{"meta":{"query_hash":"7e8c836cbcfb","filters":{"venue":"Communications technology"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/7e8c836cbcfb","api":"https://metacan.xera.ac/api/v1/cohort?venue=Communications+technology"},"results":[{"id":"W2354554844","doi":"","title":"A New Differential Space-Time Block Coding Scheme with Two Transmit Antennas","year":2007,"lang":"en","type":"article","venue":"Communications technology","topic":"Advanced Wireless Communication Techniques","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":"L'Alliance Boviteq","funders":"","keywords":"Computer science; Space–time block code; Decoding methods; Differential coding; Block code; Phase-shift keying; Algorithm; Coding (social sciences); Coding gain; Differential (mechanical device); Telecommunications; Encoding (memory); Bit error rate; Mathematics; Physics; Artificial intelligence; Statistics","score_opus":0.011227756355156047,"score_gpt":0.26239832437644106,"score_spread":0.251170568021285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2354554844","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":[0.039842308,0.0019781329,0.9367766,0.0024051678,0.000033574415,0.00047674726,0.0000063075054,0.006741338,0.011739864],"genre_scores_gemma":[0.67829645,0.00080923556,0.32057443,0.000015908572,0.000012855856,0.000048900947,0.00001810656,0.000055665234,0.00016845514],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99887973,0.000026908248,0.00037259932,0.00019989234,0.000120891884,0.00039998945],"domain_scores_gemma":[0.9959278,0.00014433841,0.0000837984,0.0036467568,0.00010404021,0.000093276],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013849023,0.00024702138,0.0003062097,0.0005988944,0.00023559481,0.000025423511,0.0022160003,0.00022391907,0.000046115874],"category_scores_gemma":[0.000024011792,0.00025656816,0.000052064523,0.0010385745,0.00037911595,0.00015299687,0.00038145177,0.0007761603,0.000067161476],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044512362,0.00020744826,0.0011305828,0.000043935102,0.00024067647,0.000009158137,0.0004415002,0.000274495,0.50748086,0.2777754,0.0010831162,0.2112683],"study_design_scores_gemma":[0.0046209954,0.00041144105,0.0016326557,0.000718819,0.00019910684,0.0004782021,0.00089461275,0.07419718,0.63692266,0.024955867,0.2522514,0.0027171143],"about_ca_topic_score_codex":0.000021194095,"about_ca_topic_score_gemma":0.00015564376,"teacher_disagreement_score":0.63845414,"about_ca_system_score_codex":0.00012902722,"about_ca_system_score_gemma":0.000032604596,"threshold_uncertainty_score":0.9999887},"labels":[],"label_agreement":null},{"id":"W2371405716","doi":"","title":"Research and Development of Encrypt ASIC","year":2003,"lang":"en","type":"article","venue":"Communications technology","topic":"Chaos-based Image/Signal Encryption","field":"Computer Science","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":"L'Alliance Boviteq","funders":"","keywords":"Computer science; Application-specific integrated circuit; Encryption; USB; Embedded system; FIFO (computing and electronics); Software; Computer hardware; Function (biology); Chip; Operating system","score_opus":0.11409508686888055,"score_gpt":0.373064885029896,"score_spread":0.25896979816101545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2371405716","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":[0.08708221,0.0035392162,0.8890141,0.0065704817,0.000057916084,0.00038292728,9.845487e-7,0.00043192532,0.012920188],"genre_scores_gemma":[0.6018021,0.000091097645,0.39801645,0.000011976393,8.105011e-7,0.000040696177,0.0000011239403,0.0000033016793,0.000032445703],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990977,0.00014310869,0.00023147817,0.00019161444,0.00014779172,0.00018828019],"domain_scores_gemma":[0.9974303,0.00023230097,0.00006505619,0.0019636978,0.00027681366,0.000031815198],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00083873817,0.000063933956,0.0001043111,0.00062638597,0.00029760186,0.000022330198,0.0017786958,0.0000970884,0.0000074038235],"category_scores_gemma":[0.00023280607,0.00006753503,0.000009762278,0.0012779188,0.00062791514,0.00013865928,0.001064114,0.0003272135,0.00004418243],"study_design_candidate":"theoretical_or_conceptual","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":[7.105338e-7,0.0001180292,0.00041721785,0.0000073125493,0.0000073607725,4.7564188e-7,0.00032585266,7.7114584e-7,0.019643301,0.88187987,0.000101895916,0.09749724],"study_design_scores_gemma":[0.0009103892,0.00033545154,0.0030467089,0.00010721718,0.0000056900253,0.00010352783,0.0014836623,0.0037896938,0.4097712,0.34703508,0.2329722,0.00043917558],"about_ca_topic_score_codex":0.0000046834093,"about_ca_topic_score_gemma":0.000020016048,"teacher_disagreement_score":0.53484476,"about_ca_system_score_codex":0.00006292338,"about_ca_system_score_gemma":0.00021516615,"threshold_uncertainty_score":0.3305289},"labels":[],"label_agreement":null},{"id":"W2374371280","doi":"","title":"Wavelet Package Speech Enhancement Based on Mask Property Shrink","year":2010,"lang":"en","type":"article","venue":"Communications technology","topic":"Speech and Audio Processing","field":"Computer Science","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":"L'Alliance Boviteq","funders":"","keywords":"Computer science; Wavelet; PESQ; Masking (illustration); Wavelet packet decomposition; Speech recognition; Second-generation wavelet transform; Speech enhancement; Property (philosophy); Noise (video); Wavelet transform; Discrete wavelet transform; Artificial intelligence; Stationary wavelet transform; Pattern recognition (psychology); Noise reduction","score_opus":0.0184827388576698,"score_gpt":0.2712487085612684,"score_spread":0.2527659697035986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2374371280","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":[0.05509009,0.00032910428,0.65828013,0.19517405,0.00057487894,0.0008445675,0.0000055566857,0.0027027142,0.08699889],"genre_scores_gemma":[0.57508475,0.000027289767,0.42376995,0.0006559231,0.000011095621,0.000076584525,0.0000053198214,0.000008021797,0.000361038],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989578,0.000038433955,0.00021996174,0.0003307062,0.00015577982,0.00029732956],"domain_scores_gemma":[0.9943472,0.000077375604,0.000106111656,0.0053023915,0.00011385678,0.00005305832],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025642267,0.00014148472,0.00014465812,0.00034489506,0.00037847206,0.000097072734,0.0047173547,0.00018457262,0.000049592112],"category_scores_gemma":[0.00017481095,0.00010705976,0.000038723334,0.00086435745,0.0003155637,0.00016251563,0.0010530653,0.00074549066,0.0003160093],"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":[0.0000024778678,0.00033370295,0.0004167356,0.000008084849,0.000007315662,0.0000055268188,0.00005678045,0.0000010642802,0.16822466,0.031049041,0.001018427,0.79887617],"study_design_scores_gemma":[0.00032189547,0.0001364474,0.00016821187,0.000037720736,0.000004478614,0.000024355584,0.000025546247,0.013664575,0.833355,0.010786113,0.14123003,0.00024563915],"about_ca_topic_score_codex":0.000005806754,"about_ca_topic_score_gemma":0.000047111425,"teacher_disagreement_score":0.79863054,"about_ca_system_score_codex":0.000036979924,"about_ca_system_score_gemma":0.00012360243,"threshold_uncertainty_score":0.8766097},"labels":[],"label_agreement":null},{"id":"W2385993149","doi":"","title":"Network Equipment Test Instrument Based on ARM","year":2008,"lang":"en","type":"article","venue":"Communications technology","topic":"Embedded Systems and FPGA Design","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":"L'Alliance Boviteq","funders":"","keywords":"Computer science; Ethernet; Reliability (semiconductor); Terminal (telecommunication); Embedded system; ARM architecture; Real-time computing; Computer hardware; Operating system; Simulation; Computer network","score_opus":0.04071592051122441,"score_gpt":0.23986292146300522,"score_spread":0.1991470009517808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2385993149","genre_codex":"other","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":[0.10742033,0.014453694,0.113739096,0.030429682,0.0018119209,0.0034898585,0.00006353084,0.017151378,0.7114405],"genre_scores_gemma":[0.9830565,0.00028008706,0.016159704,0.0001362085,0.000024455469,0.00020572296,0.000013658508,0.000023982595,0.00009968451],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99935126,0.00002241673,0.00022403043,0.00010681064,0.00007527681,0.00022017963],"domain_scores_gemma":[0.9976926,0.00013899962,0.00003197898,0.0020745464,0.000028812365,0.00003306293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009871264,0.00011513554,0.00014519128,0.00017806095,0.00023338797,0.000006823193,0.0007871683,0.00015185472,0.000026505166],"category_scores_gemma":[0.000034291315,0.00011891069,0.000029613424,0.00045461272,0.00016065579,0.000024524554,0.00012033374,0.00029882524,0.00017289842],"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":[0.000021338521,0.0025801982,0.04861203,0.0001471635,0.00023417559,0.00006157871,0.00072456716,0.27183658,0.008872593,0.38370463,0.17997177,0.10323339],"study_design_scores_gemma":[0.0011297029,0.00060128985,0.0024877703,0.00023592787,0.000025553602,0.000095041345,0.00017810606,0.46145988,0.0033969844,0.008408763,0.5212312,0.00074982044],"about_ca_topic_score_codex":0.0000035985147,"about_ca_topic_score_gemma":0.0000093968,"teacher_disagreement_score":0.87563616,"about_ca_system_score_codex":0.00010313262,"about_ca_system_score_gemma":0.000021680475,"threshold_uncertainty_score":0.48490372},"labels":[],"label_agreement":null},{"id":"W2390862005","doi":"","title":"Abstract Syntax Notation One and Its Application in TD-SCDMA","year":2008,"lang":"en","type":"article","venue":"Communications technology","topic":"Wireless Communication Networks Research","field":"Computer Science","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":"L'Alliance Boviteq","funders":"","keywords":"Computer science; TD-SCDMA; Encoding (memory); Transmission (telecommunications); Notation; Coding (social sciences); Interface (matter); Computer network; Telecommunications; Code division multiple access; Artificial intelligence; Operating system; Arithmetic","score_opus":0.06064504889722125,"score_gpt":0.31573202798101946,"score_spread":0.2550869790837982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2390862005","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":[0.7237557,0.015190822,0.15078977,0.09828387,0.000073337345,0.0018966099,0.000006033743,0.0017541418,0.008249726],"genre_scores_gemma":[0.94963527,0.0064880084,0.043263037,0.00007347035,0.000006829861,0.0004562325,0.00001732433,0.0000121975145,0.00004766177],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986983,0.00012607109,0.00038638507,0.00033063433,0.00018574818,0.00027286264],"domain_scores_gemma":[0.99506074,0.0004054113,0.000149889,0.0041189482,0.00020868392,0.000056344506],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038861178,0.00012042475,0.00018422189,0.0007400447,0.00041931932,0.000034969376,0.0043645366,0.00021731289,0.0000042390284],"category_scores_gemma":[0.00020796938,0.00014425682,0.000021886608,0.0019279722,0.00037738794,0.00045202253,0.0021419383,0.00065883016,0.00011574462],"study_design_candidate":"theoretical_or_conceptual","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":[0.0000053197277,0.000489446,0.007506799,0.000019858102,0.000017846145,0.0000035012079,0.00070852664,0.00012797366,0.015426719,0.74748236,0.00013990431,0.22807172],"study_design_scores_gemma":[0.0016122353,0.00012870519,0.2719769,0.00019108025,0.000009473819,0.00021501131,0.00030403558,0.64200836,0.011085748,0.050700407,0.020867065,0.00090096303],"about_ca_topic_score_codex":0.00006820311,"about_ca_topic_score_gemma":0.00029576133,"teacher_disagreement_score":0.696782,"about_ca_system_score_codex":0.00010916332,"about_ca_system_score_gemma":0.00009162152,"threshold_uncertainty_score":0.8110467},"labels":[],"label_agreement":null},{"id":"W2391990448","doi":"","title":"Design of Missile Launching Vehicle Position System Based on Laser Ranging","year":2010,"lang":"en","type":"article","venue":"Communications technology","topic":"Advanced Measurement and Detection Methods","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":"L'Alliance Boviteq","funders":"","keywords":"Ranging; Missile; Laser ranging; Computer science; Position (finance); Microprocessor; Reliability (semiconductor); Missile guidance; Weapon system; Laser; Guidance system; Simulation; Embedded system; Aerospace engineering; Telecommunications; Engineering; Optics","score_opus":0.026959263458185143,"score_gpt":0.2759016454368182,"score_spread":0.24894238197863308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2391990448","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":[0.027792959,0.00016088903,0.9668205,0.00028870438,0.00016738939,0.00019860202,0.0000022402608,0.0011326761,0.0034360553],"genre_scores_gemma":[0.7580725,0.0000071955105,0.2418354,0.000009410019,0.0000070587007,0.000044435237,0.000003046351,0.0000138864025,0.0000070864494],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995278,0.00005585591,0.00016666748,0.00007693816,0.00006547417,0.00010723603],"domain_scores_gemma":[0.9986278,0.00015456251,0.0000439901,0.0010925663,0.000061479805,0.000019609257],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000305355,0.00007591531,0.00011099706,0.00031627584,0.0001293086,0.0000058678474,0.00036645756,0.00013202238,0.000008432286],"category_scores_gemma":[0.00007931577,0.0000819004,0.000025208685,0.0003692461,0.000072557275,0.000047938847,0.00003441969,0.00036823013,0.0000119168835],"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":[0.000008832541,0.00003289463,0.00011346916,0.000033773435,0.000010158495,3.758846e-7,0.000027727898,0.06496146,0.9104425,0.004097811,0.000036304416,0.020234717],"study_design_scores_gemma":[0.00026151128,0.00003314477,0.00005148071,0.00005632129,0.000011871273,0.0000035903765,0.00008013917,0.5668315,0.4309394,0.00047789252,0.0011645267,0.00008859831],"about_ca_topic_score_codex":0.0000011685738,"about_ca_topic_score_gemma":0.0000026252415,"teacher_disagreement_score":0.7302795,"about_ca_system_score_codex":0.00004232935,"about_ca_system_score_gemma":0.000010755599,"threshold_uncertainty_score":0.33398014},"labels":[],"label_agreement":null}]}