{"meta":{"query_hash":"bc9aae552a66","filters":{"venue":"2020 IEEE MTT-S International Wireless Symposium (IWS)"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/bc9aae552a66","api":"https://metacan.xera.ac/api/v1/cohort?venue=2020+IEEE+MTT-S+International+Wireless+Symposium+%28IWS%29"},"results":[{"id":"W3133987038","doi":"10.1109/iws49314.2020.9359947","title":"Bandwidth Enhanced Doherty Power Amplifier Based on Coupled Phase Compensation Network With Specific Optimal Impedance","year":2020,"lang":"en","type":"article","venue":"2020 IEEE MTT-S International Wireless Symposium (IWS)","topic":"Advanced Power Amplifier Design","field":"Engineering","cited_by":3,"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 Calgary","funders":"","keywords":"Amplifier; Bandwidth (computing); Wideband; Impedance matching; High-electron-mobility transistor; Electrical impedance; Electronic engineering; Computer science; Transistor; Electrical engineering; Bandwidth extension; Engineering; Telecommunications; Voltage","score_opus":0.011187364041776254,"score_gpt":0.23257024807499566,"score_spread":0.2213828840332194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3133987038","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":[0.13973741,0.00007409607,0.84730196,0.0014235437,0.0026097912,0.0006960386,0.00012857963,0.00070194073,0.0073266076],"genre_scores_gemma":[0.9892235,0.000115945986,0.0073937657,0.0013270973,0.0011604922,0.00013425872,0.00023990202,0.00018850662,0.00021652921],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.996878,0.00007221039,0.0006536606,0.00083765894,0.000925039,0.0006333795],"domain_scores_gemma":[0.998413,0.00028482155,0.00020241033,0.00049537705,0.00025921717,0.00034512003],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017094935,0.0006230874,0.0005457944,0.000104181294,0.00014474471,0.0001854557,0.0006998487,0.00017260124,0.00081389095],"category_scores_gemma":[0.000017485983,0.0006058884,0.00016367614,0.00048048663,0.000114302136,0.0003941158,0.0000432806,0.0005960036,0.00033182476],"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":[0.0013242417,0.0001367831,0.00012594844,0.0000365345,0.00015750593,0.000069534646,0.0004009003,0.8467484,0.14179905,0.0005675749,0.008111129,0.0005223865],"study_design_scores_gemma":[0.004290306,0.0005271146,0.00018869288,0.00017287166,0.00003664463,0.000013009319,0.000051784144,0.939037,0.03839387,0.00004658938,0.016377881,0.0008642234],"about_ca_topic_score_codex":0.000005729615,"about_ca_topic_score_gemma":0.000006678115,"teacher_disagreement_score":0.8494861,"about_ca_system_score_codex":0.0003514924,"about_ca_system_score_gemma":0.000074950825,"threshold_uncertainty_score":0.9996393},"labels":[],"label_agreement":null},{"id":"W3134017091","doi":"10.1109/iws49314.2020.9359976","title":"Non-ideal Continuous Class-E PA Modes for Maximum Efficiency and Maximum Linearity","year":2020,"lang":"en","type":"article","venue":"2020 IEEE MTT-S International Wireless Symposium (IWS)","topic":"Advanced Power Amplifier 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":"Polytechnique Montréal","funders":"","keywords":"Linearity; Transistor; Electronic engineering; Waveform; Triode; Topology (electrical circuits); Bandwidth (computing); Power (physics); Voltage; Electrical engineering; Computer science; Engineering; Physics; Telecommunications; Capacitor","score_opus":0.01236385104064142,"score_gpt":0.23740961698877644,"score_spread":0.22504576594813502,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134017091","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":[0.14882696,0.00024004497,0.8354824,0.0035772473,0.0031321414,0.0009509644,0.0004546709,0.00065864046,0.006676931],"genre_scores_gemma":[0.99243087,0.00024432334,0.0048960773,0.0006607135,0.0009913042,0.00015434483,0.00009750551,0.00013116721,0.00039370064],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977331,0.000029795046,0.0005847359,0.0006615243,0.0004641839,0.00052663684],"domain_scores_gemma":[0.9988431,0.00024701614,0.000115070376,0.0002688443,0.00021953172,0.00030644884],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019730546,0.00044400638,0.00048696823,0.00009961826,0.0001237919,0.00017530407,0.00061388616,0.00020209244,0.000055192646],"category_scores_gemma":[0.000056065935,0.00048480488,0.00016644907,0.00019703213,0.00011804013,0.000336234,0.00011400608,0.00041551725,0.00008109601],"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":[0.0007637178,0.0002978742,0.0030286978,0.0008290073,0.0007347863,0.00017217628,0.002752877,0.37362525,0.5677274,0.005368864,0.03275005,0.011949309],"study_design_scores_gemma":[0.0014893484,0.00016885842,0.00015688431,0.00006333796,0.000051198724,0.000034460314,0.000112972186,0.9364082,0.036545526,0.0012907203,0.023028111,0.00065033784],"about_ca_topic_score_codex":0.000025876321,"about_ca_topic_score_gemma":0.000012739849,"teacher_disagreement_score":0.8436039,"about_ca_system_score_codex":0.00015386478,"about_ca_system_score_gemma":0.00005111683,"threshold_uncertainty_score":0.9997604},"labels":[],"label_agreement":null},{"id":"W3134073954","doi":"10.1109/iws49314.2020.9360166","title":"Compact Wideband Coupled-Waveguide Balun for Millimeter-Wave Applications","year":2020,"lang":"en","type":"article","venue":"2020 IEEE MTT-S International Wireless Symposium (IWS)","topic":"Microwave Engineering and Waveguides","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":"Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Balun; Wideband; Center frequency; Bandwidth (computing); Amplitude; Extremely high frequency; Physics; Monolithic microwave integrated circuit; Return loss; W band; Insertion loss; Electrical engineering; Electronic engineering; Optoelectronics; Computer science; Amplifier; Optics; Engineering; Telecommunications; Antenna (radio); Band-pass filter","score_opus":0.018652756284771074,"score_gpt":0.23131642865763505,"score_spread":0.212663672372864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134073954","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":[0.0683339,0.0006545862,0.9030765,0.0073312153,0.0033856607,0.0014940009,0.0010864269,0.0014662954,0.013171379],"genre_scores_gemma":[0.9931502,0.0003905177,0.0025071213,0.00064693653,0.0017677776,0.00021534045,0.00038280783,0.0001560677,0.00078325125],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99793816,0.000019593852,0.0006544718,0.00053187576,0.000390838,0.00046507627],"domain_scores_gemma":[0.99879926,0.00022911321,0.00009831506,0.00033235573,0.0002189045,0.0003220419],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015279309,0.00044346086,0.00044213812,0.000120911835,0.00012005382,0.00015876314,0.0005470078,0.0001635115,0.00014510551],"category_scores_gemma":[0.00003624787,0.0004812787,0.0002745405,0.00025928827,0.00006327915,0.00019304789,0.000047746675,0.00029466292,0.00018737359],"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":[0.00009609505,0.00008898886,0.00019109793,0.00039338725,0.0007201547,0.000025732277,0.00057382206,0.2204529,0.6947845,0.0014441143,0.07981275,0.0014164267],"study_design_scores_gemma":[0.0007507222,0.00006289152,0.00006637278,0.00006143037,0.000061632556,0.000033134696,0.000038611623,0.7423726,0.11378132,0.00010938058,0.14214352,0.000518392],"about_ca_topic_score_codex":0.000027282995,"about_ca_topic_score_gemma":0.000010355426,"teacher_disagreement_score":0.9248163,"about_ca_system_score_codex":0.00019949015,"about_ca_system_score_gemma":0.000042928306,"threshold_uncertainty_score":0.9997639},"labels":[],"label_agreement":null},{"id":"W3135318422","doi":"10.1109/iws49314.2020.9360116","title":"A 3D printed dual-band antenna using liquid metal for wearable bracelets communications","year":2020,"lang":"en","type":"article","venue":"2020 IEEE MTT-S International Wireless Symposium (IWS)","topic":"Wireless Body Area Networks","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Antenna (radio); Substrate (aquarium); Materials science; Antenna efficiency; Multi-band device; Coaxial antenna; Conformal antenna; Wireless; Dipole antenna; Electrical engineering; Optoelectronics; Acoustics; Computer science; Engineering; Physics; Telecommunications","score_opus":0.026605556672520993,"score_gpt":0.25949843873371975,"score_spread":0.23289288206119876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135318422","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":[0.77501,0.0013941824,0.1892188,0.015041536,0.0050357617,0.0019336125,0.000674399,0.0017532198,0.0099385055],"genre_scores_gemma":[0.991522,0.0008522183,0.005011863,0.0005502551,0.0011475037,0.0001928256,0.00021224278,0.00018886518,0.00032224043],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974498,0.00008671564,0.0007821774,0.00057937455,0.0005117722,0.00059015973],"domain_scores_gemma":[0.9981532,0.0002934096,0.00019237744,0.0007063828,0.0003589112,0.00029568071],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002445227,0.00047622024,0.00054670096,0.0001489167,0.0002554666,0.00019600068,0.0012425547,0.00023698057,0.00013241476],"category_scores_gemma":[0.00006681135,0.000540095,0.0002819046,0.0004285185,0.00015853046,0.00050808454,0.00024338705,0.0005811577,0.000103346305],"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":[0.00036030292,0.00017048568,0.00024270595,0.00021068333,0.0009208606,0.000045950947,0.0011570866,0.14284717,0.8484946,0.0012661833,0.0036948142,0.00058919395],"study_design_scores_gemma":[0.0010183203,0.00011317332,0.000042219424,0.00020646356,0.00010897609,0.000058552552,0.00009162427,0.9357861,0.04416163,0.00003896762,0.017808462,0.0005654987],"about_ca_topic_score_codex":0.000057363246,"about_ca_topic_score_gemma":0.00006892092,"teacher_disagreement_score":0.8043329,"about_ca_system_score_codex":0.00029792325,"about_ca_system_score_gemma":0.00009295809,"threshold_uncertainty_score":0.9997051},"labels":[],"label_agreement":null}]}