{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":12,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":12,"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":"0541d86cb830","filters":{"venue":"Frequenz"}},"results":[{"id":"W4285038506","doi":"10.1515/freq-2022-0051","title":"Design and development of a graphene-based reconfigurable patch antenna array for THz applications","year":2022,"lang":"en","type":"article","venue":"Frequenz","topic":"Antenna Design and Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Terahertz radiation; Antenna (radio); Radiation pattern; Graphene; Optoelectronics; Coplanar waveguide; Antenna array; Antenna efficiency; Materials science; Dipole antenna; Optics; Antenna measurement; Microwave; Physics; Telecommunications; Computer science; Nanotechnology","authors":[{"name":"Isam Eddine Lamri","is_ca":false},{"name":"Sarosh Ahmad","is_ca":true},{"name":"Mohammed Farouk Nakmouche","is_ca":false},{"name":"Adnan Ghaffar","is_ca":false},{"name":"Diaa E. Fawzy","is_ca":false},{"name":"A. M. M. A. Allam","is_ca":false},{"name":"Esraa Mousa Ali","is_ca":false},{"name":"Mariana Dalarsson","is_ca":false},{"name":"Mohammad Alibakhshikenari","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02650872822867575,"gpt":0.2175553464005787,"spread":0.1910466181719029,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001784411,0.00008465518,0.0001441227,0.00008395278,0.0001457933,0.000009046449,0.00008553311,0.00002177551,0.0000801703],"category_scores_gemma":[0.000005454936,0.00008947704,0.00003821016,0.0002523552,0.00001730184,0.00002527167,0.00000438932,0.0000570322,0.0000030416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003273192,"about_ca_system_score_gemma":0.00007432827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008009237,"about_ca_topic_score_gemma":0.000004863126,"domain_scores_codex":[0.9994376,0.00002198141,0.0001899786,0.0001315569,0.00008081744,0.0001380598],"domain_scores_gemma":[0.9996655,0.00007561022,0.0000349168,0.000133609,0.00005136384,0.00003899058],"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":[0.00001495673,0.00004672832,0.0003643289,0.0001217269,0.0001277062,0.000001243764,0.0002995385,0.004402755,0.9875305,0.0002215972,0.0003678208,0.006501068],"study_design_scores_gemma":[0.001937846,0.0001800075,0.0004212147,0.00005338085,0.0001929332,0.0000123342,0.001202913,0.4322784,0.4819986,0.00837467,0.07240406,0.0009436196],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001526738,0.0005662348,0.9972395,0.00003482102,0.0000248268,0.000276098,0.00003127192,0.00007689113,0.000223646],"genre_scores_gemma":[0.7430413,0.00001800308,0.255589,0.00007536859,0.00001384233,0.001044485,0.00004685637,0.00002826263,0.0001428714],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7416505,"threshold_uncertainty_score":0.3648768,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4297997435","doi":"10.1515/freq-2022-0043","title":"Novel implantable antenna with miniaturized footprint size for wideband biomedical telemetry applications","year":2022,"lang":"en","type":"article","venue":"Frequenz","topic":"Wireless Body Area Networks","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Telemetry; Specific absorption rate; Antenna (radio); Bandwidth (computing); Coaxial cable; Electrical engineering; Biotelemetry; Materials science; Acoustics; Computer science; Physics; Telecommunications; Engineering; Cable gland","authors":[{"name":"Sarosh Ahmad","is_ca":true},{"name":"Bilal Manzoor","is_ca":false},{"name":"Muhammad Muzamil Shair","is_ca":false},{"name":"Shahid Khan","is_ca":false},{"name":"Ayesha Akram","is_ca":false},{"name":"Adnan Ghaffar","is_ca":false},{"name":"Ahmed Jamal Abdullah Al-Gburi","is_ca":false},{"name":"Esraa Mousa Ali","is_ca":false},{"name":"Farhad Arpanaei","is_ca":false},{"name":"Mohammad Alibakhshikenari","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008753387679474416,"gpt":0.2092067717946202,"spread":0.2004533841151458,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000171359,0.0001742777,0.0002361832,0.00008139497,0.0002191868,0.00002846202,0.0002838902,0.0000669578,0.00007644582],"category_scores_gemma":[0.00002301292,0.0001653207,0.00005295518,0.0004809453,0.00005371205,0.000041303,0.00006507975,0.000271012,0.000005489826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001371185,"about_ca_system_score_gemma":0.00005554394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004115035,"about_ca_topic_score_gemma":0.00002420891,"domain_scores_codex":[0.998848,0.00001136747,0.0002337179,0.0002596755,0.0002362114,0.0004109805],"domain_scores_gemma":[0.9991372,0.0003265344,0.00004316407,0.0003314725,0.00003972896,0.0001219555],"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":[0.0003461636,0.000565513,0.001396428,0.0004668262,0.0006917781,0.00003545269,0.0004810274,0.01599864,0.9224882,0.003752431,0.0355693,0.01820821],"study_design_scores_gemma":[0.007448195,0.0006249921,0.002329319,0.00007418965,0.0001825466,0.0006645457,0.0005012584,0.06834024,0.01000195,0.001458579,0.9069304,0.001443792],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1295253,0.001005107,0.8571031,0.000398837,0.000922258,0.002747106,0.00144339,0.0014382,0.005416668],"genre_scores_gemma":[0.9342918,0.000009262433,0.06240297,0.0001270578,0.000325703,0.00237681,0.0001576301,0.00009046411,0.0002182305],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9124863,"threshold_uncertainty_score":0.6741582,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2587573263","doi":"10.1515/freq-2016-0205","title":"Radiation Bandwidth Improvement of Electromagnetic Band Gap Cavity Antenna","year":2017,"lang":"en","type":"article","venue":"Frequenz","topic":"Advanced Antenna and Metasurface Technologies","field":"Engineering","cited_by":4,"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":"Antenna measurement; Radiation pattern; Antenna factor; Optics; Antenna efficiency; Bandwidth (computing); Antenna gain; Microstrip antenna; Physics; Optoelectronics; Antenna (radio); Acoustics; Materials science; Electrical engineering; Computer science; Engineering; Telecommunications","authors":[{"name":"Abdelhalim Chaabane","is_ca":true},{"name":"F. Djahli","is_ca":false},{"name":"Hussein Attia","is_ca":false},{"name":"Tayeb A. Denidni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01533251424289349,"gpt":0.2410458739456595,"spread":0.225713359702766,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007650646,0.0001078157,0.0001734136,0.00004381994,0.00008264007,0.00002027354,0.0002221991,0.0000640319,0.0000161974],"category_scores_gemma":[0.0001056476,0.00009951468,0.00003766268,0.00004360305,0.0000732936,0.0001542722,0.00001781242,0.00009983297,0.000008846945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003789968,"about_ca_system_score_gemma":0.00001070452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006858599,"about_ca_topic_score_gemma":0.00002390613,"domain_scores_codex":[0.999435,0.000003656999,0.0001526727,0.0001146628,0.00008734808,0.0002066498],"domain_scores_gemma":[0.999391,0.00001351738,0.00007679287,0.0004535442,0.00003604874,0.00002905061],"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":[0.000003070172,0.000008936732,0.001276274,0.0000371915,0.00001701884,0.000002780717,0.00001870371,0.00007467766,0.9660226,0.0002582477,0.00009294798,0.03218755],"study_design_scores_gemma":[0.0005146986,0.0002552233,0.03175353,0.00003329977,0.00002608906,0.000002835935,0.00002617486,0.002957377,0.9570495,0.005908009,0.0012638,0.0002093942],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909734,0.001522369,0.003599743,0.0000659962,0.0002779177,0.0001514634,0.00001619059,0.0002780399,0.00311484],"genre_scores_gemma":[0.9974335,0.0003995816,0.001977918,0.000009032836,0.00002610356,0.00001191281,0.000003027521,0.00001552498,0.0001233279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03197816,"threshold_uncertainty_score":0.4058091,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2970930569","doi":"10.1515/freq-2019-0024","title":"Multilayer SIW Dual-Band Filters with Independent Band Characteristics and High Selectivity","year":2019,"lang":"en","type":"article","venue":"Frequenz","topic":"Microwave Engineering and Waveguides","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Passband; Band-pass filter; Bandwidth (computing); Resonator; Multi-band device; Electronic engineering; Center frequency; Filter (signal processing); Cascade; Coupling (piping); Physics; Topology (electrical circuits); Computer science; Materials science; Engineering; Optoelectronics; Telecommunications; Electrical engineering; Antenna (radio)","authors":[{"name":"Dinghong Jia","is_ca":false},{"name":"Jianqin Deng","is_ca":false},{"name":"Yangping Zhao","is_ca":true},{"name":"Ke Wu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004423192912424445,"gpt":0.1694399010143426,"spread":0.1650167081019182,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008924849,0.0002032989,0.0002209788,0.0000669789,0.00003162591,0.00005551338,0.00005773945,0.00009322649,0.00006969892],"category_scores_gemma":[0.00001472255,0.0001796998,0.0000198117,0.0001000459,0.00002219527,0.0001082141,0.00001055831,0.0002119159,0.00005193943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000525335,"about_ca_system_score_gemma":0.00001352833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006364493,"about_ca_topic_score_gemma":0.0000198013,"domain_scores_codex":[0.9992442,0.00001142658,0.0001397768,0.0002151819,0.000122881,0.0002665035],"domain_scores_gemma":[0.9995853,0.0000526299,0.00002341049,0.0002117262,0.00003587826,0.00009103888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00006286604,0.0000677662,0.105428,0.0007126779,0.0003836837,0.00009727811,0.0008837609,0.02051052,0.8640237,0.0002621532,0.002420934,0.005146603],"study_design_scores_gemma":[0.002734387,0.0003955744,0.5938853,0.0002979126,0.00009265589,0.000244841,0.00004886142,0.04359199,0.3471897,0.000117417,0.009866002,0.001535361],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943367,0.0001202961,0.002944374,0.00001522322,0.0003313679,0.0001582223,0.0000409939,0.0002255243,0.001827297],"genre_scores_gemma":[0.9984965,0.00002266419,0.000869492,0.00002529512,0.0001011782,0.000008790184,0.00001498717,0.00005199563,0.0004090639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.516834,"threshold_uncertainty_score":0.7327947,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3059910318","doi":"10.1515/freq-2019-0197","title":"An improved technique for low-loss material complex permittivity and permeability determination from transmission-only measurements","year":2020,"lang":"en","type":"article","venue":"Frequenz","topic":"Microwave and Dielectric Measurement Techniques","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":"Carleton University","funders":"","keywords":"Permittivity; Materials science; Permeability (electromagnetism); Electronic engineering; Transmission (telecommunications); Acoustics; Computer science; Dielectric; Optoelectronics; Engineering; Physics; Chemistry; Telecommunications","authors":[{"name":"Chuang Yang","is_ca":false},{"name":"Jian Wang","is_ca":false},{"name":"Feng Feng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0451717263464075,"gpt":0.2607861687183275,"spread":0.2156144423719201,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002997143,0.0002211002,0.0002591013,0.00003942959,0.00008709455,0.00006410309,0.0001661872,0.0001544427,0.00009520809],"category_scores_gemma":[0.00005932612,0.0002213014,0.00005601813,0.00009342049,0.00003593065,0.0002226454,0.00001115017,0.0001103532,0.000001469051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007698655,"about_ca_system_score_gemma":0.00003687982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007428625,"about_ca_topic_score_gemma":0.00001651545,"domain_scores_codex":[0.998884,0.00006652096,0.000289687,0.0003518221,0.0001628018,0.0002452038],"domain_scores_gemma":[0.9994374,0.00003420481,0.00004142079,0.0002079263,0.0001093017,0.000169782],"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":[0.00005492635,0.00004110074,0.0009647786,0.0001763627,0.00001484336,0.000001119153,0.0001615287,0.000002492998,0.9681202,0.000006080696,0.0002202674,0.03023626],"study_design_scores_gemma":[0.000472484,0.0002670185,0.004150896,0.00002776424,0.00003109943,0.000002673122,0.000007018871,0.02331776,0.9697735,0.0008405109,0.0008224539,0.0002868071],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4969764,0.00007037773,0.5002218,0.00008419864,0.00007078033,0.001368676,0.0002321791,0.0006756082,0.0002999034],"genre_scores_gemma":[0.9609603,0.0000108571,0.03838029,0.0001415655,0.0001530764,0.0001848347,0.0001279335,0.00003952258,0.000001577449],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4639839,"threshold_uncertainty_score":0.9024408,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2562061185","doi":"10.1515/freq-2015-0025","title":"A CPW-Fed Wide Slot Ultra-Wideband Antenna with Triple Band Rejection Characteristics","year":2015,"lang":"en","type":"article","venue":"Frequenz","topic":"Antenna Design and Analysis","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":"Communications Research Centre Canada","funders":"","keywords":"Coplanar waveguide; Band rejection; Standing wave ratio; Ultra-wideband; Stub (electronics); Omnidirectional antenna; WiMAX; HFSS; Antenna (radio); Narrowband; Radiation pattern; Wideband; Electronic engineering; Acoustics; Physics; Computer science; Telecommunications; Engineering; Microstrip antenna; Wireless","authors":[{"name":"Yingsong Li","is_ca":false},{"name":"Qiubo Ye","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01780441527120415,"gpt":0.2041759424218088,"spread":0.1863715271506046,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001516589,0.0001913389,0.0002768124,0.0001166868,0.00005496442,0.00006726079,0.0001045629,0.00008339845,0.00004456923],"category_scores_gemma":[0.0001070608,0.0001577361,0.00005543573,0.0003865316,0.00004210192,0.0001800956,0.00000356726,0.0001593645,0.0001050105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008781932,"about_ca_system_score_gemma":0.0000389079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009683008,"about_ca_topic_score_gemma":0.0000502578,"domain_scores_codex":[0.9990931,0.0000276699,0.000226199,0.0001902221,0.0001902943,0.0002724981],"domain_scores_gemma":[0.9993824,0.00003910852,0.00004796478,0.0002336146,0.0001228727,0.0001740459],"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":[0.0004562819,0.0001495673,0.07686841,0.0001686565,0.000752478,0.0003695482,0.001538238,0.000285834,0.8994101,0.0004102937,0.01653316,0.003057462],"study_design_scores_gemma":[0.01875056,0.004048327,0.05321779,0.001589427,0.002245517,0.0009112302,0.003321982,0.6639703,0.1352809,0.002843394,0.1065675,0.007253048],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4379191,0.001182776,0.5406326,0.0002186136,0.0008682138,0.0004114455,0.00009356607,0.001225936,0.01744779],"genre_scores_gemma":[0.9977505,0.00004905873,0.0005858823,0.0001235501,0.0001453383,0.00001456344,0.00004495099,0.00004661629,0.001239504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7641292,"threshold_uncertainty_score":0.6432291,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281491696","doi":"10.1515/freq-2021-0216","title":"A low-cost photonic band gap (PBG) microstrip line resonator for dielectric characterization of liquids","year":2022,"lang":"en","type":"article","venue":"Frequenz","topic":"Microwave and Dielectric Measurement Techniques","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":"Institut National de la Recherche Scientifique","funders":"","keywords":"Permittivity; Materials science; Microstrip; Resonator; Planar; Optoelectronics; Photonic crystal; Dielectric; Relative permittivity; Electronic engineering; Optics; Computer science; Physics; Engineering","authors":[{"name":"Farouk Grine","is_ca":false},{"name":"Halima Ammari","is_ca":false},{"name":"Mohamed Taoufik Benhabiles","is_ca":false},{"name":"Mohamed Lahdi Riabi","is_ca":false},{"name":"Tarek Djerafi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02296485528390803,"gpt":0.2293515904253029,"spread":0.2063867351413949,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003002026,0.0001587466,0.0002282849,0.000171087,0.000098155,0.00001623399,0.0001937703,0.00006855067,0.0001874076],"category_scores_gemma":[0.00004779152,0.0001779635,0.00008477095,0.0005629897,0.00001301284,0.00006990521,0.00002012711,0.0001739503,0.000003402136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000177981,"about_ca_system_score_gemma":0.00006801268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001196364,"about_ca_topic_score_gemma":0.000003154748,"domain_scores_codex":[0.9989499,0.00003184221,0.0003375497,0.0001922537,0.000186013,0.0003024442],"domain_scores_gemma":[0.9995075,0.00004029075,0.00007871574,0.0002271773,0.00009675916,0.00004958952],"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":[0.00004876494,0.00006019539,0.00007788547,0.0001245186,0.00002792455,0.000001800521,0.00005588642,0.00003345616,0.9931863,0.0001497802,0.002395486,0.003838009],"study_design_scores_gemma":[0.0004495291,0.0003153574,0.0001127943,0.00001953295,0.00002238811,0.000005081874,0.000003166306,0.003562941,0.9603845,0.0001667486,0.03477583,0.0001820841],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.95481,0.001938457,0.03716354,0.00005492687,0.0003992997,0.00191199,0.0005179381,0.0006065018,0.002597354],"genre_scores_gemma":[0.9979348,0.0001836178,0.0005509471,0.0001396444,0.00008706936,0.0005386046,0.0002831937,0.00005143827,0.0002307447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04312474,"threshold_uncertainty_score":0.725714,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409786254","doi":"10.1515/freq-2024-0358","title":"Advances in antenna design through characteristic modes: a review of simulation techniques and development","year":2025,"lang":"en","type":"review","venue":"Frequenz","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":"Royal Military College of Canada; Concordia University","funders":"Science and Engineering Research Board","keywords":"Electronic engineering; Antenna (radio); Computer science; Engineering; Telecommunications","authors":[{"name":"Sumon Modak","is_ca":false},{"name":"Vikrant Kaim","is_ca":false},{"name":"Taimoor Khan","is_ca":false},{"name":"Binod Kumar Kanaujia","is_ca":false},{"name":"S.R. Rengarajan","is_ca":false},{"name":"Ahmed A. Kishk","is_ca":true},{"name":"Yahia M. M. Antar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05046027677953702,"gpt":0.3311916645280376,"spread":0.2807313877485005,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002310064,0.0002962013,0.001448904,0.0002132557,0.0000175641,0.000009879801,0.0001369938,0.00013981,0.00001409041],"category_scores_gemma":[0.00007778306,0.0002484283,0.0001025588,0.000516352,0.0000255977,0.0001561895,0.00002107243,0.0001594292,0.000004026587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009326039,"about_ca_system_score_gemma":0.0001138434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003117765,"about_ca_topic_score_gemma":0.000001110123,"domain_scores_codex":[0.9986806,0.00008768503,0.0007544616,0.0002171941,0.000105765,0.0001543174],"domain_scores_gemma":[0.9993725,0.0002116299,0.0001560235,0.0001851188,0.00005222352,0.00002248911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[6.047735e-7,0.000006780133,6.140968e-7,0.2233981,0.00003643081,0.000008089683,0.00002150916,0.0000216005,0.000004441768,0.00001817732,0.000005515695,0.7764781],"study_design_scores_gemma":[0.00003936895,0.0000118418,3.620948e-7,0.4061672,0.000249317,0.000004197554,0.000004173087,0.005034968,0.000006206158,0.00007716951,0.5881088,0.0002963571],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.910933e-8,0.6884055,0.3107699,9.673615e-7,0.00001584634,0.0004173355,0.000009575165,0.00006770722,0.0003132036],"genre_scores_gemma":[0.00002076345,0.9790527,0.02062266,0.00001825044,0.00001967622,0.0001573476,0.00005044906,0.00002613025,0.00003199178],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7761818,"threshold_uncertainty_score":0.9999968,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2071113083","doi":"10.1515/freq-2014-0004","title":"On the Performance of the Golden Code in the Presence of Channel Estimation Error in Correlated MIMO Rayleigh Fading Channels","year":2014,"lang":"en","type":"article","venue":"Frequenz","topic":"Advanced Wireless Communication Techniques","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":"Université Laval","funders":"","keywords":"MIMO; Algorithm; Rayleigh fading; Fading; Bit error rate; Monte Carlo method; Coding gain; Diversity gain; Channel (broadcasting); Upper and lower bounds; Computer science; Mathematics; Channel capacity; Electronic engineering; Telecommunications; Statistics; Decoding methods; Engineering; Mathematical analysis","authors":[{"name":"Mohamed Lassaad Ammari","is_ca":true},{"name":"Wahiba Abid","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02066008675273582,"gpt":0.2471574196943506,"spread":0.2264973329416148,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005158667,0.00009710473,0.0001325258,0.00007431396,0.00004101274,0.000006474899,0.0007433161,0.00006272069,0.000004386131],"category_scores_gemma":[0.0002663922,0.00005668054,0.00002542601,0.0004398809,0.00008315253,0.0001172656,0.00004718076,0.0003000808,0.000002806717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004947998,"about_ca_system_score_gemma":0.000008300707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005995192,"about_ca_topic_score_gemma":0.00004020149,"domain_scores_codex":[0.9992099,0.0001455227,0.000278813,0.00008117691,0.0001548518,0.0001297124],"domain_scores_gemma":[0.9986383,0.0005622965,0.000110106,0.0006458817,0.00003496442,0.000008458089],"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":[0.000006630868,0.00002318746,0.0007707571,0.00005572327,0.000004561871,1.248963e-7,0.002585846,0.9824259,0.005461093,0.007009559,0.0001119615,0.001544677],"study_design_scores_gemma":[0.0001193063,0.00003149734,0.004211338,0.0003594807,0.000002383034,9.864397e-7,0.00007543695,0.9255986,0.06657808,0.002907634,0.00004925824,0.00006595406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825574,0.0001028748,0.01495623,0.000301244,0.0001016722,0.0004906781,0.000005131207,0.00007298985,0.001411743],"genre_scores_gemma":[0.9991338,0.00004098599,0.0006406248,0.00004565057,0.000007737181,0.00009814512,0.000002317251,0.00001519091,0.00001551343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06111699,"threshold_uncertainty_score":0.2311365,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388774101","doi":"10.1515/freq-2023-0174","title":"Profile reduction of folded transmitarray antenna using multiple feeders","year":2023,"lang":"en","type":"article","venue":"Frequenz","topic":"Advanced Antenna and Metasurface Technologies","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":"Dalhousie University","funders":"National Natural Science Foundation of China","keywords":"Reduction (mathematics); Antenna (radio); Computer science; Electronic engineering; Physics; Acoustics; Telecommunications; Engineering; Mathematics","authors":[{"name":"Guowei Li","is_ca":false},{"name":"Yuehe Ge","is_ca":false},{"name":"Zhizhang Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.036288918283277,"gpt":0.2475058618105438,"spread":0.2112169435272668,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006754704,0.0001082454,0.0001648907,0.0001390731,0.0000380705,0.000004882145,0.00009873533,0.00007942041,0.000009167307],"category_scores_gemma":[0.00005452679,0.000105375,0.00005426268,0.000547678,0.00006309773,0.0001326543,0.000008578823,0.00009848802,0.00002284518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003845478,"about_ca_system_score_gemma":0.000009850205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003655993,"about_ca_topic_score_gemma":0.000005620466,"domain_scores_codex":[0.9993814,0.000007384478,0.0001695067,0.0001237161,0.00008980348,0.0002281997],"domain_scores_gemma":[0.9997141,0.00002065378,0.00002705165,0.00017622,0.00003749228,0.00002453179],"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":[0.000003522962,0.000005649528,0.0001984971,0.0000680286,0.00002398614,0.000003506498,0.0001357764,0.01148945,0.9839555,0.00007093634,0.0001907189,0.003854422],"study_design_scores_gemma":[0.0005521037,0.00005299576,0.0009524375,0.000120912,0.00003310493,0.00001486862,0.002773202,0.1915506,0.8001167,0.002744953,0.0007620456,0.0003261494],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969268,0.0004563312,0.0272169,0.00003674358,0.000486862,0.0001892401,0.00002705202,0.001827388,0.000491461],"genre_scores_gemma":[0.9795607,0.00008868839,0.02020062,0.000002160545,0.0000209578,0.00001211761,0.000009699395,0.00003062952,0.00007437124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1838388,"threshold_uncertainty_score":0.4297068,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411890659","doi":"10.1515/freq-2024-0348","title":"High-gain UWB Fabry–Perot cavity antenna with dual-notched band for high-resolution imaging applications","year":2025,"lang":"en","type":"article","venue":"Frequenz","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":"Université du Québec à Montréal; Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Fabry–Pérot interferometer; Antenna (radio); Optics; Materials science; Physics; Computer science; Telecommunications; Laser","authors":[{"name":"Imen Merabet","is_ca":false},{"name":"Khaled Rouabah","is_ca":false},{"name":"Massinissa Belazzoug","is_ca":false},{"name":"Youcef Braham Chaouche","is_ca":true},{"name":"Tayeb A. Denidni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006734280564595068,"gpt":0.212947884507654,"spread":0.2062136039430589,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001440857,0.0001964374,0.0002631913,0.0001655778,0.0001714259,0.00006131152,0.0001340894,0.00006989655,0.00002199415],"category_scores_gemma":[0.00002148403,0.0001784362,0.00007427679,0.0005297342,0.0000626429,0.0001385455,0.00001319838,0.0001350856,0.00002167892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001224097,"about_ca_system_score_gemma":0.00003741636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004471708,"about_ca_topic_score_gemma":0.00009311984,"domain_scores_codex":[0.9990469,0.00002047898,0.0002308029,0.0002776081,0.0001113896,0.0003128485],"domain_scores_gemma":[0.9993752,0.00006922752,0.00003990299,0.0003302758,0.0001202968,0.00006506788],"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":[0.00009886304,0.0001797129,0.005727841,0.0005531168,0.0008332406,0.0000272043,0.0002556127,0.006897146,0.8962894,0.05391344,0.008048533,0.02717586],"study_design_scores_gemma":[0.00274043,0.00007301033,0.004800831,0.0002675505,0.0006763528,0.00001186219,0.000304403,0.9524143,0.01649356,0.01471978,0.006439995,0.00105793],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009017313,0.0005109873,0.9884672,0.0005018355,0.00009859593,0.0004481348,0.0000848381,0.0003717131,0.0004994355],"genre_scores_gemma":[0.9874875,0.00002587901,0.01090877,0.0001680167,0.0001299017,0.0003812345,0.0001040716,0.00003309993,0.000761529],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9784702,"threshold_uncertainty_score":0.7276418,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4291184216","doi":"10.1515/freq-2022-0061","title":"A novel miniaturized V-shaped monopole antenna for GSM/WiMAX/WLAN applications","year":2022,"lang":"en","type":"article","venue":"Frequenz","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":"WiMAX; GSM; Coplanar waveguide; Miniaturization; Antenna (radio); Physics; Radiation pattern; Substrate (aquarium); Optoelectronics; Materials science; Electrical engineering; Optics; Computer science; Telecommunications; Engineering; Wireless; Microwave","authors":[{"name":"Khelil Fertas","is_ca":false},{"name":"Fouad Fertas","is_ca":false},{"name":"Mouloud Challal","is_ca":false},{"name":"Tayeb A. Denidni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01829102794088558,"gpt":0.2254893730397785,"spread":0.2071983450988929,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001091904,0.0001394135,0.0002020413,0.0001161362,0.0002207703,0.0000278422,0.0002439462,0.00003932065,0.0002203268],"category_scores_gemma":[0.00001369096,0.0001497343,0.0001433633,0.0004149466,0.0000225406,0.00005474298,0.0000325874,0.0001420005,0.00003907211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007828101,"about_ca_system_score_gemma":0.0000239954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003840332,"about_ca_topic_score_gemma":0.000008933884,"domain_scores_codex":[0.9991831,0.00001147541,0.0002049534,0.0002049914,0.0001293864,0.0002661555],"domain_scores_gemma":[0.9995193,0.00005909517,0.00003728855,0.0002694375,0.0000408598,0.00007395168],"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":[0.00001212942,0.000059777,0.00004801074,0.00003098664,0.0001095279,0.000001912835,0.0001187815,0.00009802448,0.9965061,0.00153525,0.001027242,0.0004522759],"study_design_scores_gemma":[0.001054905,0.00005963509,0.0001711136,0.000006294823,0.0001111952,0.00001469334,0.0003521774,0.9200779,0.0003637224,0.001492987,0.07591037,0.0003849681],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002227679,0.0006434598,0.9944602,0.0002088971,0.0001340804,0.0005092575,0.0004305712,0.0004372596,0.0009485544],"genre_scores_gemma":[0.9583749,0.00001943813,0.03655439,0.0003842508,0.0002270023,0.001995359,0.000209789,0.0000777263,0.002157163],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9961424,"threshold_uncertainty_score":0.6105989,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}