250226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2151609274","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015670853,0.00084726274,0.9781252,0.0000991565,0.0012284905,0.0020217889,0.00047633404,0.0006251588,0.0009057406],"genre_scores_gemma":[0.9916809,0.0004876303,0.0034758875,0.00007697971,0.00032481324,0.0019812048,0.0001584306,0.000117764146,0.0016963807],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99838686,0.00001282565,0.00049372006,0.0004161334,0.00018431786,0.0005061658],"domain_scores_gemma":[0.9989378,0.00024528455,0.00010896921,0.00040203883,0.000120474324,0.0001854502],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005513377,0.00036289508,0.0005880788,0.00012573342,0.00017822004,0.000051803596,0.00025266633,0.00008928902,0.00007923242],"category_scores_gemma":[0.00004750613,0.00036268495,0.00022949855,0.00016671309,0.00014052282,0.00062944525,0.000045946785,0.00026858615,0.00014967873],"study_design_candidate":"design_other","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":[0.0005464925,0.00006695088,0.00027108582,0.00013098876,0.0001653897,0.000013739307,0.0003094158,0.00015196856,0.0011087138,0.00085026247,0.004115796,0.9922692],"study_design_scores_gemma":[0.0155616505,0.00050268194,0.0019449454,0.00017288073,0.0001448441,0.00008348131,0.0005074857,0.24844536,0.00248996,0.004405819,0.72385603,0.0018848794],"about_ca_topic_score_codex":0.00002006664,"about_ca_topic_score_gemma":0.000052699055,"teacher_disagreement_score":0.99038434,"about_ca_system_score_codex":0.00020351636,"about_ca_system_score_gemma":0.00007625227,"threshold_uncertainty_score":0.9998825},"labels":[],"label_agreement":null},{"id":"W2152633413","doi":"10.1109/pesc.2008.4592030","title":"Controlled current source circuit (CCSC) for Reduction of output voltage overshoot in Buck converters","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Advanced DC-DC Converters","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":"Queen's University","funders":"","keywords":"Overshoot (microwave communication); Buck converter; Capacitor; Control theory (sociology); Voltage; Electronic circuit; Current (fluid); Current source; Capacitance; Converters; Voltage source; Inductor; Constant power circuit; Computer science; Engineering; Electrical engineering; Switched-mode power supply; Physics","score_opus":0.027492759537780936,"score_gpt":0.23238373048035926,"score_spread":0.20489097094257833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152633413","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35975188,0.0005195635,0.63554984,0.000030281071,0.002494114,0.000991835,0.000016222753,0.00022323473,0.00042304533],"genre_scores_gemma":[0.99839073,0.0002723954,0.00037338302,0.000015524332,0.00013929611,0.00013154598,0.000011145474,0.000052062096,0.000613906],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987609,0.000019235564,0.00048045604,0.000252472,0.00015486036,0.00033211894],"domain_scores_gemma":[0.9993983,0.000110445646,0.00010537659,0.00024729813,0.000058550246,0.00008004742],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010630025,0.00020967635,0.00050785503,0.00020612108,0.000036046767,0.000006833823,0.00014216246,0.00007956139,0.00004032411],"category_scores_gemma":[0.000077021556,0.0002313774,0.0001741889,0.00016795775,0.000059573755,0.00014338281,0.00001635341,0.00018662181,0.000018395396],"study_design_candidate":"design_other","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":[0.0005359843,0.00010601993,0.005176608,0.0003396149,0.00011390437,0.0000062934523,0.0016924151,0.003297561,0.017977087,0.00009536659,0.0026878377,0.9679713],"study_design_scores_gemma":[0.03439497,0.00045244826,0.0090007195,0.00040097683,0.00016051663,0.000065921966,0.0010619123,0.84107363,0.005111097,0.0010587669,0.10561762,0.0016014014],"about_ca_topic_score_codex":0.00008099416,"about_ca_topic_score_gemma":0.000034711415,"teacher_disagreement_score":0.9663699,"about_ca_system_score_codex":0.00020489999,"about_ca_system_score_gemma":0.000029734785,"threshold_uncertainty_score":0.94352967},"labels":[],"label_agreement":null},{"id":"W2152811999","doi":"10.1109/pesc.2008.4592438","title":"Multi-level single phase boost rectifiers using coupled inductors","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Inductor; Ripple; Converters; Pulse-width modulation; Voltage; Waveform; Electronic engineering; Boost converter; Rectifier (neural networks); Magnetic core; Computer science; Electrical engineering; Engineering; Control theory (sociology); Electromagnetic coil","score_opus":0.13558187855401627,"score_gpt":0.289157398124249,"score_spread":0.15357551957023274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152811999","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7553557,0.0001140452,0.24206547,0.000010813549,0.0016696164,0.00016528873,0.000011194988,0.00040350118,0.00020434472],"genre_scores_gemma":[0.9475285,0.00007768416,0.05153866,0.000051619187,0.00016917431,0.000011765532,0.000011037218,0.00009871828,0.0005128511],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988512,0.000018243954,0.00029227283,0.00027706032,0.00015179845,0.00040947302],"domain_scores_gemma":[0.99937654,0.0000547823,0.00005522196,0.00030770508,0.000049234153,0.00015652194],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000056972833,0.00024381473,0.00026298658,0.00015094347,0.00013224757,0.000018925339,0.00015417657,0.00010876499,0.00015489994],"category_scores_gemma":[0.00008173877,0.00027620868,0.00008264001,0.00028185465,0.00007005873,0.00029745977,0.000029238365,0.0002568116,0.000086002045],"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":[0.00006190067,0.00020800666,0.002462075,0.00005623561,0.000109762856,0.00013950861,0.001279584,0.0024482266,0.6445317,0.000002041057,0.0010236893,0.34767723],"study_design_scores_gemma":[0.002922822,0.00010747779,0.0015772297,0.000064921565,0.0000371282,0.000113143506,0.00024091841,0.9677791,0.015664436,0.000020058551,0.010663989,0.00080875255],"about_ca_topic_score_codex":0.00016547667,"about_ca_topic_score_gemma":0.00009346922,"teacher_disagreement_score":0.9653309,"about_ca_system_score_codex":0.00033529897,"about_ca_system_score_gemma":0.000033210337,"threshold_uncertainty_score":0.999969},"labels":[],"label_agreement":null},{"id":"W2156372341","doi":"10.1109/pesc.2008.4592610","title":"Soft-switching of a hybrid bi-directional Current Source Converter","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Multilevel Inverters and Converters","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":"Concordia University","funders":"","keywords":"Commutation; Insulated-gate bipolar transistor; Modulation index; Space vector modulation; Computer science; Harmonics; Modulation (music); Support vector machine; Electronic engineering; Power (physics); Electrical engineering; Topology (electrical circuits); Control theory (sociology); Pulse-width modulation; Voltage; Engineering; Physics; Artificial intelligence; Acoustics","score_opus":0.020407242170812682,"score_gpt":0.21388230272079767,"score_spread":0.19347506054998498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156372341","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50942147,0.0003699962,0.48650223,0.000027773533,0.0021839656,0.00011753752,0.000008792979,0.00027727443,0.0010909891],"genre_scores_gemma":[0.99879587,0.00019179443,0.0004695654,0.00006229275,0.00016020669,0.000016988717,0.00000514938,0.00003401394,0.00026410737],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991127,0.000015957,0.00028067888,0.00017787634,0.0001761808,0.00023655337],"domain_scores_gemma":[0.99961936,0.000040564446,0.000046220724,0.00016475318,0.000039851977,0.00008926012],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000051797757,0.00016685686,0.0002306066,0.00010565337,0.00006432135,0.000010214339,0.00013869423,0.00002995276,0.00032665863],"category_scores_gemma":[0.0000093644,0.00016661778,0.00012595234,0.0000852466,0.000029135177,0.00011700231,0.00002529857,0.0001876761,0.000110028785],"study_design_candidate":"design_other","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":[0.000016897262,0.000037750222,0.010846092,0.00009519498,0.000059991205,0.00000874931,0.00048639585,0.0002253407,0.0043071783,0.00000840786,0.011597675,0.9723103],"study_design_scores_gemma":[0.00047346178,0.000025858155,0.0039652004,0.00006899639,0.000016929545,0.0000703649,0.00003439436,0.9321488,0.0056537422,0.00006343925,0.057181206,0.00029760654],"about_ca_topic_score_codex":0.00016481843,"about_ca_topic_score_gemma":0.00001290257,"teacher_disagreement_score":0.9720127,"about_ca_system_score_codex":0.00005109317,"about_ca_system_score_gemma":0.000024908562,"threshold_uncertainty_score":0.6794476},"labels":[],"label_agreement":null},{"id":"W2159483028","doi":"10.1109/pesc.2008.4592078","title":"Real time wind turbine simulator for wind energy conversion system","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Wind Turbine Control Systems","field":"Engineering","cited_by":19,"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":"Torque; Turbine; Wind power; Inertia; Computer science; Simulation; Compensation (psychology); Control theory (sociology); Grid connection; Grid; Generator (circuit theory); Automotive engineering; Engineering; Power (physics); Electrical engineering; Mechanical engineering; Control (management); Physics","score_opus":0.008214820873961071,"score_gpt":0.1844686975914617,"score_spread":0.17625387671750062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159483028","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9824619,0.000285102,0.0016157018,0.000045696295,0.0024996349,0.0005802211,0.00005392001,0.0010776568,0.01138012],"genre_scores_gemma":[0.99301326,0.000027329632,0.00030053052,0.000016138581,0.0012996421,0.000020881105,0.000039493723,0.00009458839,0.005188127],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986594,0.000034361838,0.00040392333,0.00028988207,0.00020045278,0.0004119901],"domain_scores_gemma":[0.99915886,0.00015827759,0.00007481384,0.0003560822,0.000085592794,0.00016640114],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000119196986,0.00026835417,0.00046415016,0.0001195413,0.00011205364,0.000023260307,0.00019807756,0.00017832921,0.00007253097],"category_scores_gemma":[0.000022071079,0.00026259202,0.00016549605,0.00013958898,0.00002371414,0.00015110004,0.000026394226,0.00009849579,0.0002878838],"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":[0.0016195675,0.00032924055,0.025865976,0.004977627,0.0021320086,0.00075591094,0.0019565807,0.26703718,0.262196,0.001946934,0.4109469,0.020236047],"study_design_scores_gemma":[0.003385731,0.00021915563,0.002474081,0.00016825783,0.00007178704,0.00010015778,0.000043615903,0.78799695,0.0037231394,0.000014437604,0.20111667,0.00068600045],"about_ca_topic_score_codex":0.0003636181,"about_ca_topic_score_gemma":0.000010264944,"teacher_disagreement_score":0.5209598,"about_ca_system_score_codex":0.0002538684,"about_ca_system_score_gemma":0.000032205277,"threshold_uncertainty_score":0.99998266},"labels":[],"label_agreement":null},{"id":"W2163214512","doi":"10.1109/pesc.2008.4591932","title":"Ac equivalent circuit analysis for high-frequency isolated dual-bridge series resonant dc/dc converter","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":24,"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 Victoria","funders":"","keywords":"Equivalent circuit; Electrical engineering; Voltage; Electrical impedance; Electronic engineering; Engineering; Computer science","score_opus":0.029481419662375944,"score_gpt":0.23338725955529885,"score_spread":0.2039058398929229,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163214512","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27692074,0.00044679208,0.7192884,0.00022849195,0.0013154643,0.0005208176,0.0001437816,0.000731867,0.00040362464],"genre_scores_gemma":[0.9934975,0.0006279189,0.0032039487,0.00012470191,0.0001940538,0.0001573614,0.000121737794,0.00010490613,0.0019678539],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99795574,0.00003336416,0.0005774327,0.00050273165,0.00024857768,0.0006821605],"domain_scores_gemma":[0.99882764,0.000109773006,0.000100418554,0.00064593274,0.00012907478,0.00018716791],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000106846564,0.0003899992,0.0006376483,0.0003250185,0.00015889034,0.000033628334,0.00026254062,0.0001568147,0.00046312035],"category_scores_gemma":[0.000052231102,0.0004038598,0.00031833872,0.0006957179,0.00009065808,0.0004585943,0.000052510975,0.00022515359,0.00016212034],"study_design_candidate":"design_other","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":[0.0006372748,0.00030651252,0.103407,0.0009778403,0.007969541,0.00082986796,0.0049786754,0.0018710723,0.08266262,0.0031431252,0.018157618,0.77505887],"study_design_scores_gemma":[0.007591539,0.0014267851,0.26555493,0.000272658,0.0031937738,0.00038940745,0.00036762576,0.6053488,0.011988449,0.008412848,0.08947048,0.0059826616],"about_ca_topic_score_codex":0.00024089408,"about_ca_topic_score_gemma":0.00024819677,"teacher_disagreement_score":0.76907617,"about_ca_system_score_codex":0.00025385307,"about_ca_system_score_gemma":0.00004015736,"threshold_uncertainty_score":0.99984133},"labels":[],"label_agreement":null},{"id":"W2163655523","doi":"10.1109/pesc.2008.4592679","title":"Comparative evaluation of reactive power compensation methods for a stand-alone wind energy conversion system","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Wind Turbine Control Systems","field":"Engineering","cited_by":25,"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":"Static VAR compensator; AC power; Control theory (sociology); Compensation (psychology); Capacitor; Induction generator; Wind power; MATLAB; Computer science; Voltage; Power factor; Electric power system; Volt-ampere reactive; Power (physics); Voltage optimisation; Engineering; Electrical engineering; Physics","score_opus":0.057517503855482294,"score_gpt":0.3162881251668014,"score_spread":0.2587706213113191,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163655523","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71123105,0.0009822303,0.27465224,0.000017001472,0.0015363568,0.0011949333,0.000034880053,0.00018586288,0.010165439],"genre_scores_gemma":[0.99334216,0.000008103012,0.0063238014,0.0000035193038,0.00010305883,0.00008294629,0.000028805247,0.000024800851,0.00008277808],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99862915,0.00032873283,0.00040277798,0.00018982725,0.00028357157,0.00016592318],"domain_scores_gemma":[0.9986701,0.00034085932,0.00018212231,0.0002033258,0.0005502293,0.000053386044],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008358268,0.0001613967,0.00049477577,0.0001324779,0.0000638694,0.000008390429,0.00008637018,0.000093289236,0.000024808602],"category_scores_gemma":[0.00005264942,0.00015880384,0.00009647369,0.00015465482,0.000028358832,0.00016356962,0.000011077779,0.00006983272,0.0000076191104],"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":[0.0031951796,0.00050705834,0.0065762424,0.0026447368,0.003752391,0.000015378651,0.031809457,0.14661033,0.70684177,0.0063367635,0.021813784,0.06989691],"study_design_scores_gemma":[0.00349749,0.0002328412,0.005979645,0.00017307588,0.00017220376,0.000021063592,0.0010499281,0.9256861,0.054187477,0.00009115596,0.008614221,0.00029477314],"about_ca_topic_score_codex":0.00020707997,"about_ca_topic_score_gemma":0.00001815419,"teacher_disagreement_score":0.7790758,"about_ca_system_score_codex":0.00044212202,"about_ca_system_score_gemma":0.000063198655,"threshold_uncertainty_score":0.6475833},"labels":[],"label_agreement":null},{"id":"W2163826719","doi":"10.1109/pesc.2008.4591969","title":"A PC-based hardware-in-the-loop simulator for the integration testing of modern train and ship propulsion systems","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Real-time simulation and control systems","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":"Opal-Rt Technologies (Canada)","funders":"","keywords":"Propulsion; Hardware-in-the-loop simulation; Controllability; Computer science; Powertrain; Converters; Embedded system; Simulation; Engineering; Control engineering; Automotive engineering; Torque; Electrical engineering; Aerospace engineering","score_opus":0.053999368238760705,"score_gpt":0.2493720690072263,"score_spread":0.1953727007684656,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163826719","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8637682,0.0007641235,0.13246074,0.00011114605,0.0003296256,0.0017797247,0.000011336149,0.000115797804,0.00065931224],"genre_scores_gemma":[0.99931335,0.0000062571876,0.00027353482,0.000017345896,0.00010867348,0.00015859166,0.000005234526,0.000020637657,0.00009639533],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917805,0.00006779977,0.00034291326,0.0001234736,0.00014507888,0.0001426777],"domain_scores_gemma":[0.9989458,0.0007106916,0.000073643845,0.00017391183,0.000069533475,0.000026460057],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039208797,0.000116208845,0.00020355478,0.00006286221,0.0000855538,0.000040466042,0.00010437337,0.000057781406,0.0000021333062],"category_scores_gemma":[0.00017338972,0.00007162129,0.0000507701,0.00014516493,0.000021318487,0.00008261363,0.000003745692,0.000090111884,0.000001542366],"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":[0.00007684648,0.000029419747,0.006966337,0.000329229,0.00002283696,0.0000025161248,0.0014822383,0.85382384,0.007103674,0.00009503506,0.00016202462,0.12990601],"study_design_scores_gemma":[0.0006596983,0.0000560329,0.0031726956,0.000113658476,0.000012358259,0.0000049955743,0.0001533927,0.99506396,0.00016174096,0.000060561986,0.00045606005,0.00008481951],"about_ca_topic_score_codex":0.00023724443,"about_ca_topic_score_gemma":0.00007812071,"teacher_disagreement_score":0.14124015,"about_ca_system_score_codex":0.00003113046,"about_ca_system_score_gemma":0.000019125844,"threshold_uncertainty_score":0.29206315},"labels":[],"label_agreement":null},{"id":"W2168344800","doi":"10.1109/pesc.2008.4592033","title":"Control of AC-DC converters under unbalanced operating conditions using the DC space vector control concept","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Ripple; Harmonics; Converters; Feed forward; Control theory (sociology); Computer science; Robustness (evolution); Controller (irrigation); Harmonic; Space vector modulation; Electronic engineering; Voltage; Electrical engineering; Engineering; Physics; Control engineering; Pulse-width modulation; Control (management); Artificial intelligence","score_opus":0.010649514895375165,"score_gpt":0.21067181527344467,"score_spread":0.2000223003780695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2168344800","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3476966,0.0020021757,0.6466513,0.00058495597,0.0011897428,0.0008890129,0.00016772377,0.0002846921,0.0005337803],"genre_scores_gemma":[0.9982016,0.00013103565,0.00095123897,0.00035971688,0.00019711848,0.00003247005,0.000018294297,0.00003793385,0.000070584545],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989415,0.000078701814,0.0003618153,0.00017664446,0.000141546,0.0002998334],"domain_scores_gemma":[0.999256,0.0002050892,0.000106785126,0.00023782639,0.00012480767,0.000069505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000091807524,0.00020176107,0.00037138571,0.000054349126,0.00019476056,0.00002892,0.00016329382,0.00008725785,0.00023161106],"category_scores_gemma":[0.000040159168,0.00016485067,0.000115480994,0.00016496549,0.00014136503,0.00016443596,0.000011101385,0.00018518271,0.00001354685],"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":[0.000042362128,0.000029600771,0.0022606417,0.000028164548,0.00028233332,0.000007196981,0.0006327169,0.82506496,0.16882508,0.00046792915,0.0011083304,0.0012507045],"study_design_scores_gemma":[0.0035499455,0.000049675615,0.0028425306,0.00004256399,0.00009560035,0.000025119418,0.00022823576,0.98770255,0.0044683693,0.000029000897,0.00071283436,0.0002535604],"about_ca_topic_score_codex":0.0001757905,"about_ca_topic_score_gemma":0.000030883628,"teacher_disagreement_score":0.650505,"about_ca_system_score_codex":0.00007749312,"about_ca_system_score_gemma":0.000049643877,"threshold_uncertainty_score":0.6722415},"labels":[],"label_agreement":null},{"id":"W2169869803","doi":"10.1109/pesc.2008.4592571","title":"Digitally-controlled steered-inductor buck converter for improving heavy-to-light load transient response","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":36,"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 Toronto","funders":"","keywords":"Slew rate; Inductor; Buck converter; Transient response; Converters; Settling time; Transient (computer programming); Voltage; Overshoot (microwave communication); Control theory (sociology); Digital control; Computer science; Power (physics); Buck–boost converter; Electronic engineering; Physics; Electrical engineering; Engineering; Step response","score_opus":0.012112235610448163,"score_gpt":0.21204313282131815,"score_spread":0.19993089721086998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169869803","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4899968,0.00024092899,0.502122,0.00086574897,0.0020978805,0.0023412108,0.000066650864,0.0008897076,0.0013790868],"genre_scores_gemma":[0.98999375,0.000016076981,0.0037516805,0.00030327725,0.00022485525,0.00042771635,0.000006806316,0.0001385284,0.0051372787],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99789155,0.000045441884,0.00057386316,0.00048565646,0.0003005316,0.0007029904],"domain_scores_gemma":[0.9986296,0.0003525589,0.000061239596,0.0004945263,0.00014278395,0.0003192606],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023444067,0.00040133533,0.00064380607,0.00017928082,0.000121131896,0.000052827287,0.00028600296,0.00013635763,0.00015510831],"category_scores_gemma":[0.00024803873,0.00038849536,0.00029454325,0.0001989242,0.000034944314,0.000373157,0.00003106976,0.00020835559,0.00034056648],"study_design_candidate":"design_other","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":[0.023345185,0.00018181505,0.00027827264,0.00035519683,0.00040662987,0.00015437104,0.0037943947,0.00089484104,0.2119117,0.000031158157,0.014048868,0.74459755],"study_design_scores_gemma":[0.032253258,0.0017714285,0.0033213466,0.00018681065,0.000202806,0.00014863833,0.0003402778,0.33892295,0.024173083,0.00014955924,0.59553343,0.0029964214],"about_ca_topic_score_codex":0.000025461035,"about_ca_topic_score_gemma":0.000046297326,"teacher_disagreement_score":0.74160117,"about_ca_system_score_codex":0.00044162868,"about_ca_system_score_gemma":0.00011976781,"threshold_uncertainty_score":0.9998567},"labels":[],"label_agreement":null},{"id":"W2170486919","doi":"10.1109/pesc.2008.4592212","title":"Mathematical analysis and experimental validation of transient over-voltage higher than 2 per unit along industrial ASDM long cables","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Electromagnetic Compatibility and Noise Suppression","field":"Engineering","cited_by":13,"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":"Canada Research Chairs","keywords":"Transient (computer programming); Voltage; Waveform; Shielded cable; Laplace transform; Time domain; Frequency domain; Inverter; Oscillation (cell signaling); Control theory (sociology); Electrical engineering; Acoustics; Computer science; Engineering; Physics; Mathematical analysis; Mathematics","score_opus":0.02762846761003933,"score_gpt":0.2440710310323893,"score_spread":0.21644256342234997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170486919","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9975412,0.00019560374,0.0011513073,0.000010593594,0.00010115174,0.0001403579,0.0000076249453,0.000059104397,0.0007930555],"genre_scores_gemma":[0.9992264,0.000031494863,0.00044649866,0.0000024032436,0.000056945977,0.0000106912485,0.000022522168,0.0000141485825,0.00018888616],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99914545,0.000042220367,0.00029292807,0.00016929524,0.00018752344,0.00016256618],"domain_scores_gemma":[0.9996136,0.000082491344,0.0000351456,0.00017917251,0.000018456856,0.00007113224],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000092736256,0.00013317194,0.00028215503,0.00013733418,0.000055176486,0.000013368316,0.000069408445,0.00009510632,0.0014383304],"category_scores_gemma":[0.000009280046,0.00012435007,0.00009260132,0.00024691565,0.000051366234,0.00010713005,0.000018693128,0.00012842802,0.000004256052],"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":[0.00032729993,0.0007273291,0.56684613,0.00031789872,0.0009390794,0.000039420025,0.0064549204,0.0046370523,0.40904707,0.00014365949,0.00085965,0.009660492],"study_design_scores_gemma":[0.0016369693,0.0004081103,0.38035887,0.000092772105,0.0004480743,0.00001441136,0.0001746351,0.02051964,0.5952956,0.00017227503,0.00041190672,0.00046670917],"about_ca_topic_score_codex":0.00028890214,"about_ca_topic_score_gemma":0.00008763069,"teacher_disagreement_score":0.18648726,"about_ca_system_score_codex":0.000028803692,"about_ca_system_score_gemma":0.000010896657,"threshold_uncertainty_score":0.99947447},"labels":[],"label_agreement":null},{"id":"W2172111296","doi":"10.1109/pesc.2008.4592411","title":"A three-phase reduced switch high power factor buck-type converter","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"National Research Council Canada; National Science Council","keywords":"Buck converter; Ćuk converter; Buck–boost converter; Boost converter; Capacitor; Forward converter; Integrating ADC; Flyback converter; Converters; Power factor; Electronic engineering; Voltage; Computer science; Electrical engineering; Engineering","score_opus":0.020447556196451337,"score_gpt":0.24206340631511294,"score_spread":0.2216158501186616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2172111296","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8534874,0.00014621446,0.14116906,0.00012422429,0.0031653105,0.00027155466,0.000018938266,0.00072391715,0.0008934181],"genre_scores_gemma":[0.996143,0.00010621285,0.0025940267,0.00015797868,0.00015984687,0.000021597552,0.0000146558905,0.00009650976,0.0007062095],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986768,0.000011777596,0.00031137926,0.0003319977,0.00020371078,0.000464346],"domain_scores_gemma":[0.9991465,0.000055814657,0.00004653676,0.0004892224,0.00007456008,0.00018735489],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000030095407,0.00030047772,0.00033408005,0.00011302785,0.00007526367,0.000019882911,0.00023485336,0.00013118215,0.0019342928],"category_scores_gemma":[0.000036624653,0.0003000324,0.0000968109,0.00024482282,0.000052627853,0.0002632693,0.00003939052,0.0002909255,0.0010658182],"study_design_candidate":"design_other","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":[0.00032369044,0.0002004322,0.006993332,0.00009004683,0.000302094,0.00038042877,0.0015223946,0.000058611648,0.13334997,0.00012742939,0.031771466,0.8248801],"study_design_scores_gemma":[0.020399418,0.0024672663,0.09079508,0.00032739298,0.00021684026,0.00065212237,0.00033726092,0.39379147,0.06248153,0.0035667713,0.4178657,0.007099162],"about_ca_topic_score_codex":0.000120354234,"about_ca_topic_score_gemma":0.00006373237,"teacher_disagreement_score":0.817781,"about_ca_system_score_codex":0.00013974063,"about_ca_system_score_gemma":0.00003727206,"threshold_uncertainty_score":0.99994516},"labels":[],"label_agreement":null},{"id":"W2181236100","doi":"10.1109/pesc.2008.4592028","title":"Single phase multi-level PWM Inverter topologies using coupled inductors","year":2008,"lang":"en","type":"article","venue":"PESC record","topic":"Multilevel Inverters and Converters","field":"Engineering","cited_by":52,"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":"Israeli Centers for Research Excellence","keywords":"Inductor; Pulse-width modulation; Inductance; Inverter; Voltage; Electromagnetic coil; Electronic circuit; Engineering; Electronic engineering; Electrical engineering; Computer science","score_opus":0.1998696940904126,"score_gpt":0.2909908056829827,"score_spread":0.09112111159257008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2181236100","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9448075,0.00011344836,0.05223955,0.00003313684,0.0017433725,0.00017205375,0.000017043007,0.00041088328,0.00046299162],"genre_scores_gemma":[0.99064654,0.00008178511,0.0083344355,0.0002227396,0.00015628996,0.000015078558,0.000011004015,0.000059837013,0.00047227275],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987897,0.00002263216,0.00032625574,0.0002713046,0.00015450126,0.0004356038],"domain_scores_gemma":[0.99943036,0.000037794754,0.000049615814,0.00030174493,0.000046452657,0.00013402174],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000052329968,0.00028058217,0.00031647034,0.00014238224,0.00013198894,0.000033261935,0.00022464807,0.0001486351,0.00039478613],"category_scores_gemma":[0.000027343402,0.00027265013,0.00011280565,0.00016068031,0.000118094315,0.0002653288,0.0000472353,0.0002145338,0.000097229335],"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":[0.00010582924,0.0006884564,0.031493653,0.00018778552,0.0003777308,0.00028692058,0.004457236,0.0009260704,0.3494092,0.000025368123,0.013851981,0.5981898],"study_design_scores_gemma":[0.0016738258,0.00006791718,0.0035913126,0.000032889075,0.000023643248,0.000042345382,0.00022831654,0.980547,0.009670984,0.000020177255,0.0036195694,0.0004820361],"about_ca_topic_score_codex":0.0007293056,"about_ca_topic_score_gemma":0.00014482967,"teacher_disagreement_score":0.97962093,"about_ca_system_score_codex":0.00015871563,"about_ca_system_score_gemma":0.00002908478,"threshold_uncertainty_score":0.9999726},"labels":[],"label_agreement":null}]}