{"meta":{"query_hash":"ceae3f84311b","filters":{"venue":"Telecommunications and Radio Engineering"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/ceae3f84311b","api":"https://metacan.xera.ac/api/v1/cohort?venue=Telecommunications+and+Radio+Engineering"},"results":[{"id":"W2054053789","doi":"10.1615/telecomradeng.v66.i6.90","title":"Spectra of Output Signals from Diffraction Radiation Oscillators with Quarter-Wave (Reflecting) Diffraction Gratings","year":2007,"lang":"en","type":"article","venue":"Telecommunications and Radio Engineering","topic":"Photorefractive and Nonlinear Optics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Diffraction; Optics; Radiation; Diffraction grating; Acousto-optics; Quarter (Canadian coin); Physics; Materials science","score_opus":0.014008118746660069,"score_gpt":0.2526634882787332,"score_spread":0.23865536953207311,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054053789","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":[0.90888035,0.00017145142,0.08976774,0.000045321598,0.000053941505,0.00013243062,0.000018757108,0.00004191294,0.00088807073],"genre_scores_gemma":[0.98406106,0.000060686205,0.015557254,0.0000061310884,0.00018202754,0.000008783459,0.0000795648,0.000021513331,0.00002295551],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9992938,0.000019452955,0.00026810853,0.00014666378,0.00010316794,0.00016878443],"domain_scores_gemma":[0.99908,0.0003044923,0.00019541162,0.00029392427,0.000059885413,0.000066283224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017985809,0.000142021,0.00018329962,0.00012561984,0.00014453482,0.00003067043,0.00007820513,0.000045230616,0.000027563312],"category_scores_gemma":[0.000011643505,0.00013119106,0.00004478122,0.00021076715,0.000027807528,0.00023028314,0.000018147122,0.00025573836,0.0000016546824],"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":[0.00018712808,0.0009421198,0.102687635,0.00006087719,0.0010052349,0.0000033271892,0.006898781,0.0056600347,0.78692794,0.0034816286,0.0001625425,0.091982774],"study_design_scores_gemma":[0.0021188932,0.00045594532,0.6157534,0.00020522022,0.0002995235,0.000018815108,0.0038719897,0.09787842,0.2698316,0.00060515775,0.007909935,0.001051122],"about_ca_topic_score_codex":0.0004968762,"about_ca_topic_score_gemma":0.00002341959,"teacher_disagreement_score":0.51709634,"about_ca_system_score_codex":0.000047730377,"about_ca_system_score_gemma":0.000020444044,"threshold_uncertainty_score":0.5349816},"labels":[],"label_agreement":null},{"id":"W4385820165","doi":"10.1615/telecomradeng.2023049486","title":"LOW COMPLEXITY HEVC SCALABLE ENCODER BASED ON FSS ALGORITHM","year":2023,"lang":"en","type":"article","venue":"Telecommunications and Radio Engineering","topic":"Video Coding and Compression Technologies","field":"Computer Science","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":"Horizon College and Seminary","funders":"","keywords":"Encoder; Computer science; Algorithm; Reference software; Scalability; Computational complexity theory; Coding (social sciences); Scalable Video Coding; Algorithmic efficiency; Real-time computing; Motion compensation; Software; Mathematics","score_opus":0.026484494314245707,"score_gpt":0.2453311652183273,"score_spread":0.21884667090408158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385820165","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0076616528,0.0004150795,0.98486495,0.003390436,0.0001439806,0.00011781526,0.0000049342125,0.0027840538,0.0006170788],"genre_scores_gemma":[0.7147177,0.00029125178,0.284678,0.000085759595,0.000016104923,0.000052613246,0.0000089374125,0.000012818246,0.00013682479],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992761,0.000025524756,0.00014341394,0.00020693462,0.00011761771,0.00023043704],"domain_scores_gemma":[0.99853224,0.00020281374,0.000029988134,0.0011490642,0.000028338418,0.000057532823],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020075806,0.00011660734,0.00013061592,0.0002574449,0.00029384875,0.000112575246,0.0009858727,0.00005755729,0.0000057911607],"category_scores_gemma":[0.000044927245,0.00010780079,0.00003541717,0.00072695664,0.00004833137,0.00013135294,0.00032538403,0.00022990262,0.000031927564],"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":[0.00000293927,0.0002517953,0.0003403299,0.000096131145,0.000042045373,0.000014409948,0.00045986703,0.27092284,0.0028563985,0.07868917,0.007848144,0.6384759],"study_design_scores_gemma":[0.00013889412,0.000026503481,0.0023434374,0.000056528486,0.0000018287832,0.000004077995,0.0000157195,0.9909116,0.002057129,0.00062888884,0.0036759072,0.00013950739],"about_ca_topic_score_codex":0.00001268394,"about_ca_topic_score_gemma":0.0000011049701,"teacher_disagreement_score":0.71998876,"about_ca_system_score_codex":0.000027279377,"about_ca_system_score_gemma":0.00001986337,"threshold_uncertainty_score":0.4395989},"labels":[],"label_agreement":null},{"id":"W4410029884","doi":"10.1615/telecomradeng.2025059404","title":"INTELLIGENT VERSATILE VIDEO CODING VIDEO DELIVERY OVER 5G: MASSIVE MULTIPLE-INPUT, MULTIPLE-OUTPUT BEAMFORMING MEETS AI-DRIVEN RESOURCE ALLOCATION FOR OPTIMAL SPECTRAL EFFICIENCY","year":2025,"lang":"en","type":"article","venue":"Telecommunications and Radio Engineering","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Beamforming; Spectral efficiency; MIMO; Computer science; Resource allocation; Computer network; Resource (disambiguation); Telecommunications; Real-time computing; Distributed computing","score_opus":0.00918293247254925,"score_gpt":0.23279207241253394,"score_spread":0.22360913993998469,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410029884","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038766515,0.0025503642,0.9564706,0.00018148606,0.0002472966,0.00093937793,0.000030850333,0.00056652835,0.00024698663],"genre_scores_gemma":[0.87703294,0.00059700734,0.12177694,0.000024957804,0.00007111186,0.00024827183,0.00012212517,0.00006935788,0.000057282356],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985256,0.000028485452,0.00057220523,0.00032112992,0.00011261606,0.0004399665],"domain_scores_gemma":[0.9982911,0.0007507259,0.00009109,0.00065781956,0.000105333325,0.00010393238],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021654111,0.00032450535,0.00033701438,0.00042012468,0.00035302868,0.00009345423,0.00039635372,0.0001522105,0.0000049304426],"category_scores_gemma":[0.00025795028,0.00037704816,0.0001080151,0.0004457047,0.00004875747,0.00040152302,0.00010123997,0.00032550225,0.0000025022969],"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":[0.000014577627,0.000027860257,0.00022189265,0.0001594774,0.00013436511,5.784776e-7,0.00081551657,0.98197585,0.012139954,0.0009715173,0.00017265743,0.00336578],"study_design_scores_gemma":[0.00075847906,0.000029822624,0.00030817618,0.00029538825,0.00007119509,0.000006902026,0.00030423646,0.9775525,0.0101350285,0.0000072496687,0.01017657,0.00035449577],"about_ca_topic_score_codex":0.00003619679,"about_ca_topic_score_gemma":0.00003522923,"teacher_disagreement_score":0.83826643,"about_ca_system_score_codex":0.00042946343,"about_ca_system_score_gemma":0.00003728553,"threshold_uncertainty_score":0.99986815},"labels":[],"label_agreement":null}]}