{"meta":{"query_hash":"7d16d8769541","filters":{"venue":"International Conference on Electronics, Hardware, Wireless and Optical Communications"},"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/7d16d8769541","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Conference+on+Electronics%2C+Hardware%2C+Wireless+and+Optical+Communications"},"results":[{"id":"W1666857682","doi":"","title":"Fuzzy-neural approach for efficient microwave transistor modeling","year":2005,"lang":"en","type":"article","venue":"International Conference on Electronics, Hardware, Wireless and Optical Communications","topic":"Radio Frequency Integrated Circuit Design","field":"Engineering","cited_by":2,"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 Ottawa","funders":"","keywords":"Microwave; Fuzzy logic; Artificial neural network; Computer science; Electronic engineering; Process (computing); Transistor; Field (mathematics); Transistor model; Artificial intelligence; Engineering; Electrical engineering; Voltage; Mathematics; Telecommunications","score_opus":0.04851096401992059,"score_gpt":0.26961859349944883,"score_spread":0.22110762947952825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1666857682","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":[0.04257601,0.0046925703,0.7555514,0.005396257,0.000263108,0.0009484564,0.00017671596,0.0005011416,0.18989436],"genre_scores_gemma":[0.98861873,0.0016167404,0.008980823,0.00015313487,0.00008714185,0.0002622451,0.00016338726,0.000046214063,0.00007159437],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986429,0.0000385369,0.000398155,0.00030104053,0.00022189642,0.00039743248],"domain_scores_gemma":[0.99882096,0.000123924,0.000039221468,0.00058443507,0.00030710062,0.00012436364],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018909424,0.00024777636,0.00024283689,0.00013523248,0.00018519076,0.00014161284,0.0009052362,0.00013517552,0.000014227629],"category_scores_gemma":[0.00003569172,0.00025493687,0.00011056814,0.00009674137,0.000139569,0.00012482304,0.000015995392,0.00057705434,0.000010138523],"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":[0.000033758926,0.00018847341,0.000004582742,0.00002398509,0.00013655555,4.0602072e-7,0.00022926682,0.17287144,0.019515464,0.7713374,0.00013073823,0.03552793],"study_design_scores_gemma":[0.0004235481,0.000069021036,0.000005597955,0.00004186128,0.000030937576,0.000012142112,0.00010662855,0.9910558,0.0040407544,0.0027913565,0.0011428533,0.0002794869],"about_ca_topic_score_codex":0.000012714851,"about_ca_topic_score_gemma":0.000065208405,"teacher_disagreement_score":0.9460427,"about_ca_system_score_codex":0.00037713768,"about_ca_system_score_gemma":0.000087084,"threshold_uncertainty_score":0.9999903},"labels":[],"label_agreement":null},{"id":"W2296842436","doi":"","title":"Fullwave analysis of bilateral microwave structures on multilayered uniaxially anisotropic substrates","year":2005,"lang":"en","type":"article","venue":"International Conference on Electronics, Hardware, Wireless and Optical Communications","topic":"Advanced Antenna and Metasurface Technologies","field":"Engineering","cited_by":2,"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 Ottawa","funders":"","keywords":"Microwave; Dispersion (optics); Homogeneous space; Anisotropy; Materials science; Dielectric; Electronic engineering; Optics; Computer science; Optoelectronics; Physics; Mathematics; Engineering; Geometry; Telecommunications","score_opus":0.0328300508426133,"score_gpt":0.2866836585028136,"score_spread":0.25385360766020026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2296842436","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":[0.98578936,0.0009760634,0.0054495707,0.0017450032,0.00007224688,0.00016076329,0.00011427019,0.00022414811,0.0054685622],"genre_scores_gemma":[0.9877859,0.0061851335,0.0057846,0.000054758875,0.00001663059,0.00001800274,0.00008541278,0.00001692765,0.00005264881],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898195,0.00002645773,0.00034300197,0.00021353259,0.00018277077,0.0002522852],"domain_scores_gemma":[0.9989365,0.00013295049,0.00007782304,0.000586154,0.00020752454,0.000059081543],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006407652,0.00020102158,0.00031946375,0.00028198227,0.000086150394,0.000057878435,0.00068899075,0.00011375459,0.000050841056],"category_scores_gemma":[0.000038088263,0.00018435139,0.00010247989,0.00022489813,0.00023624353,0.00011331992,0.000095216616,0.0004060315,0.000007200283],"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":[0.00006245701,0.00013828576,0.0004931394,0.000011724707,0.0009404346,0.0000013883606,0.00017309326,0.01957195,0.099036574,0.8313441,0.000014435556,0.048212394],"study_design_scores_gemma":[0.00085058314,0.00035987791,0.013336356,0.00011282434,0.00034381438,0.000004635897,0.0005067707,0.85546184,0.11303609,0.013259965,0.0021274716,0.0005997858],"about_ca_topic_score_codex":0.000011250335,"about_ca_topic_score_gemma":0.00037782322,"teacher_disagreement_score":0.8358899,"about_ca_system_score_codex":0.000102123464,"about_ca_system_score_gemma":0.000037365007,"threshold_uncertainty_score":0.75176316},"labels":[],"label_agreement":null},{"id":"W4707819","doi":"","title":"Large-signal model generation of the dual-gate microwave MESFET from multi-bias S-parameter measurements","year":2005,"lang":"en","type":"article","venue":"International Conference on Electronics, Hardware, Wireless and Optical Communications","topic":"Radio Frequency Integrated Circuit Design","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":"University of Ottawa","funders":"","keywords":"MESFET; Large-signal model; Harmonic balance; SIGNAL (programming language); Amplifier; Electronic engineering; Harmonic; Microwave; Equivalent circuit; Scattering parameters; Computer science; Engineering; Electrical engineering; Transistor; Physics; Nonlinear system; Voltage; Acoustics; CMOS; Field-effect transistor; Telecommunications","score_opus":0.1474774218791517,"score_gpt":0.29481293932160885,"score_spread":0.14733551744245715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4707819","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":[0.506772,0.0042228447,0.44380796,0.0059610954,0.0005061141,0.0010602286,0.00081562897,0.00030974176,0.036544397],"genre_scores_gemma":[0.99352413,0.0016204679,0.00424092,0.00020034194,0.00005637799,0.00007376838,0.00014118195,0.00003316892,0.00010962443],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99844074,0.00011474624,0.0004934172,0.0002566802,0.0003894193,0.00030499583],"domain_scores_gemma":[0.99847466,0.0001315528,0.000106753454,0.00079615036,0.00040775174,0.00008311317],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025216155,0.00023512056,0.00023716778,0.00008451326,0.0001573386,0.000111423265,0.0009356948,0.00014321369,0.000072562354],"category_scores_gemma":[0.000079895544,0.00020253994,0.000103671264,0.00010345448,0.00017011061,0.00021060076,0.000049377708,0.0006133501,0.000018990431],"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":[0.000030052604,0.00047130988,0.00045622044,0.000012629081,0.0005671438,7.4343694e-7,0.0007731195,0.07298458,0.5805928,0.32484835,0.00050476054,0.018758258],"study_design_scores_gemma":[0.0004670498,0.000027459862,0.00019292567,0.000076531025,0.000038371145,0.0000027528429,0.000036978065,0.8758798,0.11966748,0.0030603225,0.0003575929,0.00019272284],"about_ca_topic_score_codex":0.00003391989,"about_ca_topic_score_gemma":0.00078139326,"teacher_disagreement_score":0.80289525,"about_ca_system_score_codex":0.00030346835,"about_ca_system_score_gemma":0.00014796827,"threshold_uncertainty_score":0.8259339},"labels":[],"label_agreement":null}]}