{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"164d46d55b70","filters":{"venue":"2021 51st European Microwave Conference (EuMC)"}},"results":[{"id":"W4281703268","doi":"10.23919/eumc50147.2022.9784364","title":"Microstrip Coupled-Line Directional Coupler for High-Sensitivity Dielectric Constant Measurement","year":2022,"lang":"en","type":"article","venue":"2021 51st European Microwave Conference (EuMC)","topic":"Microwave and Dielectric Measurement Techniques","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Microstrip; Dielectric; Line (geometry); Coupling (piping); Constant (computer programming); Power dividers and directional couplers; Topology (electrical circuits); Physics; Optoelectronics; Computer science; Materials science; Electrical engineering; Mathematics; Optics; Engineering; Composite material; Geometry","authors":[{"name":"Zahra Rahimian Omam","is_ca":false},{"name":"Vahid Nayyeri","is_ca":false},{"name":"Omar M. Ramahi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03778391868031858,"gpt":0.2147593526435355,"spread":0.176975433963217,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002437661,0.0005697718,0.0005745858,0.0003191121,0.0005826398,0.000166299,0.0003987576,0.0000792586,0.001045031],"category_scores_gemma":[0.0001898985,0.0006407022,0.0002337277,0.0006277838,0.0001047901,0.0001260947,0.0002037277,0.0006592818,0.0001044738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006874485,"about_ca_system_score_gemma":0.0002900417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006288791,"about_ca_topic_score_gemma":0.0001124173,"domain_scores_codex":[0.9964273,0.0003987299,0.0007440179,0.000758649,0.0007825296,0.0008887834],"domain_scores_gemma":[0.9982175,0.0001480157,0.0001830872,0.0005450804,0.0007045933,0.0002017753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001030989,0.0001703677,0.00007589242,0.00007307721,0.0001845175,0.00006885566,0.0001127866,0.0003454946,0.9600381,0.001886247,0.02527312,0.01166847],"study_design_scores_gemma":[0.002689556,0.0007710973,0.0008203086,0.0001204756,0.0002413343,0.0001938127,0.0001776388,0.01911148,0.859706,0.0007834161,0.113562,0.001822865],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1585429,0.006715116,0.7611992,0.00065847,0.002857524,0.003815881,0.001150115,0.002125466,0.06293529],"genre_scores_gemma":[0.9960573,0.0005070448,0.001530817,0.0003159929,0.000288847,0.0001712258,0.0003333215,0.0001492764,0.0006461505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8375144,"threshold_uncertainty_score":0.9998682,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281710838","doi":"10.23919/eumc50147.2022.9784347","title":"Simultaneous Electric and Magnetic Two-Dimensional Tuning in Nonlinear Magnetic Transmission Line","year":2022,"lang":"en","type":"article","venue":"2021 51st European Microwave Conference (EuMC)","topic":"Power Line Communications and Noise","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Nonlinear system; Line (geometry); Transmission line; Electric power transmission; Range (aeronautics); Voltage; Work (physics); Magnetic circuit; Materials science; Physics; Magnet; Electrical engineering; Engineering; Mathematics","authors":[{"name":"MuhibUr Rahman","is_ca":true},{"name":"Ke Wu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01154331623518884,"gpt":0.2106777350227265,"spread":0.1991344187875377,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003537616,0.0002695672,0.0002540616,0.0002725601,0.0001991876,0.00006419948,0.0004244873,0.00003187874,0.001199321],"category_scores_gemma":[0.00004234555,0.0003022769,0.00005372113,0.0004592807,0.00006451246,0.00006746755,0.0002977132,0.0007004372,0.00008347305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006828316,"about_ca_system_score_gemma":0.00006833627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002487358,"about_ca_topic_score_gemma":0.00002557009,"domain_scores_codex":[0.9983009,0.0003327872,0.0004289396,0.0003554811,0.0001861854,0.000395692],"domain_scores_gemma":[0.9991141,0.0001751068,0.00004382226,0.0004570448,0.0000656458,0.0001442791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000461565,0.0001576408,0.0001010663,0.00004432975,0.0000132855,0.000367139,0.00102285,0.03993279,0.7053283,0.000108324,0.0002241361,0.252654],"study_design_scores_gemma":[0.001553863,0.0004238699,0.000865655,0.0001091679,0.0000372712,0.0001683669,0.0001628164,0.9440355,0.003353904,0.0001015547,0.04855586,0.0006322167],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643715,0.01813077,0.001633794,0.0003194176,0.0001715996,0.0003460312,0.00004374906,0.0001711029,0.01481202],"genre_scores_gemma":[0.9942617,0.0008782949,0.003605502,0.0001153559,0.00005245086,0.00001266355,0.00009584813,0.00007559641,0.0009026211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9041027,"threshold_uncertainty_score":0.999943,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281613738","doi":"10.23919/eumc50147.2022.9784178","title":"Modulated-Signal-Based EM/RF/DSP Co-Simulation Framework for Predictive Analysis of Fully Digital MIMO Transmitters","year":2022,"lang":"en","type":"article","venue":"2021 51st European Microwave Conference (EuMC)","topic":"Advanced Power Amplifier Design","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Telefonaktiebolaget LM Ericsson; Keysight Technologies","keywords":"Predistortion; MIMO; Electronic engineering; Adjacent channel power ratio; Radio frequency; Digital signal processing; Transmitter; Computer science; Antenna (radio); Digital radio; Channel (broadcasting); Engineering; Telecommunications; Beamforming","authors":[{"name":"Jin Gyu Lim","is_ca":true},{"name":"Hang Yu","is_ca":true},{"name":"Emile Traore","is_ca":true},{"name":"Mohammed Almoneer","is_ca":true},{"name":"Jingjing Xia","is_ca":true},{"name":"Slim Boumaiza","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0217642010772065,"gpt":0.247036301710266,"spread":0.2252721006330595,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003116632,0.0004151398,0.0005964392,0.0005268671,0.0001790214,0.0001311723,0.0005151643,0.00007911051,0.000799799],"category_scores_gemma":[0.00006427294,0.0004983824,0.0004155755,0.001057867,0.0001089215,0.0002483011,0.00006291051,0.0004565589,0.00003147322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001939978,"about_ca_system_score_gemma":0.00009407208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000329041,"about_ca_topic_score_gemma":0.000004077466,"domain_scores_codex":[0.9976364,0.000183861,0.0006864616,0.0006070015,0.0003883691,0.000497944],"domain_scores_gemma":[0.9983509,0.0004670855,0.0002033737,0.0005826763,0.0002394585,0.0001565068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001782451,0.00007944492,0.0003975681,0.00006509052,0.0009609333,0.00002391951,0.001632121,0.9507577,0.03184827,0.0002116454,0.0002330804,0.01361199],"study_design_scores_gemma":[0.001195378,0.000389326,0.003435787,0.0001002415,0.0009802959,0.000003135747,0.001036141,0.9700444,0.01608546,0.000965475,0.004852929,0.0009113849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08425051,0.0001382825,0.9105356,0.00002947664,0.0002046701,0.0005679946,0.001666224,0.000198139,0.002409132],"genre_scores_gemma":[0.993434,0.000009783997,0.005025829,0.0001026045,0.0000605557,0.00005271149,0.001036856,0.0001385717,0.0001391538],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9091834,"threshold_uncertainty_score":0.9997468,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281767153","doi":"10.23919/eumc50147.2022.9784245","title":"Single and Differential Microstrip Lines Excitation Using a Contactless Dielectric Waveguide Probe for V-Band","year":2022,"lang":"en","type":"article","venue":"2021 51st European Microwave Conference (EuMC)","topic":"Microwave Engineering and Waveguides","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Microstrip; Materials science; Dielectric; Waveguide; Optoelectronics; Excitation; Substrate (aquarium); Extremely high frequency; Coupling (piping); Optics; Silicon; Electrical engineering; Physics; Engineering","authors":[{"name":"Amr Samir","is_ca":true},{"name":"Mohammad Abd Alkhalik Basha","is_ca":true},{"name":"A. M. Hegazy","is_ca":true},{"name":"Mohammad Chavoshi","is_ca":true},{"name":"Mostafa Alizadeh","is_ca":true},{"name":"Ardeshir Palizban","is_ca":true},{"name":"Safieddin Safavi‐Naeini","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02842787578002567,"gpt":0.217962621046788,"spread":0.1895347452667623,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003201432,0.0004424241,0.0004209199,0.0002620445,0.0003705604,0.0002726603,0.0002907632,0.00006497485,0.0001467809],"category_scores_gemma":[0.0000768021,0.000498309,0.0001325681,0.0002990779,0.00007333897,0.0001420231,0.0001521125,0.0003618645,0.00001266373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001681224,"about_ca_system_score_gemma":0.00006194435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001986287,"about_ca_topic_score_gemma":0.00001575512,"domain_scores_codex":[0.9979635,0.000152046,0.0005505191,0.0005428772,0.0001858235,0.0006052515],"domain_scores_gemma":[0.9991609,0.0001192555,0.0001170844,0.0003129278,0.0001393071,0.0001505678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003858031,0.00005647635,0.00005687523,0.0001759843,0.00008294397,0.00002380923,0.000647707,0.0007738866,0.9887998,0.0004650665,0.0006917049,0.008187157],"study_design_scores_gemma":[0.004306021,0.0007111602,0.00210071,0.0003611569,0.0003337697,0.0003897669,0.0009463235,0.1830781,0.7517946,0.0006177459,0.05285306,0.002507526],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7076411,0.001610807,0.2863479,0.00006243786,0.0007708533,0.000616574,0.0002009114,0.0002318594,0.00251757],"genre_scores_gemma":[0.9956722,0.0001327945,0.002637045,0.00004830766,0.000321506,0.00004258412,0.0002289886,0.0001620797,0.0007544913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2880311,"threshold_uncertainty_score":0.9997469,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281727606","doi":"10.23919/eumc50147.2022.9784270","title":"Averaged and Cluster DPDs for Beamforming Applications","year":2022,"lang":"en","type":"article","venue":"2021 51st European Microwave Conference (EuMC)","topic":"Advanced Power Amplifier Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Huawei Technologies (Canada); University of Calgary","funders":"","keywords":"Beamforming; Predistortion; Beam (structure); Computer science; Linearity; MIMO; Antenna (radio); Electronic engineering; Physics; Optics; Telecommunications; Engineering; Amplifier; Bandwidth (computing)","authors":[{"name":"Ahmadreza Motaqi","is_ca":true},{"name":"Mohamed Helaoui","is_ca":true},{"name":"Abubaker Abdelhafiz","is_ca":true},{"name":"Wenhua Chen","is_ca":false},{"name":"Fadhel M. Ghannouchi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01517104156969946,"gpt":0.2091782796883513,"spread":0.1940072381186518,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000345438,0.0002441934,0.0002136903,0.0001075095,0.0003781297,0.00009989648,0.0003285424,0.00002796,0.0003301896],"category_scores_gemma":[0.00002372947,0.0002919364,0.00006824909,0.0001788439,0.00006954528,0.0001468245,0.0002493138,0.0003386633,0.0001003337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009170333,"about_ca_system_score_gemma":0.00003491953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001872036,"about_ca_topic_score_gemma":0.000004823529,"domain_scores_codex":[0.9986752,0.0001052174,0.0003055837,0.0003966055,0.0001304687,0.0003869454],"domain_scores_gemma":[0.9992118,0.0001344049,0.00005967543,0.0004046024,0.00006996142,0.0001194863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009447762,0.0001240637,0.0002176198,0.0004107779,0.000251779,0.00004787503,0.005212241,0.02119952,0.5769972,0.01356742,0.01874173,0.3631352],"study_design_scores_gemma":[0.001335393,0.0001160061,0.0002467858,0.00003718406,0.00006515901,0.0001009365,0.0009873941,0.01347932,0.01202601,0.001918126,0.9687794,0.0009082835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006795627,0.0004629066,0.9605716,0.0001031167,0.0002792319,0.0008479812,0.0001538294,0.0002178527,0.0305679],"genre_scores_gemma":[0.9783607,0.00011911,0.01757824,0.0002901107,0.0001837263,0.0003471502,0.000164502,0.0001402513,0.002816172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9715651,"threshold_uncertainty_score":0.9999533,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281756461","doi":"10.23919/eumc50147.2022.9784276","title":"Using Gypsum Material as the Substrate for Inside Wall Embedded Wireless IoT Sensors","year":2022,"lang":"en","type":"article","venue":"2021 51st European Microwave Conference (EuMC)","topic":"Antenna Design and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Gypsum; Planar; Materials science; Substrate (aquarium); Wireless; Dielectric; Bandwidth (computing); Internet of Things; Antenna (radio); Computer science; Optoelectronics; Electronic engineering; Acoustics; Electrical engineering; Composite material; Telecommunications; Engineering; Physics; Embedded system; Geology","authors":[{"name":"Zahra Badamchi","is_ca":true},{"name":"Tarek Djerafi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03999062789523764,"gpt":0.2350230709708087,"spread":0.1950324430755711,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004891176,0.0003497431,0.0003620636,0.0001177749,0.0004706447,0.000274321,0.00054486,0.00004344301,0.00136821],"category_scores_gemma":[0.00002467866,0.0003123513,0.0002208453,0.000300289,0.0001078819,0.00007601281,0.0001935633,0.0003563081,0.0001953218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009442452,"about_ca_system_score_gemma":0.00008618795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006788917,"about_ca_topic_score_gemma":0.00003306628,"domain_scores_codex":[0.9979928,0.0003714915,0.0004494355,0.0004189592,0.0002282053,0.0005391518],"domain_scores_gemma":[0.9991115,0.00006707721,0.0001158992,0.0004712094,0.0001213146,0.0001129416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005029874,0.00002579952,0.00004263336,0.00004058093,0.0001628508,0.0001338514,0.001236604,0.002873854,0.9925861,0.0007341709,0.0006877957,0.001425513],"study_design_scores_gemma":[0.002190306,0.0002694643,0.0007386137,0.0001850327,0.0006780827,0.0003532403,0.01106492,0.7570744,0.1842951,0.0006941408,0.04000621,0.002450462],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808025,0.0001149271,0.01183941,0.0001681764,0.0005967313,0.0003280932,0.0001604003,0.0001615703,0.005828207],"genre_scores_gemma":[0.9970056,0.00006761546,0.0005222147,0.0002441299,0.0002504224,0.0000187309,0.0001141003,0.0001267199,0.0016504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.808291,"threshold_uncertainty_score":0.9999329,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}