{"meta":{"query_hash":"ee7a8454ee8e","filters":{"venue":"Electromagnetic Science"},"cohort_total":10,"direct_labels_cover":0,"predictions_cover":10,"exported":10,"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/ee7a8454ee8e","api":"https://metacan.xera.ac/api/v1/cohort?venue=Electromagnetic+Science"},"results":[{"id":"W4366502794","doi":"10.23919/emsci.2022.0013","title":"Pulse Generation and Compression Techniques for Microwave Electronics and Ultrafast Systems","year":2023,"lang":"en","type":"article","venue":"Electromagnetic Science","topic":"Ultra-Wideband Communications Technology","field":"Engineering","cited_by":28,"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":"Ultrashort pulse; Pulse compression; Electronic engineering; Computer science; Radar; Oscilloscope; Electronics; Electrical engineering; Telecommunications; Engineering; Optics; Physics; Laser","score_opus":0.011714701625314966,"score_gpt":0.23525660040572022,"score_spread":0.22354189878040526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366502794","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":[0.9828725,0.0030505755,0.012171936,0.00022170377,0.00006807881,0.00042793975,0.0000027790375,0.00076727616,0.0004172501],"genre_scores_gemma":[0.99261785,0.0016560814,0.0054040533,0.000012993222,0.000024930194,0.000167708,0.000008531809,0.000014166601,0.0000937022],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99920774,0.000012697474,0.00013300756,0.0002103417,0.00009894401,0.0003372557],"domain_scores_gemma":[0.9995431,0.00006872074,0.000020467363,0.00027239727,0.00005134938,0.000044015247],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029053536,0.00009496389,0.000098926226,0.00022713952,0.00023267385,0.0000962639,0.00024716996,0.00006161334,0.0000010146821],"category_scores_gemma":[0.000053820728,0.00009388857,0.000009506166,0.000632621,0.00022029073,0.00011725303,0.0000411586,0.000109144625,0.0000022253791],"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":[0.0000010288188,0.0000034624622,0.000024913776,0.000014324608,0.0000018191098,1.6643799e-7,0.00005104398,0.00005310088,0.9686902,0.0017288066,0.0002781646,0.02915293],"study_design_scores_gemma":[0.00013384022,0.0003148896,0.0006637178,0.000018402645,0.000008793998,0.000062166975,0.000037838312,0.23697291,0.7578242,0.00058462133,0.003217428,0.00016123857],"about_ca_topic_score_codex":0.000005785746,"about_ca_topic_score_gemma":0.000014880426,"teacher_disagreement_score":0.2369198,"about_ca_system_score_codex":0.000048168655,"about_ca_system_score_gemma":0.00003216257,"threshold_uncertainty_score":0.38286647},"labels":[],"label_agreement":null},{"id":"W4389102899","doi":"10.23919/emsci.2023.0008","title":"Aperture-Shared Radiation Surface: A Promising Technique for Multifunctional Antenna Array Development","year":2023,"lang":"en","type":"article","venue":"Electromagnetic Science","topic":"Advanced Antenna and Metasurface Technologies","field":"Engineering","cited_by":33,"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":"Computer science; Electronic engineering; Aperture (computer memory); Antenna (radio); Wireless; Extremely high frequency; Polarization (electrochemistry); Antenna array; Antenna aperture; Electrical engineering; Engineering; Telecommunications; Radiation pattern; Physics; Acoustics","score_opus":0.016149739487915114,"score_gpt":0.24903612198405337,"score_spread":0.23288638249613824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389102899","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":[0.43156278,0.0008097568,0.56249577,0.00034604679,0.00043242742,0.001044226,0.00001442796,0.0029891052,0.0003054846],"genre_scores_gemma":[0.7704766,0.0001110839,0.22831018,0.000036193676,0.000024121195,0.00026791138,0.000026740488,0.00003126605,0.00071595004],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986538,0.0000061258083,0.00018732755,0.00032541263,0.0002676688,0.0005596297],"domain_scores_gemma":[0.99950284,0.000109796456,0.000030764742,0.00018619497,0.000112139795,0.000058251546],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037897532,0.00014805981,0.0001319985,0.00018475177,0.00026812014,0.000052554307,0.00025030383,0.0000637125,0.000011426218],"category_scores_gemma":[0.0005194408,0.00014148816,0.000032688036,0.0014699697,0.00013273627,0.00022106463,0.000026431324,0.0001173194,0.00004442504],"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":[0.000004564676,0.0000073333313,0.00003320288,0.000022556136,0.00000426353,0.0000015151925,0.00008095639,0.0009845127,0.990684,0.00007789599,0.00019323624,0.007905988],"study_design_scores_gemma":[0.00024886773,0.0000957689,0.003940596,0.000029817531,0.000004752908,0.00001761815,0.000059095168,0.041438863,0.9430007,0.00072602805,0.010190661,0.0002472858],"about_ca_topic_score_codex":5.072655e-7,"about_ca_topic_score_gemma":0.0000019230702,"teacher_disagreement_score":0.33891377,"about_ca_system_score_codex":0.00015317812,"about_ca_system_score_gemma":0.00018830466,"threshold_uncertainty_score":0.57697195},"labels":[],"label_agreement":null},{"id":"W4400112014","doi":"10.23919/emsci.2023.0021","title":"Frequency-Diversified Space-Efficient Radiating Surface Using Convolved Electric and Magnetic Currents for Highly Dense Multiband Antenna-Frontend Integration","year":2024,"lang":"en","type":"article","venue":"Electromagnetic Science","topic":"Antenna Design and Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"National Research Council Canada","keywords":"Wideband; Multi-band device; Antenna (radio); Physics; Computer science; Topology (electrical circuits); Dipole antenna; Radio spectrum; Acoustics; Electronic engineering; Electrical engineering; Optics; Telecommunications; Engineering","score_opus":0.015268576820227702,"score_gpt":0.235330142202017,"score_spread":0.2200615653817893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400112014","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":[0.8310121,0.013348027,0.1546018,0.000055580473,0.0003510121,0.00033943987,0.000008232592,0.00022290277,0.00006090665],"genre_scores_gemma":[0.9892145,0.00028624825,0.010188786,0.000012979598,0.000054868324,0.000009884249,0.0000046441282,0.000029433475,0.00019869242],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99807763,0.000030507077,0.00027937957,0.0005562911,0.00034703148,0.0007091715],"domain_scores_gemma":[0.999323,0.00014444593,0.00003908722,0.00018911225,0.00013697785,0.0001673955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004087774,0.0002606911,0.00024307318,0.00042715392,0.00031025978,0.0003641695,0.00025094088,0.000065069515,0.000022554857],"category_scores_gemma":[0.00014302506,0.00024311498,0.000080044294,0.0016783385,0.00022008466,0.00024856848,0.00002832595,0.00019540859,0.000009849039],"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":[0.000006552825,0.000013970893,0.0001625845,0.000054147426,0.0000139940075,0.000010199882,0.000355334,0.00067435147,0.99507093,0.00035112732,0.000025736803,0.0032610537],"study_design_scores_gemma":[0.00032083833,0.00023490857,0.00075643463,0.00009949962,0.00010448644,0.000035979476,0.00014987739,0.97314924,0.024728972,0.00011332573,0.000016744674,0.00028969345],"about_ca_topic_score_codex":0.000075751,"about_ca_topic_score_gemma":0.000011854316,"teacher_disagreement_score":0.9724749,"about_ca_system_score_codex":0.0002367652,"about_ca_system_score_gemma":0.00014302303,"threshold_uncertainty_score":0.9913941},"labels":[],"label_agreement":null},{"id":"W4403420735","doi":"10.23919/emsci.2024.0017","title":"A Compact Dual-Band Quasi-Elliptic Filter Employing Meander-Line- and CRLH-Based SIW Triplets","year":2024,"lang":"en","type":"article","venue":"Electromagnetic Science","topic":"Microwave Engineering and Waveguides","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Meander (mathematics); Dual (grammatical number); Line (geometry); Multi-band device; Filter (signal processing); Physics; Electrical engineering; Engineering; Mathematics; Geometry; Philosophy","score_opus":0.013593082546615527,"score_gpt":0.23468341092964878,"score_spread":0.22109032838303325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403420735","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":[0.95773405,0.010032666,0.028666161,0.0004568879,0.00057948206,0.00019245278,0.000005945698,0.00086692185,0.0014654213],"genre_scores_gemma":[0.99801576,0.000087084794,0.0011102334,0.0000659661,0.000111429545,0.000007596794,0.0000025588527,0.000041698193,0.0005576788],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99836123,0.000016639828,0.0002371471,0.00042040902,0.00032579017,0.0006388059],"domain_scores_gemma":[0.99936223,0.00013834824,0.00001272966,0.0002637107,0.00003532709,0.00018762489],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044331903,0.0002454136,0.00020641598,0.0003354234,0.00014027466,0.0003808669,0.00019884782,0.000053718195,0.000078676385],"category_scores_gemma":[0.00008599138,0.00022399885,0.00005210742,0.0008724875,0.00022219677,0.00017565278,0.000015701591,0.00023768259,0.000044232904],"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":[0.000004669774,0.000019124454,0.000020746358,0.00019816688,0.000015477204,0.000046582085,0.0003360972,0.0131675685,0.97871447,0.00025924074,0.0026726231,0.0045452365],"study_design_scores_gemma":[0.00032820916,0.00050461583,0.0014071993,0.0002006485,0.000032555912,0.00014588388,0.000016262975,0.80859077,0.18431592,0.00023494844,0.0037796772,0.00044331382],"about_ca_topic_score_codex":0.0000140029,"about_ca_topic_score_gemma":0.0000041520566,"teacher_disagreement_score":0.7954232,"about_ca_system_score_codex":0.0000935962,"about_ca_system_score_gemma":0.00010821549,"threshold_uncertainty_score":0.9134408},"labels":[],"label_agreement":null},{"id":"W4403421084","doi":"10.23919/emsci.2024.0021","title":"On-Demand Photon Storage and Retrieval with a Solid-State Photon Molecule at Room Temperature","year":2024,"lang":"en","type":"article","venue":"Electromagnetic Science","topic":"Quantum Information and Cryptography","field":"Computer Science","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 Calgary","funders":"National Natural Science Foundation of China","keywords":"Solid-state; Photon; Two-photon excitation microscopy; Molecule; State (computer science); Materials science; Physics; Optoelectronics; Atomic physics; Computer science; Optics; Engineering physics; Quantum mechanics; Fluorescence; Algorithm","score_opus":0.003616566958187926,"score_gpt":0.21812954829756423,"score_spread":0.2145129813393763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403421084","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":[0.9888959,0.00075006345,0.0063636624,0.00046483162,0.00018908991,0.00025546778,0.000002884562,0.0002556118,0.0028224858],"genre_scores_gemma":[0.9965163,0.00007200301,0.0018794886,0.00075726694,0.000014522745,0.000011998174,0.000001335829,0.000010280385,0.0007368235],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9977149,0.000034470166,0.00019436823,0.00065737654,0.00082888757,0.0005700041],"domain_scores_gemma":[0.99909127,0.00007209763,0.0000498575,0.0004668188,0.00009099651,0.00022893643],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00052689033,0.00021521271,0.00015084264,0.00043227838,0.00043871364,0.0010911037,0.00072252506,0.000046310604,0.000044685192],"category_scores_gemma":[0.0000341183,0.00015937969,0.000041289273,0.00277849,0.00035332626,0.00084233115,0.00016015144,0.00025817452,0.00005745291],"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":[0.00011529813,0.00005605849,0.000031712105,0.00006398323,0.00001595586,0.00014718667,0.003216958,0.00007180809,0.9444149,0.047852874,0.0021429043,0.0018703404],"study_design_scores_gemma":[0.0008848663,0.0054543475,0.002908358,0.00019344647,0.000016887912,0.0006968415,0.000044535034,0.27532265,0.7028663,0.00816799,0.0026471196,0.00079664227],"about_ca_topic_score_codex":0.0000048962447,"about_ca_topic_score_gemma":0.0000057632515,"teacher_disagreement_score":0.27525082,"about_ca_system_score_codex":0.00008707527,"about_ca_system_score_gemma":0.00029081322,"threshold_uncertainty_score":0.9999459},"labels":[],"label_agreement":null},{"id":"W4406729034","doi":"10.23919/emsci.2024.0028","title":"Theory of Periodic Sequence: A Generalized Formalism of Maxwell's Equations in Discrete Transform Domain","year":2024,"lang":"en","type":"article","venue":"Electromagnetic Science","topic":"Electromagnetic Scattering and Analysis","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Royal Society; Union Radio-Scientifique Internationale; Royal Society of Canada; Polytechnique Montréal","keywords":"Formalism (music); Maxwell's equations; Mathematical physics; Physics; Classical mechanics; Mathematics; Mathematical analysis","score_opus":0.009806336075511523,"score_gpt":0.2659823011731571,"score_spread":0.25617596509764556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406729034","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":[0.9720974,0.0006997488,0.020750932,0.0003933293,0.000054108186,0.00016433145,0.000019539002,0.000022793996,0.005797846],"genre_scores_gemma":[0.996553,0.00001660731,0.002472863,0.0000138888,0.000035804187,0.000037036487,0.0000143525085,0.000010985361,0.000845467],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99829763,0.00006424552,0.0004252935,0.00034380113,0.00039766717,0.00047136302],"domain_scores_gemma":[0.999409,0.000118112264,0.00007114185,0.00027268042,0.000056823315,0.00007224218],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009149356,0.00015141026,0.000262105,0.00043661898,0.000094772746,0.00006668297,0.00042532987,0.00002555763,0.0005362368],"category_scores_gemma":[0.000014750072,0.00013015498,0.000144673,0.0020116137,0.00062547467,0.0002059594,0.00003084398,0.00014893977,0.000004216861],"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":[0.000011878885,0.00004109128,0.00025902735,0.00003324577,0.000019805351,0.0000020836073,0.0016328356,0.00006812055,0.76033515,0.21227428,0.000009778817,0.025312679],"study_design_scores_gemma":[0.0015305385,0.0022178087,0.0046688053,0.00048381317,0.0002563101,0.000021535927,0.0017509833,0.046195842,0.50320816,0.43822572,0.00055479805,0.00088567694],"about_ca_topic_score_codex":0.0002833849,"about_ca_topic_score_gemma":0.00001026943,"teacher_disagreement_score":0.257127,"about_ca_system_score_codex":0.000040637562,"about_ca_system_score_gemma":0.00040419635,"threshold_uncertainty_score":0.5871417},"labels":[],"label_agreement":null},{"id":"W4409723968","doi":"10.23919/emsci.2024.0036","title":"Leaky Horns: A New Paradigm of Developing Electromagnetic Horns Based on Leaky- Wave Structures","year":2025,"lang":"en","type":"article","venue":"Electromagnetic Science","topic":"Music Technology and Sound Studies","field":"Computer Science","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":"Polytechnique Montréal","funders":"Fundamental Research Funds for the Central Universities; Natural Science Foundation of Jiangsu Province","keywords":"French horn; Physics; Acoustics; Electromagnetic radiation; Computer science; Optics","score_opus":0.013681502391949135,"score_gpt":0.24745424739732852,"score_spread":0.2337727450053794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409723968","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":[0.5062727,0.0021508737,0.46408343,0.01284627,0.00078755297,0.0006518273,0.0000017181776,0.0005504418,0.012655205],"genre_scores_gemma":[0.93784773,0.000051987125,0.05945093,0.0014328236,0.000033039643,0.00002660819,6.7827324e-7,0.000008851477,0.0011473265],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99661654,0.000080013655,0.00045551013,0.0010505209,0.00073891395,0.0010584854],"domain_scores_gemma":[0.9979902,0.00031022634,0.00026316848,0.0011750548,0.00013835813,0.00012298497],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005692803,0.0003420275,0.00043330653,0.0009121973,0.0006043371,0.00017196084,0.002406597,0.00014378881,0.000031877895],"category_scores_gemma":[0.0007564687,0.0003055265,0.000099819794,0.0042554224,0.0010070042,0.000254969,0.00035138073,0.00040692065,0.0000106795715],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032208085,0.00006690812,0.00012989507,0.000033063807,0.00002259445,0.000016849715,0.0005219153,0.000059062302,0.06984692,0.83305717,0.0022200416,0.09399339],"study_design_scores_gemma":[0.0025258174,0.007227973,0.1129225,0.00032395477,0.00008288468,0.00009320044,0.00009977272,0.035075802,0.28988642,0.54014736,0.010128676,0.0014856328],"about_ca_topic_score_codex":0.00006520977,"about_ca_topic_score_gemma":0.00006364079,"teacher_disagreement_score":0.4315751,"about_ca_system_score_codex":0.00018923542,"about_ca_system_score_gemma":0.0021987816,"threshold_uncertainty_score":0.9999397},"labels":[],"label_agreement":null},{"id":"W4409724026","doi":"10.23919/emsci.2024.0027","title":"Applications of Quantum Dash Mode-Locked Laser in Microwave Photonics","year":2025,"lang":"en","type":"article","venue":"Electromagnetic Science","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada; McGill University","funders":"National Research Council Canada","keywords":"Dash; Photonics; Microwave; Laser; Mode (computer interface); Optoelectronics; Quantum; Physics; Optics; Computer science; Telecommunications; Quantum mechanics","score_opus":0.003621525778605948,"score_gpt":0.2611153516405935,"score_spread":0.25749382586198755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409724026","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":[0.9054323,0.00012212573,0.07732204,0.00026287284,0.000033793407,0.0003717618,0.0000076454535,0.00005334038,0.016394148],"genre_scores_gemma":[0.9892388,0.0000053247486,0.0098422,0.000029944602,0.0000045092656,0.000119416436,0.0000025048648,0.0000046229798,0.00075270096],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99898976,0.000008838447,0.00020396778,0.00031818816,0.00014225856,0.00033700746],"domain_scores_gemma":[0.9993567,0.000051419625,0.000068015936,0.00042609105,0.000073361,0.00002441172],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011881699,0.000097733166,0.00014016434,0.00025592302,0.00008187247,0.000019208825,0.0005963436,0.00003785432,0.0000344024],"category_scores_gemma":[0.000017374437,0.00009900718,0.000027091459,0.0020029831,0.00049492775,0.000104638166,0.00010275675,0.00021100757,0.0000072622406],"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":[0.0000056901495,0.00012072655,0.002400128,0.0000082139695,0.000004068279,2.8089593e-7,0.00006662996,0.00013702108,0.74396455,0.20058362,0.00008588966,0.05262315],"study_design_scores_gemma":[0.0002386202,0.00006390718,0.0014453275,0.000016810576,0.0000060661628,2.7619353e-7,0.00015319519,0.0058523705,0.85748565,0.13369596,0.0009367116,0.00010507916],"about_ca_topic_score_codex":0.00006673715,"about_ca_topic_score_gemma":0.0000133862995,"teacher_disagreement_score":0.11352109,"about_ca_system_score_codex":0.00004777063,"about_ca_system_score_gemma":0.00025884903,"threshold_uncertainty_score":0.40373954},"labels":[],"label_agreement":null},{"id":"W4413120816","doi":"10.23919/emsci.0024.0049","title":"Multifunction Transceiver for Data Communication, Radar Sensing and Power Transfer","year":2025,"lang":"en","type":"article","venue":"Electromagnetic Science","topic":"Energy Harvesting in Wireless Networks","field":"Engineering","cited_by":7,"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":"Transceiver; Radar; Computer science; Power (physics); Transfer (computing); Remote sensing; Telecommunications; Data transmission; Electrical engineering; Electronic engineering; Engineering; Computer hardware; Geography; Physics; Wireless","score_opus":0.0108728250102127,"score_gpt":0.23492412772543905,"score_spread":0.22405130271522636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413120816","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":[0.42374253,0.00233811,0.56910866,0.00029782832,0.0003243494,0.00027352592,0.0000050371477,0.00029712266,0.0036128268],"genre_scores_gemma":[0.964856,0.00014167254,0.034653425,0.00007619438,0.000013864893,0.0000057156426,0.000010891978,0.000012759228,0.00022947203],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991471,0.000018251492,0.00014478475,0.00028212662,0.0001233655,0.0002843531],"domain_scores_gemma":[0.99910927,0.00018052732,0.0000071730224,0.0005963713,0.00006282794,0.000043855667],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004299326,0.00010130215,0.00009683173,0.00010461688,0.0002508405,0.00008548163,0.00046214406,0.000043773136,0.000007663855],"category_scores_gemma":[0.000078070065,0.0001074883,0.000012871842,0.00052938575,0.00029456452,0.00024784444,0.00003132661,0.00012055924,7.32174e-7],"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":[0.000021245705,0.000021554773,0.0000742218,0.00007060748,0.000024941659,8.0512154e-7,0.00040130178,0.008597515,0.8197198,0.005106124,0.0023923346,0.16356952],"study_design_scores_gemma":[0.00052809325,0.00008169369,0.0035225453,0.000091438465,0.0000339717,0.00001012685,0.000029017736,0.9675461,0.020873511,0.0004883326,0.006587295,0.00020786026],"about_ca_topic_score_codex":0.00002254303,"about_ca_topic_score_gemma":0.000055571156,"teacher_disagreement_score":0.9589486,"about_ca_system_score_codex":0.00003994477,"about_ca_system_score_gemma":0.000054918313,"threshold_uncertainty_score":0.43832457},"labels":[],"label_agreement":null},{"id":"W7084083678","doi":"10.23919/emsci.2024.0060","title":"Theory of Periodic Sequence: A Highly-Efficient Signal Integrity Modeling for Ultra-Broadband Transmission Lines","year":2025,"lang":"en","type":"article","venue":"Electromagnetic Science","topic":"Structural Load-Bearing Analysis","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":"Diagram; Electric power transmission; Signal integrity; Transmission (telecommunications); Perspective (graphical); SIGNAL (programming language); Property (philosophy)","score_opus":0.013988364863197095,"score_gpt":0.25479652640698913,"score_spread":0.24080816154379203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7084083678","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":[0.82870615,0.00107445,0.16932148,0.00007080165,0.00010738553,0.00017927647,0.000003910034,0.000112858266,0.00042366635],"genre_scores_gemma":[0.99132264,0.000038066733,0.008411424,0.000016212201,0.000022199403,0.000022293396,0.0000019456277,0.000009818225,0.00015540089],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985515,0.000027411412,0.00030866943,0.00035078265,0.00033054574,0.00043109807],"domain_scores_gemma":[0.9993312,0.00014203432,0.000030692816,0.0002391574,0.00017764154,0.00007929972],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000658978,0.00016777376,0.0002373285,0.00034801985,0.00021036026,0.00006287108,0.00048166444,0.00006540227,0.000037300197],"category_scores_gemma":[0.00015087993,0.00014122242,0.000107141925,0.001386951,0.00031375958,0.00007625617,0.000015416856,0.0002104535,0.0000010868662],"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":[0.000019481096,0.000009061953,0.000013404336,0.00006357625,0.000010884554,3.4215918e-7,0.00031719264,0.10382999,0.8846085,0.001302689,0.000011233317,0.009813633],"study_design_scores_gemma":[0.00012917575,0.00008274021,0.000089053996,0.00005312921,0.000033876426,0.000002608372,0.000058239715,0.5409405,0.4570585,0.0014483902,0.000013822851,0.00008995856],"about_ca_topic_score_codex":0.000032581796,"about_ca_topic_score_gemma":0.0000017606654,"teacher_disagreement_score":0.4371105,"about_ca_system_score_codex":0.000115935574,"about_ca_system_score_gemma":0.00021511586,"threshold_uncertainty_score":0.57588834},"labels":[],"label_agreement":null}]}