{"meta":{"query_hash":"0d17537e33cd","filters":{"topic":"Telecommunications and Broadcasting Technologies"},"cohort_total":190,"direct_labels_cover":0,"predictions_cover":190,"exported":190,"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/0d17537e33cd","api":"https://metacan.xera.ac/api/v1/cohort?topic=Telecommunications+and+Broadcasting+Technologies"},"results":[{"id":"W1038397721","doi":"10.1017/cbo9780511841453.001","title":"Preface","year":2010,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Telecommunications and Broadcasting Technologies","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":"Concordia University","funders":"","keywords":"Computer network; Wireless WAN; Wireless broadband; Municipal wireless network; Wireless network; Wi-Fi array; Fixed wireless; Computer science; Telecommunications; Wi-Fi; Mobile broadband; Personal Communications Service; Broadband networks; Wireless; Broadband","score_opus":0.018522556200561938,"score_gpt":0.17763695285065972,"score_spread":0.1591143966500978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1038397721","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0002898193,0.0002297515,0.0004683574,0.000008979083,0.00018771863,0.00016949377,0.00011723326,0.0019147595,0.99661386],"genre_scores_gemma":[0.003191583,0.00031874445,0.002355477,0.0000051590355,0.000041795363,6.7682157e-7,0.00002731619,0.000059112303,0.99400014],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99941754,0.000004742688,0.000110054825,0.00019405593,0.00009037299,0.00018320233],"domain_scores_gemma":[0.9988813,0.000036848654,0.000054432447,0.00091745425,0.000053967677,0.00005602377],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000033097487,0.00025074923,0.00021852646,0.0001393152,0.00012238543,0.000027855065,0.00076626777,0.00055372925,0.000005388465],"category_scores_gemma":[0.000006361762,0.00030609677,0.00010066431,0.0000058066903,0.000181388,0.000043118183,0.0003478094,0.0009764179,0.000025764875],"study_design_candidate":"not_applicable","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":[0.0000059865565,0.0000041209146,6.8611894e-7,0.000089604844,0.00011980491,0.000046905745,0.00001643842,0.00003640134,0.0012350435,0.9507341,0.03583147,0.011879475],"study_design_scores_gemma":[0.00011294118,0.000010799564,0.0000050159315,0.00006258604,0.00005486286,0.000010188061,0.0000079579095,0.00021361496,0.0024708316,0.00001703294,0.9967164,0.00031776447],"about_ca_topic_score_codex":0.00001696216,"about_ca_topic_score_gemma":0.0000029990924,"teacher_disagreement_score":0.9608849,"about_ca_system_score_codex":0.00008484176,"about_ca_system_score_gemma":0.000020425852,"threshold_uncertainty_score":0.9999391},"labels":[],"label_agreement":null},{"id":"W1500940888","doi":"10.1109/pacrim.1991.160782","title":"Feature extraction of cable television picture impairments","year":2002,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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 British Columbia","funders":"","keywords":"Feature extraction; Noise (video); Computer science; Interference (communication); Cable television; Feature (linguistics); High-definition television; Line (geometry); Speech recognition; Pattern recognition (psychology); Artificial intelligence; Telecommunications; Mathematics","score_opus":0.01430564018289263,"score_gpt":0.22217280110680054,"score_spread":0.20786716092390792,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1500940888","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":[0.92821544,0.003294674,0.011754616,0.0010035238,0.0002578781,0.00023958499,0.000008904649,0.0029797896,0.052245587],"genre_scores_gemma":[0.97542846,0.00033849064,0.022977926,0.000005611186,0.000008969818,0.0000036395027,0.000002426204,0.0000081059925,0.0012263577],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99974155,0.0000038014618,0.00006909243,0.00004936054,0.000051184947,0.000085002626],"domain_scores_gemma":[0.99966633,0.000018477906,0.000017170614,0.0002696099,0.000017276248,0.000011127516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000025458425,0.000057702502,0.00006694261,0.000055894263,0.000031124207,0.000008241546,0.00012683829,0.00008542075,0.0002677272],"category_scores_gemma":[0.000014759146,0.000046841506,0.000023153478,0.00014086923,0.000012588895,0.000075530384,0.000024449466,0.0001290209,0.000019692776],"study_design_candidate":"not_applicable","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":[0.0000035269888,0.00018808714,0.0035557868,0.00014877376,0.000066732144,0.000004760877,0.0003279851,0.022932727,0.10950289,0.00038357108,0.42150036,0.44138482],"study_design_scores_gemma":[0.0007183275,0.00022772158,0.016977293,0.00015814448,0.000035680536,0.0001233227,0.00087664614,0.45770374,0.1327351,0.00059456506,0.38926566,0.0005838038],"about_ca_topic_score_codex":0.000005312847,"about_ca_topic_score_gemma":0.0000027227188,"teacher_disagreement_score":0.44080102,"about_ca_system_score_codex":0.000019374202,"about_ca_system_score_gemma":8.377191e-7,"threshold_uncertainty_score":0.2931425},"labels":[],"label_agreement":null},{"id":"W1516385904","doi":"10.1109/wowmom.2015.7158218","title":"An adaptation mechanism for robust OTT video transmission","year":2015,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Institut National de la Recherche Scientifique","funders":"","keywords":"Computer science; Mechanism (biology); Adaptation (eye); Transmission (telecommunications); Computer network; Telecommunications; Psychology; Neuroscience","score_opus":0.07413975712321286,"score_gpt":0.2576013862111372,"score_spread":0.18346162908792435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1516385904","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":[0.013335475,0.0000775556,0.98305076,0.00022902379,0.00005426301,0.00012210548,0.0000022613226,0.0016745096,0.001454022],"genre_scores_gemma":[0.56548667,0.000017933748,0.4343847,0.000009630147,0.000009326115,0.000026860878,0.000010709993,0.000010364622,0.00004376797],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996957,0.000005578889,0.00009287832,0.00006653486,0.00004475432,0.00009454517],"domain_scores_gemma":[0.99964,0.000020837995,0.000009234063,0.000233508,0.00005730831,0.00003913402],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009003369,0.000058869216,0.00005608186,0.00004970032,0.000039507308,0.000021154703,0.00016441353,0.0000644293,0.000008404114],"category_scores_gemma":[0.000024318406,0.000051553696,0.00001754092,0.00007488761,0.0000073660326,0.00012673947,0.000007396665,0.000050031616,0.000005699436],"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":[0.00001114542,0.000055725348,0.0000088664565,0.000034018332,0.00001619863,3.520685e-7,0.00073965517,0.24164765,0.018320728,0.067584574,0.0056273183,0.66595376],"study_design_scores_gemma":[0.00019273657,0.00007616067,0.000010780854,0.0000071726586,0.0000050184963,0.000001566287,0.0006985222,0.96649516,0.014371349,0.012380349,0.0056735994,0.00008758569],"about_ca_topic_score_codex":0.000016628435,"about_ca_topic_score_gemma":0.000020383823,"teacher_disagreement_score":0.7248475,"about_ca_system_score_codex":0.000023648845,"about_ca_system_score_gemma":0.000008432414,"threshold_uncertainty_score":0.21022986},"labels":[],"label_agreement":null},{"id":"W1555911816","doi":"10.1109/pimrc.2002.1046586","title":"The multimedia broadcasting services using digital terrestrial television","year":2003,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"","keywords":"Digital terrestrial television; Digital television; Computer science; Repeater (horology); Digital Video Broadcasting; Terrestrial television; Multimedia; Robustness (evolution); Digital multimedia broadcasting; Digital broadcasting; DVB-T; Broadcasting (networking); Telecommunications; Interactive television; Transmission (telecommunications); Channel (broadcasting); Broadcast television systems; Computer network; Orthogonal frequency-division multiplexing; Encoding (memory)","score_opus":0.019201378522233487,"score_gpt":0.2347171309591315,"score_spread":0.215515752436898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1555911816","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":[0.97525185,0.0011159689,0.0070609236,0.00005688884,0.0004433098,0.00016274174,0.000003413153,0.0018008606,0.014104035],"genre_scores_gemma":[0.97453135,0.00006991734,0.025295978,0.0000046738674,0.000034505396,0.000003970062,0.000002504837,0.000017845457,0.000039226245],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941903,0.000012683576,0.00018356084,0.00008747396,0.00008243756,0.00021481547],"domain_scores_gemma":[0.99933803,0.00022561237,0.000027454535,0.00036958692,0.0000149007265,0.000024437946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011066282,0.00010487807,0.00007755856,0.000040504143,0.00026700628,0.00023572201,0.00030618717,0.000062335144,0.000010164716],"category_scores_gemma":[0.00015207195,0.00007014788,0.00003409807,0.00017791087,0.00004779747,0.00018317222,0.00006762748,0.00014983496,0.000020756157],"study_design_candidate":"design_other","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":[0.000005551838,0.000032097676,0.003524762,0.000029507208,0.00005126042,0.0000031161708,0.00019500217,0.013271362,0.007694788,0.0007542285,0.0005559568,0.9738824],"study_design_scores_gemma":[0.00042837666,0.000025277068,0.0003658588,0.00007540826,0.0000123085065,0.00004046483,0.0014518067,0.8553581,0.007442069,0.00073978043,0.1337162,0.00034430873],"about_ca_topic_score_codex":0.0000144502,"about_ca_topic_score_gemma":0.000010754258,"teacher_disagreement_score":0.97353804,"about_ca_system_score_codex":0.000027452812,"about_ca_system_score_gemma":0.000008064773,"threshold_uncertainty_score":0.28605473},"labels":[],"label_agreement":null},{"id":"W1557997547","doi":"","title":"A Study on Internet Integration Strategies of Educational TV Stations in Japan, Korea, Canada and UK","year":2008,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","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":"The Internet; Telecommunications; Political science; Geography; Advertising; Media studies; Business; Computer science; Sociology; World Wide Web","score_opus":0.03348185572164882,"score_gpt":0.258980969831971,"score_spread":0.22549911411032217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1557997547","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":[0.9551583,0.00020264722,0.000019559664,0.04266128,0.00028492036,0.0002180641,0.00002388831,0.00006836423,0.0013629806],"genre_scores_gemma":[0.99857277,0.00020135395,0.0007989709,0.000018098805,0.000032826036,0.00017833375,0.00006124972,0.000010090038,0.00012631713],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99916774,0.000021354503,0.00029964678,0.00020372847,0.00014609977,0.00016141003],"domain_scores_gemma":[0.99889386,0.00061751326,0.00006932127,0.00026316385,0.00011408808,0.000042034106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006101268,0.00015737675,0.00020165312,0.000778841,0.00006130244,0.00001598855,0.00023182794,0.00008520614,0.00010304889],"category_scores_gemma":[0.00030972986,0.00015184587,0.00000915243,0.0005481134,0.00030515605,0.0000730427,0.000045210712,0.00037974125,0.0000024751205],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009612469,0.00043507817,0.2034929,0.000020369964,0.000040440435,0.0000026700645,0.002891339,0.000055375356,0.000399041,0.78317416,0.0036240893,0.005854903],"study_design_scores_gemma":[0.00043831664,0.00021870097,0.7061782,0.00015030318,0.000012039129,0.000025589105,0.005459866,0.00061740127,0.0010664773,0.2855107,0.00006669763,0.00025571045],"about_ca_topic_score_codex":0.010207555,"about_ca_topic_score_gemma":0.39817247,"teacher_disagreement_score":0.5026853,"about_ca_system_score_codex":0.00009712427,"about_ca_system_score_gemma":0.000632326,"threshold_uncertainty_score":0.99638355},"labels":[],"label_agreement":null},{"id":"W1567834192","doi":"10.1109/ccece.2004.1349647","title":"UHF DTV band channel characterization for mobile reception","year":2004,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":true,"ca_institutions":"Communications Research Centre Canada; Université Laval","funders":"","keywords":"Ultra high frequency; Antenna diversity; Digital television; Digital terrestrial television; Telecommunications; Computer science; Antenna (radio); Terrestrial television; Channel (broadcasting); Mobile telephony; Electronic engineering; Electrical engineering; Engineering; Mobile radio; Digital broadcasting","score_opus":0.014852111033526858,"score_gpt":0.22195845609682377,"score_spread":0.20710634506329692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1567834192","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":[0.6227611,0.00007466642,0.37342554,0.00024803414,0.00014907897,0.00032951415,0.000014867313,0.001888913,0.0011083351],"genre_scores_gemma":[0.98665416,0.00027685944,0.012573683,0.000014225487,0.000031844524,0.00020719222,0.00010690583,0.000014859099,0.0001202931],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997193,0.0000017633876,0.000093589224,0.00006262764,0.000025624824,0.00009708739],"domain_scores_gemma":[0.9997564,0.000010770347,0.000013775982,0.00018361739,0.000024361043,0.000011066647],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003979891,0.000057577978,0.000056503843,0.00005363375,0.000056102584,0.000020040963,0.00010065913,0.00006056156,0.000019478557],"category_scores_gemma":[0.000013287077,0.00005457125,0.000020503692,0.00009984499,0.000011802072,0.000096546224,0.0000122859565,0.000045539004,0.000018091914],"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":[0.000009132063,0.00009428288,0.00008786836,0.00010447846,0.00003265167,2.3833744e-7,0.0004488369,0.047031775,0.65215427,0.0046386877,0.0009223961,0.2944754],"study_design_scores_gemma":[0.0019512242,0.00041385464,0.0072251186,0.00013745566,0.000031212618,0.000016064576,0.00067521865,0.07036082,0.78017527,0.012197588,0.12594067,0.0008755037],"about_ca_topic_score_codex":0.0000039802753,"about_ca_topic_score_gemma":0.000007189693,"teacher_disagreement_score":0.3638931,"about_ca_system_score_codex":0.000038444916,"about_ca_system_score_gemma":0.0000035964588,"threshold_uncertainty_score":0.22253509},"labels":[],"label_agreement":null},{"id":"W1572887231","doi":"10.1109/tbc.2015.2432463","title":"Performance Study of Layered Division Multiplexing Based on SDR Platform","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"Ministerio de Ciencia e Innovación; European Regional Development Fund; Euskal Herriko Unibertsitatea; Ministerio de Economía y Competitividad; Eusko Jaurlaritza","keywords":"Flexibility (engineering); Multiplexing; Broadcasting (networking); Computer science; Orthogonal frequency-division multiplexing; Frequency-division multiplexing; Channel (broadcasting); Division (mathematics); Cloud computing; Telecommunications; Electronic engineering; Computer network; Engineering; Operating system","score_opus":0.0705464669669233,"score_gpt":0.25761468562649026,"score_spread":0.18706821865956696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1572887231","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":[0.8244547,0.00001715958,0.1729575,0.000011840017,0.00026566922,0.00026027224,0.00001122879,0.00089902285,0.0011225854],"genre_scores_gemma":[0.9932394,0.000007862257,0.0066124885,0.0000077167215,0.000014350895,0.000051655905,0.0000023733223,0.0000447736,0.000019346457],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880224,0.000026944339,0.00039751016,0.00020654313,0.00029519128,0.00027158513],"domain_scores_gemma":[0.99889237,0.00024096637,0.00007926702,0.0006303853,0.00008697446,0.00007005526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025881082,0.0002210031,0.0002366591,0.00037269667,0.00021776909,0.000028746646,0.00034068828,0.000103719656,0.0000112322205],"category_scores_gemma":[0.000040104893,0.00021437298,0.00006046481,0.00051014614,0.000040623883,0.00017620354,0.0000045338516,0.00045178752,0.000019751667],"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":[0.000032017102,0.0003419216,0.00047930112,0.00002913474,0.000019291663,0.0000013862505,0.0005421045,0.865014,0.0012990673,0.0000010480132,0.000020032958,0.13222069],"study_design_scores_gemma":[0.0012467342,0.0008549417,0.0010356926,0.00019985749,0.000012805952,0.0000031667723,0.0015840123,0.9730943,0.021661697,0.0000047911963,0.00007578631,0.00022620846],"about_ca_topic_score_codex":0.00004466538,"about_ca_topic_score_gemma":0.000028979877,"teacher_disagreement_score":0.16878471,"about_ca_system_score_codex":0.00011963972,"about_ca_system_score_gemma":0.00002275191,"threshold_uncertainty_score":0.87418765},"labels":[],"label_agreement":null},{"id":"W1573422257","doi":"10.1007/b117786","title":"Mobile Channel Characteristics","year":2002,"lang":"en","type":"book","venue":"Kluwer Academic Publishers eBooks","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":169,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Channel (broadcasting); Transmission (telecommunications); Principal (computer security); Computer science; Telecommunications; Mobile telephony; Transmission channel; Mobile radio; Electronic engineering; Computer network; Engineering; Computer security","score_opus":0.02087023809965381,"score_gpt":0.2152003481010345,"score_spread":0.1943301100013807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1573422257","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00017055715,0.0036711108,0.00019971956,0.000052091866,0.0011455265,0.0005233598,0.0001284498,0.004678339,0.98943084],"genre_scores_gemma":[0.008247741,0.0008479084,0.0006746504,0.00013734828,0.00061956357,0.00037387735,0.00028481107,0.00029767214,0.98851645],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979234,0.000020220348,0.00068867183,0.00041250838,0.00031118703,0.0006440182],"domain_scores_gemma":[0.9981907,0.00009207294,0.00020621828,0.0012730177,0.00009855735,0.0001394127],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00021926871,0.0005941598,0.00061441725,0.0005047533,0.00012848078,0.00027377595,0.0019838435,0.0021371564,0.00017064998],"category_scores_gemma":[0.000089065754,0.0006347141,0.00017902651,0.00009263992,0.00023118105,0.00033978754,0.00042161456,0.0040549585,0.00024339627],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011706009,0.0000054235925,0.000003313512,0.0001168953,0.00009344179,0.000006725878,0.0002355988,0.000029267518,0.000037806672,0.00033224066,0.91113114,0.08800696],"study_design_scores_gemma":[0.00014419103,0.000034278415,0.0000070558226,0.00022763597,0.000056990648,0.00002755223,0.000041127423,0.0018559669,0.000059130492,0.003855768,0.99301034,0.00067996624],"about_ca_topic_score_codex":0.0000019065156,"about_ca_topic_score_gemma":6.85487e-7,"teacher_disagreement_score":0.087326996,"about_ca_system_score_codex":0.00044372826,"about_ca_system_score_gemma":0.000089509376,"threshold_uncertainty_score":0.9996104},"labels":[],"label_agreement":null},{"id":"W1865776486","doi":"10.1109/ccece.2001.933733","title":"Fade depth prediction on wireless microwave links using two-ray multipath model","year":2002,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Fade; Fading; Multipath propagation; Terrain; Computer science; Path loss; Satellite; Remote sensing; Elevation (ballistics); Wireless; Geology; Telecommunications; Geography; Mathematics; Engineering; Aerospace engineering; Geometry; Channel (broadcasting)","score_opus":0.056092822739707345,"score_gpt":0.24561487893132114,"score_spread":0.1895220561916138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1865776486","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":[0.7168648,0.00021307026,0.2692923,0.000061592946,0.0000905017,0.00012432704,0.000010517109,0.002500605,0.010842292],"genre_scores_gemma":[0.8979526,0.0001230646,0.10168623,0.000025667767,0.000025564175,0.000010171005,0.00000483387,0.000027923936,0.00014391282],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941343,0.000008668335,0.00017049785,0.00013290325,0.000074317,0.00020017946],"domain_scores_gemma":[0.9994449,0.000030315288,0.000022592696,0.00045203505,0.000022910604,0.000027261633],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000045071047,0.00013069414,0.00010604115,0.000113575574,0.00009793966,0.000030989086,0.00021771264,0.00018039784,0.00001618189],"category_scores_gemma":[0.000014905916,0.00012230578,0.000038337665,0.00014794657,0.000031164644,0.000088212255,0.000053908298,0.00040212774,0.000031101918],"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":[0.0000011726518,0.0000449058,0.00026734904,0.000011062693,0.000015977335,8.9229604e-7,0.00012499797,0.84470093,0.062857375,0.00042109948,0.0006713002,0.09088292],"study_design_scores_gemma":[0.00019473971,0.000016678498,0.00015090217,0.000032370608,0.000007764877,0.0000048699044,0.000038732476,0.9821171,0.017002495,0.00012065939,0.00018448119,0.00012918079],"about_ca_topic_score_codex":0.000015404166,"about_ca_topic_score_gemma":0.000021422622,"teacher_disagreement_score":0.18108784,"about_ca_system_score_codex":0.00008383917,"about_ca_system_score_gemma":0.0000029392618,"threshold_uncertainty_score":0.49874848},"labels":[],"label_agreement":null},{"id":"W1974902082","doi":"10.1109/telsks.2007.4376067","title":"Realization of Low Cost Simplex 23GHz Digital Microwave Link for Audio Modulation Transmission","year":2007,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Mitel (Canada)","funders":"Science and Engineering Research Board","keywords":"Demodulation; Computer science; Digital audio; Electronic engineering; Attenuator (electronics); Jitter; Audio signal processing; Transmission (telecommunications); Analog transmission; Digital signal processing; Audio signal; Modulation (music); Digital radio; Digital audio broadcasting; Digital signal; Telecommunications; Computer hardware; Engineering","score_opus":0.018331776253645047,"score_gpt":0.25004613555858274,"score_spread":0.2317143593049377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974902082","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":[0.04469812,0.00005361129,0.9524818,0.00008609695,0.000026304184,0.00023818304,0.000013466117,0.0004971492,0.0019052865],"genre_scores_gemma":[0.9608861,0.000048011356,0.03882781,0.0000041967687,0.000018035193,0.0000074826185,0.00013596383,0.000016403515,0.0000560001],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952185,0.0000020753446,0.00023032766,0.00007188076,0.000049889542,0.00012395091],"domain_scores_gemma":[0.99959105,0.00008205996,0.00003444084,0.00020838925,0.000065003944,0.000019049394],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009564008,0.00007187101,0.0000875188,0.00009414837,0.000035280736,0.000017662263,0.000114387025,0.000096237694,0.000006807468],"category_scores_gemma":[0.00004049703,0.00006745941,0.000038613984,0.0001636215,0.00002231447,0.00011875272,0.00001405908,0.000049073882,0.0000014612514],"study_design_candidate":"design_other","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":[0.000008450629,0.000016690083,0.00016519411,0.000067167086,0.000009013883,8.8263e-8,0.00008873476,0.011100412,0.03736249,0.0015020235,0.0004987271,0.949181],"study_design_scores_gemma":[0.0006555807,0.000074628006,0.005692005,0.000107846456,0.000013658273,0.000004347984,0.00022106039,0.570107,0.38005105,0.006096677,0.036671497,0.0003046808],"about_ca_topic_score_codex":0.000003674626,"about_ca_topic_score_gemma":0.000009515459,"teacher_disagreement_score":0.9488763,"about_ca_system_score_codex":0.000031529114,"about_ca_system_score_gemma":0.0000051378897,"threshold_uncertainty_score":0.2750915},"labels":[],"label_agreement":null},{"id":"W1977020763","doi":"10.1109/tbc.2002.1021274","title":"On-channel repeater for digital television broadcasting service","year":2002,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Repeater (horology); Transmitter; Telecommunications; Digital television; Broadcasting (networking); Digital broadcasting; Channel (broadcasting); Transmission (telecommunications); Computer science; Service (business); Terrestrial television; Digital radio; Focus (optics); Electronic engineering; Computer network; Engineering; Encoding (memory); Business","score_opus":0.037033410843941725,"score_gpt":0.2250452735706521,"score_spread":0.1880118627267104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977020763","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":[0.18474145,0.00023241727,0.80370367,0.00046003467,0.0008551307,0.00066235976,0.00014980588,0.0041981316,0.004997009],"genre_scores_gemma":[0.9920833,0.00006222774,0.006996227,0.00013488073,0.000083109466,0.00015825452,0.00000799078,0.00012242384,0.00035159805],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99820095,0.000019894433,0.00051096437,0.00042888924,0.00024205727,0.0005972574],"domain_scores_gemma":[0.998207,0.0007130645,0.0000862283,0.00076520746,0.0001284856,0.00010004835],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015420592,0.0003971633,0.00030227678,0.00036539335,0.0008995146,0.00019722262,0.0005045619,0.00021505533,0.00008911968],"category_scores_gemma":[0.00008856606,0.00040084842,0.0001802185,0.0006197128,0.00005125573,0.00037147012,0.000014012518,0.0005832112,0.00018808122],"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":[0.00003054715,0.00020560643,0.000007114002,0.00016014167,0.00007901692,0.0000059213294,0.0006217024,0.42912832,0.0018201976,0.000039736326,0.0012577287,0.56664395],"study_design_scores_gemma":[0.0009733413,0.00033332303,0.000020245654,0.0005544876,0.00004665052,0.00009000887,0.00034100772,0.9800248,0.013646039,0.00052000844,0.0026918205,0.0007582567],"about_ca_topic_score_codex":0.000011189206,"about_ca_topic_score_gemma":0.000008548732,"teacher_disagreement_score":0.8073418,"about_ca_system_score_codex":0.00012848152,"about_ca_system_score_gemma":0.0000058880046,"threshold_uncertainty_score":0.9998443},"labels":[],"label_agreement":null},{"id":"W1978104094","doi":"10.1109/tbc.2008.2007026","title":"Evaluating the Use of Cross-Polarization Discrimination in Mitigating Interference from Unlicensed Devices onto DTV","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","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":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Ultra high frequency; Digital television; Interference (communication); Telecommunications; Antenna (radio); Polarization (electrochemistry); Computer science; Electronic engineering; Electrical engineering; Engineering","score_opus":0.16896046880002344,"score_gpt":0.3340072051825154,"score_spread":0.16504673638249198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978104094","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":[0.7761954,0.00008872448,0.22297451,0.000039263396,0.0001436388,0.00017149991,0.000025708643,0.0003066984,0.0000545381],"genre_scores_gemma":[0.9679614,0.000052820815,0.031835932,0.000017409027,0.000016892058,0.000045545963,0.000011132289,0.000030575196,0.000028346692],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986722,0.00009970109,0.0005684727,0.00021791796,0.00020784116,0.00023388372],"domain_scores_gemma":[0.99824965,0.0009889423,0.00015129797,0.00045495032,0.00013008824,0.000025086636],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021442081,0.00018794535,0.00019501956,0.0002143997,0.00037737956,0.00007801573,0.0003300377,0.00011747164,0.000019633242],"category_scores_gemma":[0.0002022905,0.0001671641,0.00006515289,0.0005824286,0.00016396996,0.00054640794,0.0000068511386,0.00048165434,0.000004774989],"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":[0.000020858912,0.00007246336,0.004896825,0.000042177446,0.000030299558,0.0000014144757,0.0026693384,0.74870247,0.09198501,0.000016226479,0.000005057356,0.1515579],"study_design_scores_gemma":[0.00037704615,0.0000899032,0.03024421,0.00049705716,0.00002689474,0.000011172892,0.0005952206,0.89608806,0.071762,0.000057097197,0.000021714372,0.00022962163],"about_ca_topic_score_codex":0.0009957853,"about_ca_topic_score_gemma":0.0008077465,"teacher_disagreement_score":0.19176592,"about_ca_system_score_codex":0.00011317252,"about_ca_system_score_gemma":0.000028271203,"threshold_uncertainty_score":0.6816754},"labels":[],"label_agreement":null},{"id":"W1984333969","doi":"10.1109/rws.2008.4463538","title":"The effect of unlicensed cognitive device operation on digital television performance in the VHF/UHF band","year":2008,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Ultra high frequency; Digital television; Computer science; Electrical engineering; Telecommunications; Electronic engineering; Engineering","score_opus":0.012947317310514803,"score_gpt":0.22446262520745236,"score_spread":0.21151530789693757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984333969","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":[0.9915633,0.00014344018,0.00012997059,0.00008628963,0.000016134853,0.00018498805,0.0000016020934,0.00011734241,0.0077569396],"genre_scores_gemma":[0.9995692,0.00031258384,0.000051170216,0.000010752917,0.000006044152,0.000021665768,0.000004519726,0.000005802351,0.0000182694],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9996248,0.000027557617,0.00012081559,0.00005305065,0.00008491031,0.00008886164],"domain_scores_gemma":[0.99899036,0.0007509548,0.000016759675,0.00021813565,0.000018777768,0.0000050045423],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017069522,0.000069579306,0.00006970818,0.000037200312,0.00021595797,0.000025776748,0.00023162122,0.000035708792,0.0000023985895],"category_scores_gemma":[0.00013398372,0.000033667184,0.00001787119,0.00017406058,0.000062266015,0.000101420155,0.000041371313,0.00014191843,0.000011077053],"study_design_candidate":"design_other","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":[0.00015803172,0.0001009519,0.10200381,0.00010471313,0.000054085303,0.0000047252233,0.002773778,0.016452903,0.0022731707,0.0003838763,0.000799821,0.87489015],"study_design_scores_gemma":[0.0022838358,0.0023073936,0.55799353,0.0004732245,0.000026013486,0.00007692339,0.0016537441,0.1639499,0.26497665,0.000042862288,0.0056996765,0.0005162398],"about_ca_topic_score_codex":0.000006725445,"about_ca_topic_score_gemma":0.000013462098,"teacher_disagreement_score":0.8743739,"about_ca_system_score_codex":0.000013069693,"about_ca_system_score_gemma":0.0000033537833,"threshold_uncertainty_score":0.1660996},"labels":[],"label_agreement":null},{"id":"W1984400593","doi":"10.1155/2010/896041","title":"Multimedia Communications over Next Generation Wireless Networks","year":2010,"lang":"en","type":"article","venue":"EURASIP Journal on Wireless Communications and Networking","topic":"Telecommunications and Broadcasting 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":"St. Francis Xavier University","funders":"","keywords":"Computer science; Wireless; Multimedia; Wireless network; Computer network; Telecommunications","score_opus":0.05690459184616009,"score_gpt":0.27347672667715717,"score_spread":0.21657213483099708,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984400593","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":[0.95582664,0.018123776,0.014717371,0.0030864142,0.0021915257,0.0004870627,0.000012748859,0.0014116145,0.0041428367],"genre_scores_gemma":[0.91632706,0.062517345,0.020292597,0.00013224411,0.00052830065,0.000051381438,0.000059594455,0.0000708536,0.000020636051],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983481,0.00019325806,0.000640554,0.00020167143,0.00018776406,0.00042864814],"domain_scores_gemma":[0.9954809,0.00069098425,0.00023764824,0.003281632,0.00014058428,0.00016822715],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00065621024,0.00031165485,0.00031193515,0.00024847113,0.0016683682,0.0005168271,0.0023471175,0.00027155576,0.000022718817],"category_scores_gemma":[0.000030973955,0.00030377178,0.00010313959,0.000509794,0.00046186376,0.0003955654,0.0006772534,0.0027535209,0.000010724398],"study_design_candidate":"design_other","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":[0.0000061922137,0.00013596937,0.0025556856,0.000008198708,0.00009277954,0.000002757537,0.0003073132,0.0017862679,0.014159845,0.004611335,0.0017758262,0.9745578],"study_design_scores_gemma":[0.00033563477,0.000042536045,0.0014050157,0.00011605921,0.000031142077,0.0001171414,0.00010013765,0.9224297,0.00012961922,0.00018620916,0.07476073,0.00034610886],"about_ca_topic_score_codex":0.000012290718,"about_ca_topic_score_gemma":0.00028375222,"teacher_disagreement_score":0.9742117,"about_ca_system_score_codex":0.00006526102,"about_ca_system_score_gemma":0.00002816844,"threshold_uncertainty_score":0.99994147},"labels":[],"label_agreement":null},{"id":"W1987646594","doi":"10.1117/12.511234","title":"Development of an ATSC multimedia datacasting receiver","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Telecommunications and Broadcasting 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":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Digital terrestrial television; Multimedia; Digital television; Network packet; Context (archaeology); Terrestrial television; Transmitter; The Internet; Implementation; Digital Video Broadcasting; Computer network; Telecommunications; Channel (broadcasting); Digital broadcasting; World Wide Web","score_opus":0.020967707574804217,"score_gpt":0.2379146756593163,"score_spread":0.21694696808451208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987646594","genre_codex":"empirical","genre_gemma":"methods","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":[0.9968414,0.00014158186,0.00015691001,0.00012216748,0.00015035098,0.00029535018,0.000029257058,0.0002517738,0.0020112484],"genre_scores_gemma":[0.3633928,0.0000734776,0.6363275,0.0000072292723,0.00005091659,0.00006463332,0.000010191977,0.000045207387,0.000028046981],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998243,1.4645971e-8,0.0007595867,0.00025302914,0.00040699495,0.00033738083],"domain_scores_gemma":[0.9986006,0.00012754643,0.0002602118,0.000111381305,0.0008212623,0.00007897527],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062268245,0.00026999056,0.00035231715,0.00012608946,0.000088237895,0.00005203084,0.0011288606,0.00019117992,0.000011614317],"category_scores_gemma":[0.00076503947,0.00024049226,0.00023473513,0.00036141442,0.00018116653,0.000492325,0.00015320274,0.00032631645,0.000001225415],"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":[0.00002116272,0.0001553714,0.0003381874,0.0006123903,0.0004259112,6.210806e-8,0.000676962,0.00097469654,0.8453652,0.14155538,0.00094856316,0.008926057],"study_design_scores_gemma":[0.0010297889,0.0001701352,0.0013923071,0.0005052582,0.00011313248,0.000021206668,0.0038482249,0.13929214,0.832382,0.00074842194,0.019890584,0.0006067498],"about_ca_topic_score_codex":0.000002819685,"about_ca_topic_score_gemma":3.5169452e-7,"teacher_disagreement_score":0.63617057,"about_ca_system_score_codex":0.00012230474,"about_ca_system_score_gemma":0.000031784224,"threshold_uncertainty_score":0.98069894},"labels":[],"label_agreement":null},{"id":"W1991946596","doi":"10.1109/tbc.2014.2310067","title":"FOBTV: Worldwide Efforts in Developing Next-Generation Broadcasting System","year":2014,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"National Key Research and Development Program of China; National High-tech Research and Development Program; Higher Education Discipline Innovation Project; Shanghai Jiao Tong University; National Natural Science Foundation of China","keywords":"Standardization; Broadcasting (networking); Telecommunications; Broadcast engineering; Computer science; Broadcast law; Radio broadcasting; Engineering management; Engineering; Commercial broadcasting; Computer security","score_opus":0.04383036409553487,"score_gpt":0.23288634875075323,"score_spread":0.18905598465521836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991946596","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":[0.34400183,0.00013973065,0.65052897,0.000115778406,0.00075928116,0.00025440735,0.000004822888,0.0022375928,0.0019575777],"genre_scores_gemma":[0.9525429,0.00005821884,0.046941437,0.00005010899,0.0001225557,0.00013301193,0.0000070924393,0.000087985565,0.000056662917],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99789166,0.0000963554,0.00074660504,0.00040988514,0.00023996804,0.00061552937],"domain_scores_gemma":[0.99874073,0.00037076135,0.000110752124,0.0006292425,0.000071700626,0.00007680445],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00054085936,0.00037789167,0.0003750957,0.00068429374,0.00046103497,0.0001747934,0.0004107845,0.00021554547,0.000012377513],"category_scores_gemma":[0.0000630475,0.00041853686,0.00010543612,0.0010288185,0.00005634947,0.00040041684,0.0000076256642,0.00068316096,0.000057186047],"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":[0.0000067739848,0.00003722497,0.000110867746,0.00018539945,0.000029699911,0.0000070500546,0.00026893392,0.52825975,0.017477721,0.0005638493,0.00007799424,0.4529747],"study_design_scores_gemma":[0.0004978036,0.000052460957,0.00023648572,0.0008504233,0.000024705349,0.00007979934,0.00039395984,0.9549505,0.04032993,0.00004376942,0.0019514668,0.00058870786],"about_ca_topic_score_codex":0.00009248072,"about_ca_topic_score_gemma":0.00030678546,"teacher_disagreement_score":0.6085411,"about_ca_system_score_codex":0.00047973334,"about_ca_system_score_gemma":0.00003337821,"threshold_uncertainty_score":0.99982667},"labels":[],"label_agreement":null},{"id":"W2000727213","doi":"10.1007/s11036-015-0606-3","title":"Editorial for MONET Special Issue on Networking in 5G Mobile Communications Systems: Key Technologies and Challenges","year":2015,"lang":"en","type":"article","venue":"Mobile Networks and Applications","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Computer network; Cloud computing; Wireless network; Network architecture; Bluetooth; Wireless; Cellular network; Telecommunications; Key (lock); Wireless WAN; Wi-Fi array; Computer security; Operating system","score_opus":0.03278803185058406,"score_gpt":0.25442340683078357,"score_spread":0.22163537498019953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000727213","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018991405,0.8290087,0.04659529,0.004085096,0.033540305,0.023524994,0.00032886653,0.013764045,0.030161282],"genre_scores_gemma":[0.83759934,0.10941759,0.002309472,0.00001018595,0.03142017,0.019075645,0.000076176126,0.000059867885,0.000031558826],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99914545,0.000022683636,0.00027617475,0.00022783922,0.00007578658,0.00025204802],"domain_scores_gemma":[0.99865973,0.00030914423,0.00005881989,0.00086750113,0.000059453738,0.000045373807],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002536673,0.00016988968,0.00022848729,0.000120823934,0.00019463258,0.00008391591,0.0004574701,0.00026322328,5.8143183e-7],"category_scores_gemma":[0.000019680985,0.00016982283,0.000022149883,0.0002571779,0.00017599417,0.00007246938,0.00018058442,0.00031710675,0.0000026907965],"study_design_candidate":"not_applicable","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":[0.000009752062,0.00009213947,0.0000944365,0.000058034042,0.000021622662,1.235044e-7,0.00015136723,0.32620314,0.0000073054744,0.009274781,0.05467696,0.60941035],"study_design_scores_gemma":[0.00027489674,0.00009269823,0.000026311558,0.000052769912,0.000009843898,0.0000021028522,0.0025317855,0.11387898,0.000005372205,0.0009814051,0.8819776,0.00016624127],"about_ca_topic_score_codex":0.000020403922,"about_ca_topic_score_gemma":0.00009137011,"teacher_disagreement_score":0.8273006,"about_ca_system_score_codex":0.000057340785,"about_ca_system_score_gemma":0.00000978516,"threshold_uncertainty_score":0.6925174},"labels":[],"label_agreement":null},{"id":"W2004499724","doi":"10.1109/icce.2005.1429886","title":"Performance assessment of ATSC interactive datacasting systems","year":2005,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"","keywords":"Testbed; Digital television; Computer science; Broadcasting (networking); Digital Video Broadcasting; Multimedia; Computer network; Telecommunications","score_opus":0.02126231849029485,"score_gpt":0.2722898910191116,"score_spread":0.25102757252881674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004499724","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":[0.9296486,0.00020860297,0.01911453,0.000043566703,0.000089848414,0.00008387602,0.0000052702217,0.00075130945,0.05005439],"genre_scores_gemma":[0.9516038,0.00011522592,0.04816731,0.0000018247196,0.000017146554,0.000010398614,0.0000041430876,0.0000073179926,0.00007284038],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99964553,0.000005319085,0.00016023245,0.000051314793,0.000049992286,0.0000875971],"domain_scores_gemma":[0.9995895,0.000051827163,0.000030608117,0.00029216078,0.000026670854,0.000009233567],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007681974,0.00005548405,0.000084749416,0.00005825397,0.00002744392,0.000013065362,0.0002100592,0.000027678381,0.000019664085],"category_scores_gemma":[0.000013619181,0.000048404407,0.0000121889825,0.000095713214,0.000023314491,0.00017674347,0.000078965975,0.000115932664,0.0000077885],"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":[0.0000018637385,0.00007091054,0.018371658,0.00023619794,0.0000877777,4.3759874e-7,0.00019254646,0.46340212,0.014503587,0.0040097763,0.0023083591,0.49681476],"study_design_scores_gemma":[0.000052983265,0.000016355716,0.0055175666,0.000059526174,0.000003400296,0.0000053176127,0.00024910257,0.9830066,0.003640314,0.000001488022,0.007383102,0.00006422801],"about_ca_topic_score_codex":0.000008495417,"about_ca_topic_score_gemma":0.0000028479287,"teacher_disagreement_score":0.5196045,"about_ca_system_score_codex":0.000046059668,"about_ca_system_score_gemma":0.0000054796656,"threshold_uncertainty_score":0.19738744},"labels":[],"label_agreement":null},{"id":"W2015387816","doi":"10.1109/bmsb.2013.6621678","title":"Backward compatible UHDTV transmission based on ADT system for the ATSC terrestrial DTV broadcasting","year":2013,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Digital television; High-definition television; Broadcasting (networking); Transmission (telecommunications); SIGNAL (programming language); Digital Video Broadcasting; Transmission system; Backward compatibility; High-definition video; Digital broadcasting; Real-time computing; Computer hardware; Telecommunications; Computer network","score_opus":0.02767309461111966,"score_gpt":0.22663091407422464,"score_spread":0.19895781946310498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015387816","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":[0.109037,0.0005795378,0.860578,0.002683574,0.000844812,0.0025692524,0.000021622753,0.0069130897,0.016773105],"genre_scores_gemma":[0.9567027,0.00001317156,0.042828895,0.000026647807,0.00006799886,0.00024144487,0.000010813047,0.00003141795,0.00007693086],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921083,0.000022579756,0.00026165068,0.00013759028,0.00011104327,0.00025627247],"domain_scores_gemma":[0.9986333,0.00069200364,0.000037481364,0.0005669265,0.000032332973,0.00003794656],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015917036,0.00015994508,0.00016283525,0.00008116247,0.00025113192,0.00009937959,0.00048014996,0.00009989272,0.0000807482],"category_scores_gemma":[0.000051523628,0.000101582285,0.00008811917,0.00017536702,0.00003569938,0.000076601624,0.000029718776,0.00019037731,0.000060225877],"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":[0.00004228422,0.000073219635,0.0002445277,0.00030618795,0.00006111026,7.0623463e-7,0.00012197159,0.22894141,0.00920915,0.0008536338,0.032655854,0.72748995],"study_design_scores_gemma":[0.0005635197,0.000075330725,0.00032235085,0.00015163771,0.000014839514,0.0000018748367,0.0003144183,0.97297114,0.0066312854,0.000036520676,0.018767701,0.00014938468],"about_ca_topic_score_codex":0.00012043064,"about_ca_topic_score_gemma":0.000006367704,"teacher_disagreement_score":0.84766567,"about_ca_system_score_codex":0.00005823499,"about_ca_system_score_gemma":0.000013360553,"threshold_uncertainty_score":0.41424054},"labels":[],"label_agreement":null},{"id":"W2036906995","doi":"10.1109/bmsb.2013.6621714","title":"Cloud Transmission: System simulation and performance analysis","year":2013,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Cloud computing; Robustness (evolution); Broadcasting (networking); Multipath propagation; Transmission (telecommunications); Multipath interference; Computer network; Single-frequency network; Interference (communication); Telecommunications; Transmission system; Channel (broadcasting); Electronic engineering; Engineering; Operating system","score_opus":0.011751324621008972,"score_gpt":0.20856005562727561,"score_spread":0.19680873100626664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036906995","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":[0.9164114,0.00023303049,0.07884873,0.000046281777,0.000014857408,0.000059141516,2.7327323e-7,0.0010963524,0.0032899224],"genre_scores_gemma":[0.99058354,0.000055008964,0.009265806,0.000002160889,0.0000061802016,0.000009753687,0.000001400414,0.000004283274,0.00007187414],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997706,0.0000037071795,0.000085917396,0.00004697967,0.000029812702,0.00006298199],"domain_scores_gemma":[0.9997621,0.000025924192,0.000007374635,0.00017297514,0.000016042646,0.00001555223],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000028999522,0.000044863697,0.000068303256,0.00008125723,0.00004786532,0.00002435527,0.000069914764,0.000036718448,0.000049833478],"category_scores_gemma":[0.0000019800182,0.00003534981,0.00001686424,0.00025773622,0.000010982216,0.00008518818,0.000012462975,0.000045230005,0.000017529073],"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":[7.9731404e-7,0.0000047534854,0.0060448498,0.00009132024,0.00010212729,9.8980166e-8,0.00008302494,0.6464876,0.00028152508,0.00040741518,0.00018041598,0.3463161],"study_design_scores_gemma":[0.000029224084,0.000008260032,0.015024949,0.000007587178,0.0000268679,6.551094e-7,0.00009391445,0.98357654,0.0003213417,0.000009155826,0.000851515,0.000050016508],"about_ca_topic_score_codex":0.000012050996,"about_ca_topic_score_gemma":0.0000012374848,"teacher_disagreement_score":0.3462661,"about_ca_system_score_codex":0.0000117374375,"about_ca_system_score_gemma":8.063893e-7,"threshold_uncertainty_score":0.14415234},"labels":[],"label_agreement":null},{"id":"W2053194190","doi":"10.1109/isbmsb.2010.5463134","title":"Transmitter identification of ATSC DTV under mobile environment","year":2010,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; Communications Research Centre Canada","funders":"","keywords":"Digital television; Transmitter; Multipath propagation; Computer science; Fading; Digital Video Broadcasting; Electronic engineering; Offset (computer science); Identification (biology); Telecommunications; Channel (broadcasting); Engineering","score_opus":0.0068908098218660695,"score_gpt":0.19870187081411372,"score_spread":0.19181106099224765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053194190","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":[0.9313075,0.00006163985,0.0664603,0.00012718198,0.000053996067,0.00008516755,0.000004318776,0.0003666945,0.0015332004],"genre_scores_gemma":[0.99125415,0.0000691913,0.008488616,0.000007237927,0.0000056989916,0.000031631545,0.000003569959,0.000008538313,0.00013138204],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99967897,0.000002996917,0.00014677945,0.000054050437,0.000043763474,0.00007343454],"domain_scores_gemma":[0.9995471,0.000021238084,0.000016135169,0.00040020855,0.0000060504426,0.000009254166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006586545,0.00004609281,0.000051005998,0.000039259354,0.000021115611,0.0000070605965,0.00017045182,0.000055089273,0.0002760853],"category_scores_gemma":[0.0000032376313,0.000041431376,0.000022476204,0.000045683842,0.000036217974,0.000040423878,0.000020410585,0.000111236244,0.000046642395],"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":[6.0399725e-7,0.000050598617,0.00042944908,0.000018813378,0.00001695867,8.0229285e-8,0.00013603058,0.005137548,0.9421097,0.0036145695,0.0005828894,0.04790276],"study_design_scores_gemma":[0.00028718341,0.00003362757,0.03108366,0.0000071011614,0.000020281544,0.0000047583126,0.00053771486,0.033518378,0.87434083,0.0029794138,0.056922115,0.000264918],"about_ca_topic_score_codex":0.0000034081195,"about_ca_topic_score_gemma":0.000009595138,"teacher_disagreement_score":0.06776885,"about_ca_system_score_codex":0.0000066419643,"about_ca_system_score_gemma":0.000001423206,"threshold_uncertainty_score":0.30229405},"labels":[],"label_agreement":null},{"id":"W2062942554","doi":"10.1109/isbmsb.2009.5133755","title":"Recent and future development of the ATSC standards","year":2009,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"","keywords":"Presentation (obstetrics); Computer science; Digital television; Telecommunications","score_opus":0.010195601969270678,"score_gpt":0.22423569264200524,"score_spread":0.21404009067273455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062942554","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":[0.96057814,0.0031306779,0.0014627458,0.0038129198,0.00010090101,0.00010219785,0.0000038530284,0.0005773202,0.03023126],"genre_scores_gemma":[0.9564056,0.0011731395,0.042373907,0.000013393105,0.000007309496,0.0000011672879,3.4914066e-7,0.0000022869633,0.000022861128],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998115,0.0000022393947,0.0000679856,0.00002531957,0.000048446185,0.00004455163],"domain_scores_gemma":[0.99979824,0.000004372686,0.000007641231,0.00016265415,0.000021716574,0.000005385501],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000052037627,0.000031150506,0.00003596222,0.000012953983,0.00003723519,0.0000046490436,0.000105078776,0.00002407775,0.000023419338],"category_scores_gemma":[0.000007544509,0.000018721643,0.0000057327125,0.00007883809,0.000012184436,0.000012337955,0.000028225753,0.000048924176,2.4682316e-7],"study_design_candidate":"design_other","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":[3.521263e-7,0.0000037151817,0.000069024296,0.000002789873,0.000003163779,2.4377107e-8,0.00012010771,0.000021947635,0.00076530717,0.0010561802,0.0010091189,0.99694824],"study_design_scores_gemma":[0.00006697183,0.000009492832,0.03033329,0.000010266335,0.0000019353747,0.000002284673,0.0002752188,0.00034339784,0.031861193,0.00040122672,0.936636,0.000058744085],"about_ca_topic_score_codex":1.9129934e-7,"about_ca_topic_score_gemma":0.000005129874,"teacher_disagreement_score":0.99688953,"about_ca_system_score_codex":0.000018977442,"about_ca_system_score_gemma":0.000011256864,"threshold_uncertainty_score":0.07634464},"labels":[],"label_agreement":null},{"id":"W2073968723","doi":"10.1155/2013/837153","title":"Optimization of ATSC Mobile Handheld Service Capacity","year":2013,"lang":"en","type":"article","venue":"International Journal of Digital Multimedia Broadcasting","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Mobile device; Digital television; IMT Advanced; Standardization; Mobile service; Telecommunications; Broadcasting (networking); Digital broadcasting; Mobile computing; Service (business); Multimedia; Mobile technology; Computer network; Mobile Web; Business; World Wide Web","score_opus":0.018854718558991606,"score_gpt":0.2294931274996806,"score_spread":0.210638408940689,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073968723","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":[0.9637664,0.0003024298,0.03289732,0.00020951766,0.000703994,0.00014626097,0.000036270947,0.00017318796,0.0017645959],"genre_scores_gemma":[0.926194,0.000059937684,0.073562205,0.00001307918,0.000119278804,0.0000086444215,0.000011480528,0.000020197278,0.0000111731],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99882394,0.000010350372,0.00063074793,0.00007551838,0.0003134991,0.00014596002],"domain_scores_gemma":[0.99816203,0.00024383713,0.00032821423,0.00015834687,0.0010508642,0.000056711877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000102720805,0.0001298946,0.00019758781,0.00025623318,0.00002717882,0.00013860154,0.00066112966,0.000079846024,0.000087261695],"category_scores_gemma":[0.0004570683,0.00011996759,0.00008659816,0.00020857874,0.000058558322,0.0009905635,0.00011506291,0.00024182672,0.000020932026],"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":[0.000011885795,0.00013261045,0.005258368,0.00004352097,0.0002239767,0.000005741181,0.0006348938,0.66115206,0.010847138,0.00001838249,0.0004988867,0.3211725],"study_design_scores_gemma":[0.000878307,0.00012642697,0.0021360745,0.00038520337,0.000023637693,0.00022701816,0.0008215532,0.9798768,0.0138515765,0.0003592027,0.0010396893,0.00027447726],"about_ca_topic_score_codex":0.000030719177,"about_ca_topic_score_gemma":0.0000023025536,"teacher_disagreement_score":0.32089803,"about_ca_system_score_codex":0.00007134857,"about_ca_system_score_gemma":0.000022242097,"threshold_uncertainty_score":0.48921362},"labels":[],"label_agreement":null},{"id":"W2098672403","doi":"10.1109/tbc.2006.874747","title":"IP Over Terrestrial ATSC DTV Channels: Performance Evaluations on Data Transmission Throughput","year":2006,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting 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":"Communications Research Centre Canada","funders":"Mutuelle Générale de l'Education Nationale","keywords":"Digital television; Throughput; Computer science; Testbed; Transmission (telecommunications); Channel (broadcasting); Computer network; Data transmission; Network packet; Digital Video Broadcasting; Digital terrestrial television; Telecommunications; Wireless","score_opus":0.0650617725295643,"score_gpt":0.29091770260612737,"score_spread":0.22585593007656307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098672403","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":[0.41033173,0.00025479705,0.581361,0.00030909711,0.0011671976,0.00047884492,0.00012354631,0.0026153727,0.0033584053],"genre_scores_gemma":[0.98716587,0.00022748308,0.011950285,0.000027861164,0.00023144785,0.00007106413,0.000058376576,0.00007224913,0.00019538356],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981921,0.000058923157,0.0005062858,0.00043947043,0.0003527032,0.00045054246],"domain_scores_gemma":[0.99819905,0.0003296734,0.000077383105,0.0013001933,0.000036837864,0.00005683873],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031869157,0.00032959023,0.0002492877,0.00030552977,0.0006400948,0.000114699935,0.0008087647,0.00020616516,0.00011747711],"category_scores_gemma":[0.000019645444,0.0003249964,0.000093116876,0.00058075355,0.00008735775,0.00046023884,0.000008751469,0.00070522615,0.000083648345],"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":[0.000029686922,0.00013269288,0.000013828701,0.0000314359,0.000030483057,0.0000018466698,0.00008324812,0.52841616,0.0030737391,0.000014965035,0.0012401575,0.4669318],"study_design_scores_gemma":[0.0010419709,0.00019033843,0.00051626185,0.00038254505,0.000079283396,0.000022910057,0.000068161484,0.9539198,0.025055286,0.0001116552,0.018103933,0.0005078128],"about_ca_topic_score_codex":0.00008675704,"about_ca_topic_score_gemma":0.000029242992,"teacher_disagreement_score":0.57683414,"about_ca_system_score_codex":0.00013325346,"about_ca_system_score_gemma":0.000039987957,"threshold_uncertainty_score":0.9999202},"labels":[],"label_agreement":null},{"id":"W2110816835","doi":"10.1109/tbc.2003.817083","title":"Using on-channel repeater to improve reception in dtv broadcasting service area","year":2003,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Repeater (horology); Transmitter; Digital television; Digital Video Broadcasting; Transmission (telecommunications); Broadcasting (networking); Channel (broadcasting); Telecommunications; Digital broadcasting; Computer science; Electronic engineering; Single-frequency network; Bit error rate; Digital radio; Electrical engineering; Engineering; Computer network; Encoding (memory)","score_opus":0.06155881148984423,"score_gpt":0.26370435301336603,"score_spread":0.2021455415235218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110816835","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":[0.5925134,0.000049745046,0.40247092,0.00012698161,0.0007781032,0.0004359271,0.00002329313,0.0012197962,0.0023818568],"genre_scores_gemma":[0.96990865,0.000029270483,0.029567178,0.00016164022,0.000038191993,0.00011070431,0.000002755343,0.00010503826,0.00007656023],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978485,0.00008792238,0.00062487525,0.00051936705,0.00023554389,0.0006838084],"domain_scores_gemma":[0.9986222,0.00025221417,0.00008761078,0.000808194,0.000108876404,0.00012094582],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039981084,0.0004179215,0.00034081587,0.00076250546,0.0003668107,0.00010286358,0.00035421856,0.0002475483,0.00006009674],"category_scores_gemma":[0.000106914515,0.00045989154,0.000101664,0.0014580544,0.00003297814,0.00025602296,0.000006765997,0.00086895115,0.00009712773],"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":[0.000025076506,0.000106311585,0.000038350354,0.000057682857,0.00002590123,0.000008294532,0.0005615186,0.8829346,0.05504089,0.000016716462,0.000036109574,0.061148588],"study_design_scores_gemma":[0.001444594,0.00035266796,0.00023739034,0.0014653085,0.00006239167,0.00015683642,0.00212609,0.74904734,0.2419636,0.00030658662,0.0013443397,0.0014928947],"about_ca_topic_score_codex":0.00014820213,"about_ca_topic_score_gemma":0.00018837921,"teacher_disagreement_score":0.3773953,"about_ca_system_score_codex":0.00041355865,"about_ca_system_score_gemma":0.000033000677,"threshold_uncertainty_score":0.9997853},"labels":[],"label_agreement":null},{"id":"W2119273823","doi":"10.1109/tbc.2007.891835","title":"Technical Review on Chinese Digital Terrestrial Television Broadcasting Standard and Measurements on Some Working Modes","year":2007,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":249,"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":"University of Waterloo; Tsinghua University","keywords":"Digital television; Baseband; Computer science; Terrestrial television; Digital terrestrial television; High-definition television; Digital Video Broadcasting; Telecommunications; Broadcasting (networking); Bandwidth (computing); Electronic engineering; Analog television; Digital broadcasting; Engineering; Computer network","score_opus":0.045550512957741186,"score_gpt":0.28205312927300835,"score_spread":0.23650261631526717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2119273823","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":[0.5783226,0.0060157976,0.39814192,0.00052421656,0.0013010072,0.0016094511,0.0000846563,0.00570164,0.008298749],"genre_scores_gemma":[0.9913254,0.0014173667,0.006862102,0.000110311106,0.00012584674,0.00003900348,0.0000066231332,0.00009358166,0.000019802375],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974836,0.000044099113,0.00076937623,0.0004977746,0.0005788405,0.0006263174],"domain_scores_gemma":[0.99822086,0.0007442157,0.00014175667,0.00069497176,0.00005218829,0.00014602167],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00079945097,0.0005038511,0.0005038995,0.00046661447,0.00054972066,0.00019213119,0.0004095421,0.00023347959,0.00001291497],"category_scores_gemma":[0.00030641936,0.00044954105,0.0001650977,0.0006846531,0.00012001089,0.0003465484,0.000014099118,0.0011229842,0.000024346215],"study_design_candidate":"design_other","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":[0.00015416261,0.0001352797,0.00014421588,0.00019223268,0.000045229648,0.000013035159,0.00003849125,0.025939176,0.0065434463,0.000021457588,0.0001358629,0.96663743],"study_design_scores_gemma":[0.02934124,0.015309894,0.009503061,0.21700454,0.0017435177,0.0023179115,0.0020452023,0.3361192,0.31853697,0.0048830262,0.043559957,0.019635482],"about_ca_topic_score_codex":0.0000063142716,"about_ca_topic_score_gemma":0.0000118393855,"teacher_disagreement_score":0.94700193,"about_ca_system_score_codex":0.00028542723,"about_ca_system_score_gemma":0.000022435079,"threshold_uncertainty_score":0.9997956},"labels":[],"label_agreement":null},{"id":"W2122085024","doi":"10.1109/icme.2005.1521414","title":"Error Concealment for Facial Animation Based on Prediction of Muscle Data","year":2005,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"McMaster University","funders":"","keywords":"Computer science; Computer facial animation; Facial expression; Interpolation (computer graphics); Animation; Artificial intelligence; Computer vision; Face (sociological concept); Computer animation; Linear interpolation; Channel (broadcasting); Expression (computer science); Speech recognition; Pattern recognition (psychology); Computer graphics (images)","score_opus":0.07996081195981496,"score_gpt":0.2860859808012872,"score_spread":0.20612516884147225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122085024","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":[0.3373712,0.00015408298,0.64005625,0.0021276923,0.00025958393,0.0010759189,0.001666385,0.003408548,0.013880345],"genre_scores_gemma":[0.92950994,0.000007683765,0.07020857,0.0000116965475,0.000018646644,0.000018584704,0.000201624,0.000005576611,0.00001766928],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99971676,0.0000033716785,0.000116057796,0.000061776416,0.000044508128,0.000057530637],"domain_scores_gemma":[0.99949634,0.000039627423,0.000018840668,0.00042269408,0.000015765343,0.0000067611213],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000074837335,0.000040001923,0.00004823709,0.00004109873,0.000027007007,0.000005347728,0.00019540016,0.00003875262,0.000020855354],"category_scores_gemma":[0.000036047448,0.00003694474,0.000009862444,0.00004796702,0.000013149124,0.00007609931,0.0000260536,0.000037232487,0.0000029908624],"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":[0.000017899994,0.00016704353,0.00023213383,0.00008563657,0.000027570055,3.7711207e-8,0.000100824276,0.23470497,0.028920071,0.0031239644,0.031167801,0.701452],"study_design_scores_gemma":[0.0001889371,0.00005017116,0.0015490247,0.000008954452,0.0000034658904,6.631945e-8,0.000041491603,0.92317426,0.007186381,0.000020928319,0.06774426,0.00003205617],"about_ca_topic_score_codex":0.00000486801,"about_ca_topic_score_gemma":0.000017664774,"teacher_disagreement_score":0.70142,"about_ca_system_score_codex":0.000025391006,"about_ca_system_score_gemma":0.0000052278447,"threshold_uncertainty_score":0.15065628},"labels":[],"label_agreement":null},{"id":"W2131049857","doi":"10.1109/tbc.2012.2199598","title":"Cloud Transmission: A New Spectrum-Reuse Friendly Digital Terrestrial Broadcasting Transmission System","year":2012,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":373,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Digital terrestrial television; Single-frequency network; Robustness (evolution); Cloud computing; Multipath propagation; Computer network; Scalability; Transmission (telecommunications); Digital television; Reuse; Telecommunications; Electronic engineering; Channel (broadcasting); Engineering","score_opus":0.020585392633994497,"score_gpt":0.2268471436895659,"score_spread":0.2062617510555714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131049857","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":[0.09568269,0.0011103306,0.89261967,0.00026382794,0.0018858978,0.00045798943,0.000042147327,0.00516934,0.0027680828],"genre_scores_gemma":[0.9713152,0.000115711664,0.027381836,0.000013624882,0.00072430633,0.00004842021,0.000009915409,0.00016434358,0.00022664122],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99691796,0.00007070196,0.00091147807,0.0004647904,0.00045796565,0.0011770994],"domain_scores_gemma":[0.9977749,0.00039123453,0.00013933457,0.0011404321,0.000031610605,0.0005225181],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00030173906,0.00064571784,0.00053477415,0.00047026275,0.0007837109,0.00027454193,0.00094386865,0.000400409,0.00012077234],"category_scores_gemma":[0.000040853956,0.00063327927,0.00034558907,0.000951076,0.00010051022,0.0009809479,0.000011482206,0.0011915958,0.0001608675],"study_design_candidate":"design_other","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":[0.0001384325,0.00025542587,0.000050449642,0.00019363961,0.00013845987,0.0000164253,0.0014852408,0.057102244,0.0075753364,0.00006258718,0.0015189315,0.9314628],"study_design_scores_gemma":[0.007911381,0.001469395,0.0002389372,0.0050979666,0.0006990752,0.002084186,0.005222536,0.4754703,0.2329991,0.0002771088,0.2634103,0.0051197237],"about_ca_topic_score_codex":0.00007229193,"about_ca_topic_score_gemma":0.0000039334573,"teacher_disagreement_score":0.9263431,"about_ca_system_score_codex":0.000334965,"about_ca_system_score_gemma":0.00007905402,"threshold_uncertainty_score":0.99961185},"labels":[],"label_agreement":null},{"id":"W2131076576","doi":"10.1109/tbc.2010.2046979","title":"Performance Evaluation of TV Over Broadband Wireless Access Networks","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"IPTV; Computer network; Computer science; Video quality; Last mile (transportation); Wireless broadband; Access network; Broadband; Wireless network; Broadband networks; Telecommunications; Telecommunications link; Wireless; Engineering","score_opus":0.03318519422134151,"score_gpt":0.2772726644426888,"score_spread":0.24408747022134727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131076576","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":[0.88831806,0.000064868735,0.10798499,0.00001258222,0.00076133234,0.00021288998,0.0000086328555,0.00060115487,0.002035499],"genre_scores_gemma":[0.99777496,0.0001288263,0.0018917596,0.000007294215,0.000051160645,0.00007434931,0.0000032905739,0.000041869236,0.000026494165],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880946,0.000033074586,0.00037014298,0.0001939725,0.0003134693,0.00027985804],"domain_scores_gemma":[0.99891704,0.0001591821,0.00009329408,0.0006081267,0.00017700589,0.000045336838],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047026252,0.00019727944,0.0002005291,0.00024367054,0.0001853296,0.000059139038,0.00048658994,0.0001958067,0.00015025986],"category_scores_gemma":[0.000021348864,0.00020377005,0.00007650312,0.0005421547,0.000105128805,0.00035955175,0.0000056443378,0.0007645549,0.0000067034835],"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":[0.000005972278,0.00004064126,0.0004197733,0.000024471332,0.000024958023,1.6342503e-7,0.000047048976,0.51400644,0.012699613,0.0000062893027,0.00004798437,0.47267666],"study_design_scores_gemma":[0.00039323317,0.000034182634,0.004377383,0.000099245015,0.000061486615,0.00001123124,0.000031220992,0.9438082,0.05083224,0.000016751583,0.00012615946,0.00020863763],"about_ca_topic_score_codex":0.000033437875,"about_ca_topic_score_gemma":0.000070305,"teacher_disagreement_score":0.47246802,"about_ca_system_score_codex":0.000054995526,"about_ca_system_score_gemma":0.000031717653,"threshold_uncertainty_score":0.83095014},"labels":[],"label_agreement":null},{"id":"W2131698355","doi":"10.1109/tbc.2009.2039688","title":"Performance of the Consumer ATSC-DTV Receivers in the Presence of Single or Double Interference on Adjacent/Taboo Channels","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Digital television; Channel (broadcasting); Telecommunications; Interference (communication); Taboo; Digital terrestrial television; Terrestrial television; Computer science; Digital Video Broadcasting; Consumer market; Digital broadcasting; Electronic engineering; Engineering; Business; Marketing; Political science","score_opus":0.04119622511426421,"score_gpt":0.2430852722375612,"score_spread":0.201889047123297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131698355","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":[0.99545515,0.00002868482,0.0024183488,0.00012254863,0.0005973467,0.0002615628,0.000013127459,0.00017806236,0.00092515966],"genre_scores_gemma":[0.9986567,0.000097370925,0.0011067836,0.000011990349,0.000010776131,0.00004027681,3.21115e-7,0.000020361773,0.000055433982],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99910563,0.000040019386,0.00032707886,0.00014442229,0.0001662209,0.00021662594],"domain_scores_gemma":[0.99862427,0.0004972732,0.00010280723,0.0006985752,0.000059732825,0.000017368988],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022923353,0.0001498601,0.00016675278,0.00014738922,0.00014705688,0.00002037604,0.0007841639,0.00010117594,0.000028265093],"category_scores_gemma":[0.000056342735,0.00009532127,0.000061773106,0.0006058451,0.00022602816,0.000119828066,0.000007871852,0.0007316457,0.000005372402],"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":[0.00039511154,0.0007028201,0.0015598449,0.00034411284,0.000079296195,0.0000022527322,0.0056134523,0.41756418,0.30943027,0.00011611091,0.00022067646,0.26397187],"study_design_scores_gemma":[0.0009370439,0.00042728466,0.0016109594,0.0010495337,0.00003693085,0.000036678113,0.001511538,0.1015783,0.891601,0.000021885344,0.00087508635,0.0003137164],"about_ca_topic_score_codex":0.0000556762,"about_ca_topic_score_gemma":0.0001884916,"teacher_disagreement_score":0.5821708,"about_ca_system_score_codex":0.000028710974,"about_ca_system_score_gemma":0.000024167455,"threshold_uncertainty_score":0.38870886},"labels":[],"label_agreement":null},{"id":"W2135703115","doi":"10.1109/11.868925","title":"Comparison of terrestrial DTV transmission systems: the ATSC 8-VSB, the DVB-T COFDM, and the ISDB-T BST-OFDM","year":2000,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":109,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Orthogonal frequency-division multiplexing; Digital television; Digital Video Broadcasting; DVB-T; Digital terrestrial television; Transmission (telecommunications); Computer science; Single-frequency network; Terrestrial television; Electronic engineering; Transmission system; Cable television; Telecommunications; Digital broadcasting; Engineering; Channel (broadcasting)","score_opus":0.030248763712536136,"score_gpt":0.26629085018160636,"score_spread":0.23604208646907024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135703115","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":[0.7506965,0.0065894276,0.23163757,0.0035595114,0.0010012747,0.0018020959,0.000049362112,0.0014026087,0.0032616674],"genre_scores_gemma":[0.9983615,0.00065468607,0.0006086641,0.000019982264,0.00006255149,0.00011617651,0.0000015346716,0.000035222078,0.00013962592],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984854,0.00020330622,0.0005879994,0.00019039256,0.0002409455,0.00029194815],"domain_scores_gemma":[0.997777,0.0012944416,0.000105234314,0.00075498904,0.000030892592,0.00003747617],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053206045,0.0002415906,0.00033671586,0.00008119532,0.00090424885,0.00011714625,0.0006675903,0.00013909522,0.000058696096],"category_scores_gemma":[0.000019996696,0.00012658731,0.00013587889,0.00042264163,0.00050581986,0.00010208053,0.0000044807553,0.0007940422,0.000013284281],"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":[0.00014336803,0.000083877334,0.00003127592,0.00006678886,0.00011352997,7.029056e-7,0.0024059163,0.3608318,0.0013454524,0.000103992905,0.0005087583,0.63436455],"study_design_scores_gemma":[0.0021396363,0.00014291533,0.000334165,0.00048424565,0.00023279505,0.00008122854,0.0037647346,0.95695263,0.008320049,0.00014133743,0.027034055,0.00037220726],"about_ca_topic_score_codex":0.0002231527,"about_ca_topic_score_gemma":0.000036362395,"teacher_disagreement_score":0.6339923,"about_ca_system_score_codex":0.000036348687,"about_ca_system_score_gemma":0.000019712359,"threshold_uncertainty_score":0.6954842},"labels":[],"label_agreement":null},{"id":"W2136958898","doi":"10.1155/2013/146858","title":"Attracting Child Psychiatrists to a Televideo Consultation Service: The TeleLink Experience","year":2013,"lang":"en","type":"article","venue":"International Journal of Telemedicine and Applications","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto; Institute for Clinical Evaluative Sciences; SickKids Foundation; Hospital for Sick Children","funders":"Hospital for Sick Children","keywords":"Service (business); Medicine; Medical emergency; Psychiatry; Business","score_opus":0.010721765917403172,"score_gpt":0.27495834378227824,"score_spread":0.2642365778648751,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136958898","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":[0.85361075,0.0016211026,0.06384269,0.077495426,0.00038773494,0.0007174777,0.000010152768,0.00020059984,0.0021140585],"genre_scores_gemma":[0.98727447,0.0005446088,0.010803506,0.000825181,0.00038827222,0.00013690688,0.0000038769012,0.000009686451,0.000013522379],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99923205,0.000009433994,0.0003950848,0.00007303629,0.0001928617,0.000097506185],"domain_scores_gemma":[0.99893403,0.0001949262,0.00013802659,0.00018197672,0.0004953872,0.000055663222],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013922749,0.000084159044,0.00010145707,0.0001404802,0.00011804549,0.00006674242,0.000552794,0.000034569544,0.000046078767],"category_scores_gemma":[0.00013834446,0.000057710404,0.000026497162,0.00024429944,0.000047866833,0.00016484856,0.000057737132,0.00024374317,0.000028422508],"study_design_candidate":"design_other","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":[0.000011725157,0.00009551238,0.0056651123,0.000029475594,0.00018068119,0.000002294461,0.0027429382,0.002727238,0.01090024,0.002266445,0.018991122,0.9563872],"study_design_scores_gemma":[0.0016129961,0.00017638247,0.07972166,0.00040802592,0.00008725747,0.0013915601,0.01494628,0.011464518,0.0042338064,0.004416218,0.8810451,0.00049616006],"about_ca_topic_score_codex":0.000039731567,"about_ca_topic_score_gemma":0.000014142863,"teacher_disagreement_score":0.9558911,"about_ca_system_score_codex":0.000026727914,"about_ca_system_score_gemma":0.000013130705,"threshold_uncertainty_score":0.2353362},"labels":[],"label_agreement":null},{"id":"W2137519882","doi":"10.1109/tbc.2007.894952","title":"The Implementation of a Return Channel for ATSC-DTV","year":2007,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Digital television; Return channel; Digital Video Broadcasting; Digital broadcasting; Computer science; Broadcasting (networking); Internet television; Channel (broadcasting); DVB-T; Terrestrial television; Telecommunications; Transmission (telecommunications); Wireless; Telecommunications link; Interactive television; The Internet; Multimedia; Computer network; Orthogonal frequency-division multiplexing; World Wide Web","score_opus":0.02374831348932196,"score_gpt":0.2848621922929991,"score_spread":0.26111387880367715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137519882","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":[0.14770588,0.00015100633,0.85053605,0.00013503755,0.0003564691,0.0003075393,0.00003084872,0.0004863139,0.000290847],"genre_scores_gemma":[0.9902605,0.00009697777,0.009460807,0.00000990831,0.00003060325,0.00007078395,0.0000020470272,0.000028576702,0.000039798793],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991192,0.000011138978,0.0003661075,0.00010922452,0.00010324265,0.00029106252],"domain_scores_gemma":[0.9988361,0.0006532602,0.000076764256,0.0003272885,0.00007983551,0.000026770655],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004544119,0.000119976656,0.00011421386,0.00013124914,0.00039464305,0.0000257267,0.00024224428,0.00007249361,0.0000067346737],"category_scores_gemma":[0.00002023939,0.000101660466,0.000087830944,0.00029549253,0.00006151839,0.00007577744,0.0000017974569,0.00019673102,0.0000023212385],"study_design_candidate":"design_other","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":[0.000031037373,0.000029573965,0.000022079581,0.000060544848,0.0000732576,4.5115337e-7,0.00067412143,0.014454241,0.021393532,0.00013926442,0.00025305987,0.9628688],"study_design_scores_gemma":[0.0011963864,0.00034258162,0.00066144386,0.0001418251,0.00008139862,0.000027753616,0.008517612,0.08141385,0.89851576,0.0008088487,0.007841892,0.00045062797],"about_ca_topic_score_codex":0.000024499092,"about_ca_topic_score_gemma":0.00022374964,"teacher_disagreement_score":0.9624182,"about_ca_system_score_codex":0.00005908085,"about_ca_system_score_gemma":0.000012631123,"threshold_uncertainty_score":0.41455933},"labels":[],"label_agreement":null},{"id":"W2142929662","doi":"10.1109/tbc.2004.841745","title":"The Effects of Public Safety Mobile Systems Operations (in TV Channels 63/68) on DTV and NTSC Broadcasting","year":2005,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"NTSC; Digital television; Channel (broadcasting); Broadcasting (networking); Telecommunications; Interference (communication); Adjacent-channel interference; Engineering; Computer science; Electronic engineering; Electrical engineering; High-definition television; Computer network","score_opus":0.01558110716224793,"score_gpt":0.22741109159389333,"score_spread":0.2118299844316454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142929662","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":[0.80538905,0.0046480773,0.18433075,0.00045545257,0.0013255031,0.0013614371,0.00004189951,0.0013107706,0.001137044],"genre_scores_gemma":[0.9962275,0.0012141909,0.0019080585,0.000015617969,0.000073350115,0.00034965907,0.0000028106779,0.00005791055,0.00015087244],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99817216,0.00012579012,0.0006649423,0.00030171464,0.0002229683,0.00051241845],"domain_scores_gemma":[0.99758637,0.001502991,0.0000831871,0.00066315464,0.0000846639,0.000079656056],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005050844,0.00030095596,0.0003297636,0.0003846945,0.0008043319,0.00018360259,0.00041334823,0.00017439494,0.000008474474],"category_scores_gemma":[0.00016257526,0.000260073,0.000085265434,0.00068401085,0.00015100154,0.00028013473,0.000010401562,0.0006901777,0.000018670153],"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":[0.0000086357295,0.00009972629,0.000030205303,0.00012320474,0.000044511584,0.0000017716739,0.00038979502,0.64951456,0.005754923,0.00015676698,0.000037824233,0.3438381],"study_design_scores_gemma":[0.0012221136,0.0004066086,0.00036801252,0.0011637103,0.000050316852,0.000072980394,0.0014700938,0.9500209,0.03842813,0.000021700467,0.0061722086,0.0006032387],"about_ca_topic_score_codex":0.00011739173,"about_ca_topic_score_gemma":0.00016067282,"teacher_disagreement_score":0.34323487,"about_ca_system_score_codex":0.00018107367,"about_ca_system_score_gemma":0.000029474997,"threshold_uncertainty_score":0.99998516},"labels":[],"label_agreement":null},{"id":"W2154836893","doi":"10.1109/tbc.2006.879851","title":"Design Procedures and Field Test Results of a Distributed-Translator Network, and a Case Study for an Application of Distributed-Transmission","year":2006,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Single-frequency network; Broadcasting (networking); Computer science; Transmitter; Transmission (telecommunications); Multipath propagation; Field (mathematics); Quality (philosophy); Quality of service; Computer network; Telecommunications; Channel (broadcasting)","score_opus":0.02296758269530835,"score_gpt":0.2572542633481007,"score_spread":0.23428668065279235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2154836893","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":[0.27159017,0.00020123762,0.7270096,0.000029361961,0.000016542812,0.00064227486,0.00027618126,0.00022767225,0.0000069825674],"genre_scores_gemma":[0.9639201,0.00004434935,0.035814967,0.0000016025931,0.000016438975,0.0001533269,0.000023519855,0.00002368432,0.0000019912986],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989356,0.000031523345,0.0005049567,0.00023777444,0.00008846471,0.00020167649],"domain_scores_gemma":[0.99857414,0.00086960883,0.00011208313,0.00031348964,0.00008715774,0.000043517743],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025433136,0.0001801915,0.00024535722,0.00010585353,0.00021658691,0.000024335492,0.00012103173,0.00012235132,4.93e-7],"category_scores_gemma":[0.000037025176,0.0001770248,0.000038311104,0.0003342791,0.00006646145,0.00011761786,0.0000023355494,0.00018010961,6.617793e-8],"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":[0.00024633887,0.00087795715,0.000859626,0.0004794621,0.00007269888,0.000009359438,0.000684783,0.64260757,0.03277525,0.0000150613705,0.00013145331,0.32124045],"study_design_scores_gemma":[0.0026753184,0.0022524933,0.00082463585,0.0003152665,0.00026972848,0.00037930018,0.0018193005,0.9070755,0.08338237,0.00035621956,0.00017084014,0.00047901605],"about_ca_topic_score_codex":0.00031046712,"about_ca_topic_score_gemma":0.00027593618,"teacher_disagreement_score":0.69232994,"about_ca_system_score_codex":0.000017322835,"about_ca_system_score_gemma":0.000017230961,"threshold_uncertainty_score":0.72188616},"labels":[],"label_agreement":null},{"id":"W2167895949","doi":"10.1109/issse.2007.4294443","title":"A Study on the Channel and Signal Cross Correlation of UHF DTV Channels","year":2007,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":4,"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 Laval","funders":"","keywords":"Ultra high frequency; Channel (broadcasting); Digital television; Computer science; SIGNAL (programming language); Autocorrelation; Electronic engineering; Digital broadcasting; Wireless; Wideband; Broadcasting (networking); Telecommunications; Digital Video Broadcasting; Envelope (radar); Frequency band; Electrical engineering; Engineering; Bandwidth (computing); Computer network; Mathematics; Statistics","score_opus":0.03776161430532425,"score_gpt":0.27353478800195696,"score_spread":0.2357731736966327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167895949","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":[0.98318046,0.000072225754,0.013324871,0.000075201206,0.000047354122,0.00016019611,9.836045e-7,0.00026512129,0.0028735779],"genre_scores_gemma":[0.9996041,0.000008574136,0.00029125952,0.000007260699,0.000012075591,0.0000075559456,5.71277e-7,0.000006548798,0.00006204264],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9996786,0.0000069942243,0.000118542936,0.000052736304,0.000056090506,0.00008704458],"domain_scores_gemma":[0.9995725,0.00016760064,0.000019944855,0.0002094407,0.000021528564,0.000008946592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002754213,0.000055089946,0.00005942066,0.00005618606,0.00006373222,0.000015826006,0.00012567283,0.000037789745,0.000009381731],"category_scores_gemma":[0.000031047835,0.000036287114,0.000011324073,0.00012783358,0.000042098618,0.000031004733,0.000046111163,0.000103417755,0.000003575034],"study_design_candidate":"observational","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":[0.00019499875,0.0023203832,0.15775578,0.00017868247,0.0006811413,0.000025110035,0.03449618,0.30596507,0.022868464,0.08709087,0.0057100495,0.3827133],"study_design_scores_gemma":[0.0015998286,0.0014520851,0.546835,0.00012594607,0.00004392335,0.000021878242,0.030876758,0.33763793,0.07461311,0.0050667636,0.0010464913,0.0006802756],"about_ca_topic_score_codex":0.000011451246,"about_ca_topic_score_gemma":0.0000119251135,"teacher_disagreement_score":0.38907924,"about_ca_system_score_codex":0.000008467025,"about_ca_system_score_gemma":0.0000013923532,"threshold_uncertainty_score":0.14797455},"labels":[],"label_agreement":null},{"id":"W2168400713","doi":"10.1109/tce.2010.5505947","title":"An Efficient Receiver Structure for Robust Data Transmission using TxID Signal in the ATSC DTV System","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Consumer Electronics","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada; Western University","funders":"","keywords":"Repeater (horology); Transmitter; Digital television; Single-frequency network; Electronic engineering; Computer science; Transmission (telecommunications); Data transmission; SIGNAL (programming language); Digital terrestrial television; Interference (communication); Carrier-to-noise ratio; Telecommunications; Engineering; Signal-to-noise ratio (imaging); Computer hardware; Channel (broadcasting); Encoding (memory)","score_opus":0.03460398992497761,"score_gpt":0.265706991759389,"score_spread":0.2311030018344114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2168400713","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":[0.33398825,0.00037782107,0.6643617,0.00007845107,0.00017699154,0.00041321214,0.0001647334,0.00041806485,0.00002074077],"genre_scores_gemma":[0.9629279,0.000089334026,0.036849245,0.00001325983,0.000017514705,0.000034734305,0.000027442233,0.00003796178,0.0000026362598],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989182,0.000055099918,0.0002541341,0.0002666423,0.00013828221,0.0003676919],"domain_scores_gemma":[0.99851614,0.00020204262,0.000036566886,0.0011648881,0.000043880405,0.000036483285],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029318518,0.00019174586,0.0001631562,0.00015924367,0.00030802822,0.00006745694,0.0009899195,0.00020978728,0.000020155063],"category_scores_gemma":[0.0000035351147,0.00015364715,0.000049000108,0.00034549693,0.00006713566,0.000120142584,0.0000020496332,0.0009931333,0.0000018122752],"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":[0.000032086336,0.00010375651,0.0000055253763,0.00006794464,0.000044338765,0.000001161346,0.00021498538,0.78283894,0.09413717,0.00015345837,0.000058010974,0.122342594],"study_design_scores_gemma":[0.0003658426,0.000065044675,0.000015101973,0.000040195522,0.00007166547,0.00004778247,0.00019801281,0.969021,0.024908481,0.000023238008,0.0050400095,0.00020357966],"about_ca_topic_score_codex":0.000024165007,"about_ca_topic_score_gemma":0.00049055676,"teacher_disagreement_score":0.6289396,"about_ca_system_score_codex":0.00010703592,"about_ca_system_score_gemma":0.00008071501,"threshold_uncertainty_score":0.6265549},"labels":[],"label_agreement":null},{"id":"W2246007681","doi":"","title":"Video Conferencing Using H.323 Standard","year":2005,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Computer science","score_opus":0.04097664329163023,"score_gpt":0.2692616728629965,"score_spread":0.2282850295713663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2246007681","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":[0.5093246,0.0034615053,0.0018724735,0.46954304,0.0018488638,0.00047672124,0.000072239454,0.0030492148,0.0103513235],"genre_scores_gemma":[0.97821516,0.0005140093,0.02071129,0.00007034243,0.00024260275,0.000076258046,0.000023026705,0.000025696325,0.00012159475],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9989076,0.000016149968,0.00029536593,0.00026404124,0.00016867173,0.00034816473],"domain_scores_gemma":[0.9989188,0.0003096355,0.000060722683,0.00046438276,0.00016095368,0.00008550978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011355845,0.00022416814,0.00026290555,0.00085933955,0.00015977595,0.000051860006,0.00041860325,0.00020083819,0.00032772665],"category_scores_gemma":[0.000305397,0.00022332672,0.000025032963,0.0006761071,0.00035549013,0.00012799678,0.00010466416,0.0005681,0.00005051534],"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":[0.000010082057,0.00009146547,0.0069402787,0.00003946541,0.000060599556,0.0000025364025,0.0004806816,0.00021671975,0.0064774505,0.88371074,0.004103144,0.09786684],"study_design_scores_gemma":[0.00071211706,0.00010272391,0.00397686,0.0003356189,0.00004692239,0.00007067958,0.0003600378,0.019068386,0.020652337,0.9433854,0.010478033,0.0008108475],"about_ca_topic_score_codex":0.000007042121,"about_ca_topic_score_gemma":0.00024791676,"teacher_disagreement_score":0.46947268,"about_ca_system_score_codex":0.00014215182,"about_ca_system_score_gemma":0.00019884999,"threshold_uncertainty_score":0.9106999},"labels":[],"label_agreement":null},{"id":"W2294088060","doi":"10.1109/tbc.2015.2505411","title":"LDM Core Services Performance in ATSC 3.0","year":2016,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"European Regional Development Fund; Euskal Herriko Unibertsitatea; Eusko Jaurlaritza","keywords":"Digital television; Computer science; Broadcasting (networking); Digital Video Broadcasting; Digital broadcasting; Multiplexing; Digital audio broadcasting; Channel (broadcasting); Enhanced Data Rates for GSM Evolution; Electronic engineering; Telecommunications; Computer network; Engineering","score_opus":0.02325962740394934,"score_gpt":0.22201317206759522,"score_spread":0.19875354466364586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2294088060","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":[0.9291041,0.00011039731,0.06722306,0.00010708312,0.00027546403,0.0001172271,0.000013726962,0.0013393605,0.0017096036],"genre_scores_gemma":[0.995231,0.00037389385,0.0041378858,0.000016769945,0.0000201619,0.000052046315,7.227815e-7,0.000035697176,0.000131847],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999099,0.000011943043,0.0002751191,0.00018256874,0.00010908199,0.00032224308],"domain_scores_gemma":[0.9993058,0.00015965477,0.000034028046,0.00043548562,0.000027767428,0.00003728149],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011004313,0.00017552017,0.00015266189,0.0002684774,0.00014327149,0.00002369758,0.00033595765,0.000112357964,0.00005812181],"category_scores_gemma":[0.000005382865,0.00014042373,0.000046680518,0.0004129987,0.00005360581,0.00024430544,0.0000031469224,0.00027513888,0.00011258005],"study_design_candidate":"design_other","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":[0.000013564172,0.00006302784,0.0022664606,0.000108629385,0.000021387941,0.0000042662405,0.00023475067,0.061494853,0.022187691,0.000027662114,0.000025282081,0.9135524],"study_design_scores_gemma":[0.0038662278,0.00052768865,0.037489306,0.0050988826,0.00007273941,0.00020900508,0.001311878,0.57994825,0.3551633,0.00049548986,0.013401665,0.0024155513],"about_ca_topic_score_codex":0.000021058986,"about_ca_topic_score_gemma":0.00010944576,"teacher_disagreement_score":0.91113687,"about_ca_system_score_codex":0.00010827942,"about_ca_system_score_gemma":0.000009656194,"threshold_uncertainty_score":0.57263136},"labels":[],"label_agreement":null},{"id":"W2322726827","doi":"10.5594/m001070","title":"1080p50/60 & Beyond: Network Architectures for Wideband Video Transport","year":2011,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Ciena (Canada)","funders":"","keywords":"Computer network; Optical Transport Network; Ethernet; Computer science; Scalability; Flexibility (engineering); Network packet; 10G-PON; Architecture; Passive optical network; Wavelength-division multiplexing; Operating system","score_opus":0.03248103581348427,"score_gpt":0.22535233662317983,"score_spread":0.19287130080969556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322726827","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":[0.63747483,0.0014088487,0.29703632,0.00021990263,0.00029541005,0.0004762052,0.000021071028,0.00484399,0.058223434],"genre_scores_gemma":[0.7929367,0.000035098932,0.20654282,0.00004184937,0.000038322127,0.000067251036,0.00001086402,0.000024793373,0.0003023214],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994046,0.00000480845,0.00017511286,0.00011258322,0.000044123644,0.00025876236],"domain_scores_gemma":[0.99938196,0.00007589054,0.000017420653,0.00047445507,0.000019912353,0.000030373756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009307688,0.0001232918,0.0001337952,0.000058171197,0.000086254746,0.000008321827,0.00033573457,0.000089697955,0.00012719557],"category_scores_gemma":[0.000020758915,0.00010429744,0.000067658344,0.0001311561,0.000047707763,0.000020494366,0.000023764276,0.0001333077,0.0000134088405],"study_design_candidate":"not_applicable","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":[0.0001755886,0.00029447133,0.038770363,0.00047504943,0.0007096386,0.000011168717,0.006772087,0.16794588,0.006177425,0.027125595,0.15049219,0.60105056],"study_design_scores_gemma":[0.0019503852,0.00034157094,0.078188494,0.00017851643,0.00021484142,0.00007416857,0.0005078139,0.020181805,0.03162474,0.20728123,0.65711313,0.0023432637],"about_ca_topic_score_codex":0.000042306292,"about_ca_topic_score_gemma":0.00041205122,"teacher_disagreement_score":0.5987073,"about_ca_system_score_codex":0.000010596551,"about_ca_system_score_gemma":0.000005569212,"threshold_uncertainty_score":0.4253126},"labels":[],"label_agreement":null},{"id":"W2330487485","doi":"10.2514/6.2006-5339","title":"Frequency-Agile 15 GHz Synthesizer For Fast-Hopping MF-TDMA DVB-RCS Terminals","year":2006,"lang":"en","type":"article","venue":"24th AIAA International Communications Satellite Systems Conference","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Time division multiple access; Frequency-hopping spread spectrum; Digital Video Broadcasting; Computer science; Agile software development; Frequency agility; Telecommunications; Frequency synthesizer; Computer network; Electronic engineering; Electrical engineering; Phase-locked loop; Radar; Engineering","score_opus":0.03755039694358273,"score_gpt":0.26192454208865057,"score_spread":0.22437414514506784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2330487485","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":[0.17918022,0.047207877,0.34225804,0.010325298,0.0045323027,0.0059146564,0.0021715178,0.010142414,0.3982677],"genre_scores_gemma":[0.95428026,0.0018011106,0.041466005,0.00003075485,0.00012389146,0.000784228,0.000436909,0.00006203217,0.0010148234],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979486,0.00011277868,0.0009108931,0.00032443544,0.00027472153,0.00042856263],"domain_scores_gemma":[0.9958779,0.00074334274,0.0002646056,0.0024207386,0.00063554855,0.00005783837],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046472863,0.00033758476,0.00037017092,0.00037593424,0.00038456602,0.00039565383,0.0032561333,0.00021705405,0.00005756101],"category_scores_gemma":[0.00021124627,0.0003560447,0.00014542925,0.00032417878,0.00024504177,0.00039256303,0.0003997923,0.00039637877,0.00009480737],"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":[0.000033872962,0.0006079234,0.0072341356,0.0006919895,0.0007224151,0.000008400463,0.0010276684,0.011281292,0.07809055,0.66502035,0.008375375,0.226906],"study_design_scores_gemma":[0.0009147042,0.00008933708,0.006437426,0.0013142239,0.00010541855,0.00012709638,0.0018052658,0.42552483,0.005609466,0.016597092,0.53996855,0.0015065703],"about_ca_topic_score_codex":0.0004964134,"about_ca_topic_score_gemma":0.00039089928,"teacher_disagreement_score":0.77510005,"about_ca_system_score_codex":0.0002403438,"about_ca_system_score_gemma":0.00006792566,"threshold_uncertainty_score":0.99988914},"labels":[],"label_agreement":null},{"id":"W2376807292","doi":"","title":"Research on Accurate Modeling and Simulation of Physical Layer of Wireless Network","year":2010,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Physical layer; PHY; Wireless; Transceiver; Channel (broadcasting); Layer (electronics); Modeling and simulation; Wireless network; Network simulation; Frame (networking); Mechanism (biology); Computer network; Simulation; Telecommunications","score_opus":0.04837152699539083,"score_gpt":0.3360005502526755,"score_spread":0.2876290232572847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2376807292","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":[0.7044228,0.000033766308,0.2950348,0.000030489575,0.0000045381207,0.00017005179,0.0000043041537,0.00011154928,0.00018770852],"genre_scores_gemma":[0.94605863,0.000015086984,0.053789224,0.000002394693,0.000055858865,0.000060134444,0.0000053087006,0.000011204773,0.0000021773883],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995543,0.00001155915,0.00015173013,0.00010189858,0.000065082146,0.00011546717],"domain_scores_gemma":[0.9992904,0.00021885675,0.00002689998,0.00034205356,0.00010545796,0.000016346205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012649134,0.000061569095,0.00010431056,0.00009309942,0.00007511319,0.000012239724,0.00022998462,0.000060140894,0.0000010437807],"category_scores_gemma":[0.0000010485519,0.00006003042,0.000021166514,0.00030547043,0.0000732433,0.000035258494,0.00010162256,0.00028439303,0.0000031815289],"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":[0.0000012038059,0.000036167043,0.000035182802,0.000023392022,0.000007632362,1.601434e-8,0.00007891133,0.8481695,0.060413517,0.004862428,0.00004737639,0.08632469],"study_design_scores_gemma":[0.000061197905,0.0000147063565,0.00020506296,0.000018053845,0.0000031473783,4.528312e-7,0.000020308276,0.9842891,0.010682196,0.0021778194,0.002475165,0.000052791354],"about_ca_topic_score_codex":0.000006134547,"about_ca_topic_score_gemma":0.0000048566812,"teacher_disagreement_score":0.24163583,"about_ca_system_score_codex":0.000006347208,"about_ca_system_score_gemma":0.0000060777124,"threshold_uncertainty_score":0.24479695},"labels":[],"label_agreement":null},{"id":"W2483718775","doi":"10.1109/bmsb.2016.7521933","title":"Performance evaluation of multiple-PLP based LDM systems for the next generation terrestrial broadcasting","year":2016,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"","keywords":"Broadcasting (networking); Multiplexing; Computer science; Division (mathematics); Time-division multiplexing; Layer (electronics); Physical layer; Variety (cybernetics); Frequency-division multiplexing; Telecommunications; Computer network; Orthogonal frequency-division multiplexing; Wireless; Materials science; Artificial intelligence; Mathematics; Nanotechnology","score_opus":0.17587647833053466,"score_gpt":0.28638088547448093,"score_spread":0.11050440714394627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2483718775","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":[0.86491346,0.00063235784,0.13259424,0.00016643807,0.00042936153,0.0006544172,0.000008397732,0.00036213594,0.0002391711],"genre_scores_gemma":[0.99388194,0.00008681361,0.0056309174,0.0000024396868,0.00011998759,0.00023817188,0.0000071633444,0.000012901202,0.000019668194],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993809,0.000029950445,0.00024013343,0.00008056848,0.00015104807,0.00011742622],"domain_scores_gemma":[0.9988813,0.0005507043,0.000062544335,0.00037948875,0.00011657113,0.00000940691],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006889142,0.000078175806,0.000085790336,0.000057424728,0.000107526204,0.00002900435,0.00021709515,0.000058762995,0.000010929882],"category_scores_gemma":[0.0005445549,0.000042964188,0.00003366059,0.00009743909,0.00003348383,0.00013321133,0.000020949188,0.000040891377,0.0000028512186],"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":[0.000009248023,0.000011859391,0.001064994,0.000029429542,0.000023077917,1.0618104e-8,0.000024831663,0.261142,0.114525706,0.00007782833,0.00090913306,0.6221819],"study_design_scores_gemma":[0.0006897388,0.00003039517,0.00069672824,0.00005549251,0.000026080155,6.3174207e-7,0.000055115644,0.97565126,0.021542741,0.0000043184455,0.001178976,0.00006851725],"about_ca_topic_score_codex":0.000025947927,"about_ca_topic_score_gemma":0.000018014467,"teacher_disagreement_score":0.71450925,"about_ca_system_score_codex":0.000059110036,"about_ca_system_score_gemma":0.000026035184,"threshold_uncertainty_score":0.17520286},"labels":[],"label_agreement":null},{"id":"W2485382866","doi":"10.1057/9781137273352_6","title":"The Wider Global Picture","year":2013,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan UK eBooks","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"China; Geography; Broadcasting (networking); Telecommunications; Competition (biology); Political science; Economy; International trade; Business; Computer science; Economics; Computer security","score_opus":0.013273885850341382,"score_gpt":0.2080295535788297,"score_spread":0.19475566772848832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2485382866","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00010471183,0.0057593724,0.00016702298,0.000103307815,0.00035963595,0.00034462265,0.00007218908,0.0013476926,0.9917414],"genre_scores_gemma":[0.9891393,0.00076182775,0.0015270832,0.000045361186,0.00013315254,0.00005436965,0.000023932513,0.00008768223,0.008227298],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99887025,0.000009188757,0.00033447394,0.0002276197,0.00018410385,0.00037433533],"domain_scores_gemma":[0.9982339,0.000112740796,0.00009260588,0.0014243154,0.000073362775,0.00006306684],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000071665156,0.00044109122,0.00029647863,0.000053835887,0.00024959043,0.00013261648,0.000984204,0.00048688572,0.00017631927],"category_scores_gemma":[0.000025745952,0.00031091552,0.00016583195,0.000018884526,0.00023711413,4.1565795e-7,0.0002898544,0.00056578213,0.00046331607],"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":[0.0000014192502,5.4269393e-8,0.000014087128,0.000021417703,0.00012777098,0.0000047098797,0.000020333682,0.000023269908,0.000019343244,0.8420042,0.0013244407,0.15643898],"study_design_scores_gemma":[0.0000835959,0.000018396464,0.00012730423,0.000073477815,0.000035879442,0.000029205206,0.00002433468,0.00024975848,0.00005249124,0.88713646,0.11177787,0.00039123793],"about_ca_topic_score_codex":0.000013868691,"about_ca_topic_score_gemma":0.00010655127,"teacher_disagreement_score":0.9890346,"about_ca_system_score_codex":0.00012063584,"about_ca_system_score_gemma":0.000021246491,"threshold_uncertainty_score":0.9999343},"labels":[],"label_agreement":null},{"id":"W2489997503","doi":"10.1109/tbc.2016.2590824","title":"Multiple Service Configurations Based on Layered Division Multiplexing","year":2016,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"Ministry of Science, ICT and Future Planning","keywords":"Multiplexing; Computer science; Division (mathematics); Telecommunications; Time-division multiplexing; Service (business); Frequency-division multiplexing; Electronic engineering; Orthogonal frequency-division multiplexing; Computer network; Electrical engineering; Engineering; Business; Mathematics; Channel (broadcasting)","score_opus":0.028804850972798147,"score_gpt":0.22885233504918587,"score_spread":0.20004748407638773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2489997503","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":[0.06796471,0.000022468159,0.9264421,0.00074408494,0.00038292023,0.0002553912,0.00011869203,0.0026323323,0.0014373381],"genre_scores_gemma":[0.9859778,0.00002176789,0.0135914255,0.0001184583,0.000029530736,0.00011034777,0.0000063837574,0.00006888564,0.00007534453],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986501,0.000049750517,0.00037694874,0.00030819926,0.00021840242,0.00039664464],"domain_scores_gemma":[0.9978103,0.0011788529,0.000065638655,0.00075468275,0.00010688852,0.000083626095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014698008,0.00028696985,0.00020631288,0.0003422466,0.0005009471,0.0000640613,0.00037175228,0.00016616016,0.000118648604],"category_scores_gemma":[0.00009395647,0.00023242134,0.00010397914,0.00059677084,0.00005546119,0.00020848236,0.0000033513675,0.00035961033,0.00019891984],"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":[0.000016867441,0.000093119765,0.00005640151,0.000026229176,0.000020536163,0.0000019787421,0.00006821125,0.6768195,0.10405145,0.000019143732,0.0000848644,0.2187417],"study_design_scores_gemma":[0.001125193,0.00010100657,0.00059927325,0.0004876483,0.000011424294,0.000005269921,0.000106857355,0.8585818,0.13669403,0.000034034718,0.0018610017,0.00039246824],"about_ca_topic_score_codex":0.000034536843,"about_ca_topic_score_gemma":0.00009909004,"teacher_disagreement_score":0.91801316,"about_ca_system_score_codex":0.00014851864,"about_ca_system_score_gemma":0.000023256745,"threshold_uncertainty_score":0.94778675},"labels":[],"label_agreement":null},{"id":"W2499218804","doi":"10.1109/bmsb.2016.7521967","title":"Using LDM to achieve seamless local service coverage in SFN environment","year":2016,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Transmitter; Single-frequency network; Computer science; Computer network; Multiplexing; MIMO; Layer (electronics); Transmission (telecommunications); Service (business); Telecommunications; Real-time computing; Channel (broadcasting); Materials science","score_opus":0.02999264333769914,"score_gpt":0.232146332596928,"score_spread":0.20215368925922886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2499218804","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":[0.63455033,0.000041974174,0.36280468,0.0008707362,0.000025328533,0.000080541206,0.0000042862607,0.0003413673,0.001280719],"genre_scores_gemma":[0.9774279,0.000065610475,0.022353122,0.00006747528,0.000006452337,0.000010718357,7.273108e-7,0.000014405085,0.000053594315],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995507,0.000009206195,0.00011879352,0.00009785768,0.000055059845,0.00016836665],"domain_scores_gemma":[0.99953336,0.00004066618,0.0000082083225,0.00038529027,0.000005202378,0.00002729806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006136165,0.00008221329,0.000082168575,0.00007386309,0.000024111434,0.000010427557,0.00023715556,0.000057814992,0.000074450334],"category_scores_gemma":[0.000006960333,0.00006071865,0.000012369267,0.00013853137,0.000015164629,0.00006552393,0.00017087544,0.00007139977,0.00012687466],"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":[0.000013576187,0.00007701885,0.003300383,0.000038245653,0.000023417157,0.000007540365,0.00024048526,0.3169668,0.110332906,0.0017782031,0.00037671617,0.5668447],"study_design_scores_gemma":[0.0032968572,0.0003357252,0.049766544,0.0009099596,0.000038210204,0.00006822079,0.002115144,0.5972613,0.20612237,0.007048083,0.13022049,0.0028170838],"about_ca_topic_score_codex":0.00008260283,"about_ca_topic_score_gemma":0.00013261748,"teacher_disagreement_score":0.5640276,"about_ca_system_score_codex":0.00016000046,"about_ca_system_score_gemma":0.000004401745,"threshold_uncertainty_score":0.24760346},"labels":[],"label_agreement":null},{"id":"W2547254181","doi":"","title":"Recent Evolution of ITU Method for Prediction of Multipath Fading on Terrestrial Microwave Links","year":2011,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fading; Multipath propagation; Terrain; Computer science; Environmental science; Telecommunications; Remote sensing; Meteorology; Geography; Cartography","score_opus":0.07321055897288403,"score_gpt":0.2724002392308771,"score_spread":0.19918968025799305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2547254181","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":[0.1394411,0.00020246631,0.8557829,0.000025798578,0.00027334,0.00032326276,0.00004602146,0.00047296533,0.0034321165],"genre_scores_gemma":[0.66222763,0.000088875095,0.3376322,7.6404183e-7,0.0000128886295,0.000016453629,0.000006175953,0.0000069630687,0.000008054531],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99956095,0.000013833477,0.00022994293,0.00007015705,0.00004006014,0.000085072825],"domain_scores_gemma":[0.999555,0.0000884287,0.00005893934,0.0002488035,0.000039136754,0.000009712935],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016941348,0.00006190098,0.0001103065,0.00011376802,0.00002153812,0.0000018902999,0.00013064421,0.00014338075,0.000007486185],"category_scores_gemma":[0.00013783341,0.000055713354,0.000041542935,0.000101838756,0.000019953617,0.000035291087,0.000025557223,0.00011367564,6.4208473e-7],"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":[0.00009973212,0.00015530392,0.00090699596,0.000082703285,0.00008057584,8.838364e-8,0.00061074935,0.0033399886,0.36480248,0.0045503844,0.0008605802,0.6245104],"study_design_scores_gemma":[0.0007066954,0.00032419607,0.0034666862,0.00008973733,0.000030259214,0.000001476501,0.00034420323,0.21200971,0.77886647,0.0016837316,0.0023787452,0.000098106495],"about_ca_topic_score_codex":0.00004400156,"about_ca_topic_score_gemma":0.0000130241315,"teacher_disagreement_score":0.6244123,"about_ca_system_score_codex":0.00005231964,"about_ca_system_score_gemma":0.000007662443,"threshold_uncertainty_score":0.22719246},"labels":[],"label_agreement":null},{"id":"W2562510186","doi":"10.1109/cscn.2016.7785159","title":"Design framework and suitability assessment proposal for 5G air interface candidates","year":2016,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Ministry of Economy, Trade and Industry","keywords":"Harmonization; Computer science; Performance indicator; Air interface; Interface (matter); Key (lock); Process (computing); Set (abstract data type); Service (business); Systems engineering; Process management; Software engineering; Engineering; Telecommunications","score_opus":0.02061913009735681,"score_gpt":0.2861393645945554,"score_spread":0.2655202344971986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2562510186","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":[0.06969749,0.00015872257,0.9268467,0.0018040243,0.000045625406,0.00027292816,0.000005167619,0.000859687,0.00030965952],"genre_scores_gemma":[0.60682964,0.000037416732,0.39302352,0.000003615215,0.0000044422886,0.000055746026,3.410384e-7,0.0000069154466,0.000038368788],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996167,0.000012414192,0.000103941165,0.00010000263,0.00003031965,0.00013662624],"domain_scores_gemma":[0.99919397,0.0004453765,0.000011966221,0.00030513352,0.000024490206,0.00001907603],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001626253,0.00007566553,0.00008299975,0.000026816137,0.000050408533,0.000017891087,0.00015687334,0.00006832113,0.000021501797],"category_scores_gemma":[0.00012516048,0.00004610494,0.000013002222,0.000046092937,0.00005785803,0.00006935189,0.000041966126,0.000069240574,0.0000030688536],"study_design_candidate":"design_other","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":[0.000051681523,0.00018082302,0.035152406,0.00034863848,0.00020023352,7.37176e-7,0.00041924487,0.0029667951,0.09784185,0.07702525,0.013996032,0.7718163],"study_design_scores_gemma":[0.0010302153,0.00063874415,0.020896139,0.00038968856,0.000039198258,0.000013065026,0.0005100774,0.07302237,0.61868733,0.27279064,0.01105163,0.0009309344],"about_ca_topic_score_codex":0.0000072560415,"about_ca_topic_score_gemma":0.000015071122,"teacher_disagreement_score":0.77088535,"about_ca_system_score_codex":0.000049221482,"about_ca_system_score_gemma":0.000018523508,"threshold_uncertainty_score":0.18801048},"labels":[],"label_agreement":null},{"id":"W2590504398","doi":"10.1200/jco.2012.30.34_suppl.316","title":"Patient identification and tracking for chemotherapy delivery: Use of RFID or barcode technologies for automated self check-in.","year":2012,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Telecommunications and Broadcasting Technologies","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":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Interactive kiosk; Medicine; Barcode; Chemotherapy; Identification (biology); Medical emergency; Emergency medicine; Internal medicine; World Wide Web; Computer science","score_opus":0.14430276401882214,"score_gpt":0.41267003682114617,"score_spread":0.26836727280232403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2590504398","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":[0.99206614,0.00082055415,0.0053647533,0.000822475,0.0002878672,0.00029927655,0.000009671736,0.00032296864,0.0000062597906],"genre_scores_gemma":[0.82698673,0.001845788,0.17107487,0.000022549191,0.00003219274,0.000022596336,0.0000012705165,0.00001162594,0.0000023906407],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982573,0.000043938584,0.0013818452,0.000072792056,0.00006415871,0.00017999568],"domain_scores_gemma":[0.9965122,0.0023649703,0.00069536245,0.00018555489,0.00020991864,0.000032009673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010410234,0.000088119974,0.0005293925,0.00017237847,0.000029575782,0.000012125321,0.00019565418,0.00033687282,0.000001449279],"category_scores_gemma":[0.003016449,0.00006646601,0.0001118832,0.00013928908,0.00009711831,0.00025894862,0.00003749001,0.0002678046,2.0551404e-7],"study_design_candidate":"design_other","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":[0.00035113702,0.00054549077,0.009820679,0.00009420948,0.00013865964,0.0000010356985,0.00027162847,0.00064041815,0.004505641,0.00021136951,0.0015815157,0.9818382],"study_design_scores_gemma":[0.010941704,0.009445305,0.29775605,0.00047409005,0.0003731038,0.00017625224,0.0036589436,0.26661336,0.051425632,0.002604716,0.35583204,0.00069880555],"about_ca_topic_score_codex":0.0000022590957,"about_ca_topic_score_gemma":0.000011414068,"teacher_disagreement_score":0.9811394,"about_ca_system_score_codex":0.00006834577,"about_ca_system_score_gemma":0.00006834039,"threshold_uncertainty_score":0.3611189},"labels":[],"label_agreement":null},{"id":"W2591942450","doi":"10.14400/jdc.2016.14.10.261","title":"A Study of Convergence Modem Design for Giga Internet Service over CATV Network","year":2016,"lang":"en","type":"article","venue":"Journal of Digital Convergence","topic":"Telecommunications and Broadcasting Technologies","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":"Nexen (Canada)","funders":"","keywords":"Cable modem; Computer science; QAM; Bandwidth (computing); Computer network; Channel (broadcasting); Cable television; Quadrature amplitude modulation; Transmission (telecommunications); The Internet; Telecommunications; Code (set theory); Bit error rate; Real-time computing","score_opus":0.05476073328653804,"score_gpt":0.25786162838213333,"score_spread":0.20310089509559529,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2591942450","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":[0.8630289,0.0004144178,0.13570781,0.0000923079,0.0003694293,0.00020331661,0.000013731958,0.000083396,0.00008672776],"genre_scores_gemma":[0.99595094,0.0001292416,0.0037832125,0.000009965347,0.00004192625,0.000010210193,3.582949e-7,0.00001867448,0.00005545989],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901175,0.000016511718,0.000533722,0.00009100404,0.00015172495,0.00019527008],"domain_scores_gemma":[0.99884665,0.00028324354,0.00024803547,0.00030352193,0.0002678163,0.000050753755],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020183015,0.00012935199,0.0002501748,0.00006247999,0.0000246766,0.000029612673,0.0006828098,0.000058657886,0.000024929654],"category_scores_gemma":[0.00013983565,0.000091585185,0.00007266327,0.00024744653,0.000040343468,0.00049742503,0.00010362975,0.000108387154,0.0000060030247],"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":[0.0017008381,0.0031283272,0.29617718,0.0009810233,0.0037451517,0.000110447036,0.0085795075,0.30914328,0.048500188,0.0063962694,0.12258636,0.19895142],"study_design_scores_gemma":[0.026201854,0.027019773,0.08263454,0.006757352,0.0012819405,0.0010822425,0.014343468,0.54845655,0.16395639,0.08504979,0.036750447,0.0064656464],"about_ca_topic_score_codex":0.000005074061,"about_ca_topic_score_gemma":0.000009162411,"teacher_disagreement_score":0.23931327,"about_ca_system_score_codex":0.000045658842,"about_ca_system_score_gemma":0.000033412474,"threshold_uncertainty_score":0.37347353},"labels":[],"label_agreement":null},{"id":"W2593871978","doi":"10.2495/safe-v6-n4-720-727","title":"Simulation software tool to evaluate interferences between cellular public networks and GSM-R system","year":2016,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"GSM; Cellular network; Computer science; Software; Computer network; Embedded system; Reliability engineering; Engineering; Operating system","score_opus":0.015884796520069723,"score_gpt":0.23302828277870946,"score_spread":0.21714348625863975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2593871978","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":[0.45086482,0.0005904219,0.54770416,0.0003762368,0.00026546806,0.000041738906,0.00001080325,0.0001322885,0.000014048761],"genre_scores_gemma":[0.99542284,0.00033373057,0.0040558726,0.000004949347,0.00016420802,0.0000016783398,0.0000021206936,0.0000119118295,0.0000026643545],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925977,0.000010945024,0.00036409774,0.00007786473,0.00016314052,0.00012419105],"domain_scores_gemma":[0.9992585,0.00031907044,0.00007111339,0.00009687591,0.00019300172,0.000061442],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003151066,0.000107785934,0.0001656489,0.00021511635,0.000036749127,0.00007446039,0.0002784929,0.00007242546,0.0000049281457],"category_scores_gemma":[0.00025642023,0.00008262895,0.000034208668,0.00008341806,0.000020073407,0.0002891671,0.00011384606,0.0001595214,0.0000011028759],"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":[0.000037981255,0.000012196928,0.0058777966,0.000076023265,0.00033188422,0.000014084624,0.0003878419,0.6961904,0.0012884958,0.0030545257,0.000025853646,0.29270288],"study_design_scores_gemma":[0.0009175082,0.0001388684,0.013620317,0.0013355383,0.000047204456,0.00008442076,0.00020726582,0.97198564,0.00091713166,0.00061776314,0.009709074,0.0004192619],"about_ca_topic_score_codex":0.0000016479103,"about_ca_topic_score_gemma":0.00000139079,"teacher_disagreement_score":0.54455805,"about_ca_system_score_codex":0.000096518714,"about_ca_system_score_gemma":0.000007027045,"threshold_uncertainty_score":0.33695105},"labels":[],"label_agreement":null},{"id":"W2612374294","doi":"10.1109/mcom.2017.7926908","title":"Book Reviews","year":2017,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Metis; Deliverable; Telecommunications; European union; Mobile telephony; Wireless; Field (mathematics); Point (geometry); World Wide Web; Multimedia; Mobile radio; Engineering; Systems engineering; Business","score_opus":0.06226397365741597,"score_gpt":0.3062957717652366,"score_spread":0.2440317981078206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2612374294","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0045213173,0.401896,0.011953585,0.024303304,0.001446522,0.0012987232,0.00005229608,0.0065020057,0.54802626],"genre_scores_gemma":[0.61757696,0.25835535,0.11451585,0.00054949406,0.00013164215,0.00046117086,0.000047823254,0.000088065346,0.008273684],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99938285,0.00003239785,0.00026856357,0.000094612704,0.000052673884,0.00016887824],"domain_scores_gemma":[0.99098754,0.00006193066,0.000101804595,0.008768083,0.00004572282,0.000034908644],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00019869085,0.00012691805,0.00018069157,0.0000752626,0.0007565898,0.0001364566,0.003850683,0.000071093295,0.00008164269],"category_scores_gemma":[0.00018664858,0.0001236677,0.00006161777,0.000078125224,0.00028870534,0.0002893002,0.0004771143,0.00030798832,0.0009989322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.3517943e-7,0.00005368617,0.00023197445,0.000031377924,0.000023856248,6.258611e-7,0.000053128257,0.000080639176,0.0042403666,0.0016459331,0.84218365,0.1514539],"study_design_scores_gemma":[0.00009828476,0.000007709489,0.0018751076,0.000050832434,0.0000108737095,0.0000058551477,0.000004825332,0.005966383,0.0005000804,0.00032435,0.99101216,0.00014352374],"about_ca_topic_score_codex":0.0000063321922,"about_ca_topic_score_gemma":0.000050882183,"teacher_disagreement_score":0.6130556,"about_ca_system_score_codex":0.000038619863,"about_ca_system_score_gemma":0.000007995493,"threshold_uncertainty_score":0.9997789},"labels":[],"label_agreement":null},{"id":"W2613200099","doi":"","title":"Implémentation parallèle des FFTs sur des systèmes multicoeurs pour la couche physique du LTE 4G","year":2016,"lang":"fr","type":"article","venue":"Le dépôt institutionnel (Université du Québec à Trois-Rivières)","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"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; McGill University","keywords":"Computer science","score_opus":0.01706314631708409,"score_gpt":0.20193303656390857,"score_spread":0.1848698902468245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2613200099","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":[0.6916012,0.002663447,0.29461846,0.0088837715,0.00027843416,0.00029135428,0.000078494726,0.00094247394,0.00064234715],"genre_scores_gemma":[0.9756356,0.003287481,0.017936984,0.000040491843,0.00015659009,0.000042427026,0.000023575403,0.00007129269,0.0028056],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9979218,0.0002214561,0.00042953712,0.00048821946,0.00023610394,0.0007028777],"domain_scores_gemma":[0.9978415,0.0006056164,0.00021926954,0.0007953843,0.00035702053,0.00018121145],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002836447,0.0005114705,0.00044500557,0.0003531803,0.0012132436,0.0001436907,0.00094210065,0.0003669625,0.00015179526],"category_scores_gemma":[0.00044526806,0.0004830565,0.00025601944,0.00059222063,0.0016403358,0.0017618497,0.00038619948,0.0003738485,0.0003677962],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018601629,0.0015206402,0.10826687,0.0009922674,0.0011022746,0.00031482536,0.020018017,0.09623058,0.044719175,0.14796661,0.0069546653,0.57172805],"study_design_scores_gemma":[0.012451304,0.00045221226,0.7321084,0.004327527,0.0009026614,0.0009110938,0.022129219,0.15057872,0.021932796,0.010488961,0.04025398,0.003463108],"about_ca_topic_score_codex":0.18352114,"about_ca_topic_score_gemma":0.24732943,"teacher_disagreement_score":0.6238415,"about_ca_system_score_codex":0.0017434568,"about_ca_system_score_gemma":0.0004827711,"threshold_uncertainty_score":0.9997621},"labels":[],"label_agreement":null},{"id":"W2620812122","doi":"10.1109/jsac.2017.2690498","title":"Guest Editorial Deployment Issues and Performance Challenges for 5G, Part I","year":2017,"lang":"en","type":"editorial","venue":"IEEE Journal on Selected Areas in Communications","topic":"Telecommunications and Broadcasting Technologies","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":"Huawei Technologies (Canada)","funders":"","keywords":"Software deployment; Computer science; Telecommunications; Software engineering","score_opus":0.046441513511734006,"score_gpt":0.3110403381219294,"score_spread":0.26459882461019535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2620812122","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010483627,0.021586154,0.000015288551,0.0013716136,0.9737623,0.00045194625,0.00012338904,0.00056859537,0.0010724014],"genre_scores_gemma":[0.010153533,0.3102026,0.002040041,0.0000030649678,0.67699033,0.00028833235,0.00013179048,0.000091807415,0.00009851171],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981883,0.0001260008,0.0006424862,0.00024129375,0.00039015585,0.00041176684],"domain_scores_gemma":[0.9946431,0.0016110993,0.00037037072,0.0026300284,0.0006583493,0.00008708277],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00072583556,0.00038901606,0.0005261526,0.0004006491,0.00089333806,0.0003026171,0.0028626642,0.0008793446,0.0000019690224],"category_scores_gemma":[0.0016566876,0.00038395103,0.00008060409,0.00015893446,0.00019964017,0.00024063858,0.00015468802,0.003049318,0.000007227143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028462218,0.00011224543,0.000033164382,0.00009604364,0.00010012018,7.4720134e-7,0.00012438829,0.00018521902,0.000020973768,0.000026366792,0.98567396,0.013598333],"study_design_scores_gemma":[0.0005898664,0.0002709153,0.00015016826,0.0010799596,0.0000479954,0.00001165781,0.000034296874,0.0010538992,0.00015190423,0.00021511581,0.9960071,0.00038714416],"about_ca_topic_score_codex":0.000018501678,"about_ca_topic_score_gemma":0.0003464956,"teacher_disagreement_score":0.2967719,"about_ca_system_score_codex":0.0003031775,"about_ca_system_score_gemma":0.00019478842,"threshold_uncertainty_score":0.99986124},"labels":[],"label_agreement":null},{"id":"W2736918269","doi":"10.1109/bmsb.2017.7986200","title":"Coverage study of ATSC 3.0","year":2017,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Single-frequency network; Computer science; Multiplexing; Robustness (evolution); Channel (broadcasting); Interference (communication); Spectral efficiency; Telecommunications; Computer network","score_opus":0.029497814999176558,"score_gpt":0.26373241922951934,"score_spread":0.23423460423034279,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2736918269","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":[0.9652626,0.000023033956,0.00023969907,0.000031349813,0.00002884753,0.00004747819,7.982857e-7,0.00031068604,0.03405549],"genre_scores_gemma":[0.998536,0.000022902435,0.0013273396,8.890028e-7,0.000002753817,0.000003932398,1.8686238e-7,0.00000322801,0.0001027944],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99984604,0.000001743526,0.000057871406,0.000027848839,0.000025385643,0.000041127252],"domain_scores_gemma":[0.99923396,0.000011007028,0.000016040152,0.00072524225,0.000009083862,0.0000046893015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000025509771,0.000028369566,0.000054042375,0.000019036072,0.000068039604,0.00001740545,0.00034855393,0.00001660732,0.000016213819],"category_scores_gemma":[0.00002030844,0.000024113013,0.00000820369,0.000014244917,0.00001665377,0.000031483753,0.00009457771,0.00004102651,0.000004208771],"study_design_candidate":"observational","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":[0.000006747587,0.0011343834,0.23474918,0.00009993274,0.00030157456,0.000008534125,0.0031931787,0.010458746,0.017853694,0.008236127,0.009526983,0.7144309],"study_design_scores_gemma":[0.0015875405,0.0004688145,0.9216402,0.000039232877,0.00003276582,0.000004944452,0.00434582,0.018252725,0.038532462,0.0026600014,0.011970973,0.00046449827],"about_ca_topic_score_codex":0.000044767246,"about_ca_topic_score_gemma":0.00007487281,"teacher_disagreement_score":0.7139664,"about_ca_system_score_codex":0.0000035638318,"about_ca_system_score_gemma":9.233031e-7,"threshold_uncertainty_score":0.098330006},"labels":[],"label_agreement":null},{"id":"W2738587533","doi":"10.1109/bmsb.2017.7986163","title":"Coverage analysis on improved LTE eMBMS with layered-division-multiplexing and longer cyclic prefix","year":2017,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University; Communications Research Centre Canada","funders":"","keywords":"Multimedia Broadcast Multicast Service; Cyclic prefix; Computer science; Orthogonal frequency-division multiplexing; Computer network; Multicast; Broadcasting (networking); Division (mathematics); Software deployment; Multiplexing; Telecommunications; Mathematics","score_opus":0.012704809771103413,"score_gpt":0.23520536539257025,"score_spread":0.22250055562146684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2738587533","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":[0.9586257,0.00010507195,0.03241949,0.00016412364,0.00002473038,0.00010950865,0.000010185445,0.00080234464,0.0077388757],"genre_scores_gemma":[0.9884908,0.00011603323,0.011104307,0.000012664678,0.000008303654,0.000014690793,0.000005750118,0.000017875598,0.00022952663],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994582,0.0000069274597,0.00012117099,0.00017215425,0.00007016856,0.0001713714],"domain_scores_gemma":[0.998688,0.000072404626,0.000053493197,0.0011286826,0.00002282567,0.00003459045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000074792726,0.00013471374,0.00018116907,0.00014535073,0.00031119725,0.00020887186,0.00036991364,0.00007177516,0.000024108054],"category_scores_gemma":[0.00006746647,0.0000979801,0.00004070353,0.00012626979,0.00006499504,0.00015897516,0.00015648956,0.0001665239,0.00000733225],"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":[0.00007592352,0.00019573647,0.18181694,0.00011258927,0.0024678842,0.000019305075,0.00051534455,0.23105648,0.0199022,0.0015838292,0.00061479065,0.56163895],"study_design_scores_gemma":[0.00076484215,0.00016264262,0.3222308,0.00007155231,0.00011970385,0.0000040888044,0.00013054162,0.6660117,0.008348448,0.00023709025,0.0013961798,0.000522459],"about_ca_topic_score_codex":0.00007942315,"about_ca_topic_score_gemma":0.000253444,"teacher_disagreement_score":0.5611165,"about_ca_system_score_codex":0.000020378846,"about_ca_system_score_gemma":0.000003401793,"threshold_uncertainty_score":0.39955124},"labels":[],"label_agreement":null},{"id":"W2756853226","doi":"","title":"Mobile Service Overlay Networks for Multimedia Applications","year":2013,"lang":"en","type":"dissertation","venue":"Library and Archives Canada (Government of Canada)","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Overlay; Multimedia; Computer science; Service (business); Overlay network; Computer network; Mobile QoS; World Wide Web; Telecommunications; Service provider; Business; The Internet; Operating system","score_opus":0.0030845293915921926,"score_gpt":0.15354657504814198,"score_spread":0.15046204565654978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2756853226","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":[0.15561357,0.035636567,0.014454253,0.0023052243,0.003014869,0.01055824,0.0044646906,0.0015900186,0.7723626],"genre_scores_gemma":[0.95398027,0.0027676274,0.023737388,0.0002628804,0.00013252698,0.0018817452,0.000977012,0.0001242219,0.016136326],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990149,0.000008151148,0.00025462653,0.00015878274,0.00034621163,0.00021728908],"domain_scores_gemma":[0.9992432,0.00022719409,0.0001091583,0.00033419806,0.0000013465334,0.00008487568],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000004153566,0.00020120994,0.00022665391,0.00002552271,0.0001298258,0.000022237047,0.00037187422,0.000085944834,0.00001639803],"category_scores_gemma":[0.0000015552301,0.00021048692,0.000025811589,0.00009062431,0.000018964916,0.00012968572,0.000051517392,0.00019576686,3.7916417e-9],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025683464,0.00011375177,0.0013433992,0.00546977,0.00079211313,0.0000064814144,0.00053033564,0.039924648,0.03419992,0.037749335,0.042761415,0.836852],"study_design_scores_gemma":[0.0004990639,0.00008122395,0.0071179,0.00040904654,0.00010692695,0.000002803422,0.007749621,0.4248708,0.056125373,0.0014518254,0.5005773,0.0010081584],"about_ca_topic_score_codex":0.0008935207,"about_ca_topic_score_gemma":0.028600099,"teacher_disagreement_score":0.83584386,"about_ca_system_score_codex":0.0000069451644,"about_ca_system_score_gemma":0.0003108794,"threshold_uncertainty_score":0.98912543},"labels":[],"label_agreement":null},{"id":"W2761365629","doi":"10.1109/tbc.2017.2755264","title":"Efficient Transmission of Multiple Broadcasting Services Using LDM and SHVC","year":2017,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Broadcasting (networking); High-definition television; Robustness (evolution); Multiplexing; Digital Video Broadcasting; Real-time computing; Computer hardware; Computer network; Telecommunications","score_opus":0.02981594973583778,"score_gpt":0.2550204341035098,"score_spread":0.225204484367672,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2761365629","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":[0.70432407,0.00032872614,0.29416835,0.000027202204,0.00018845801,0.00015130057,0.000019658213,0.00045197053,0.00034027416],"genre_scores_gemma":[0.95598257,0.000111978785,0.043796137,0.000005003566,0.000024156921,0.000012436453,0.0000010277925,0.00005167334,0.000015024368],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987027,0.000027287784,0.0004431838,0.00028321904,0.0001892029,0.0003543846],"domain_scores_gemma":[0.9986496,0.0002222207,0.00018574332,0.00078589004,0.00007348314,0.000083055755],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021185365,0.00027142547,0.00030879228,0.00024448612,0.0011152491,0.00012545215,0.0005015434,0.00016532911,0.000014762353],"category_scores_gemma":[0.000026752989,0.00027506734,0.000097202705,0.00016121652,0.0001865186,0.00016187127,0.000012243908,0.00041280081,0.000003398291],"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":[0.000016222359,0.000067144145,0.00033738738,0.0002753881,0.00004068203,0.00000294886,0.00046803855,0.53846127,0.105432056,0.0000061033443,0.0000014628872,0.35489133],"study_design_scores_gemma":[0.0004808744,0.00004693132,0.0009146437,0.00066857913,0.00004861516,0.000037877835,0.0003659354,0.9163655,0.080661364,0.00001953595,0.00012270948,0.0002674194],"about_ca_topic_score_codex":0.00021888578,"about_ca_topic_score_gemma":0.000029041872,"teacher_disagreement_score":0.37790427,"about_ca_system_score_codex":0.000052946336,"about_ca_system_score_gemma":0.000016064549,"threshold_uncertainty_score":0.99997014},"labels":[],"label_agreement":null},{"id":"W2790391945","doi":"10.4218/etrij.18.2918.2067","title":"Special Issue on 5G Communications and Experimental Trials with Heterogeneous and Agile Mobile networks","year":2018,"lang":"en","type":"article","venue":"ETRI Journal","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":8,"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":"Korea Advanced Institute of Science and Technology; Air Force Research Laboratory; Electronics and Telecommunications Research Institute; Inha University; University of Minnesota; Yonsei University; Samsung; Ministerio de Economía y Competitividad; Korea University; International Council for Canadian Studies; University of Missouri; Samsung Advanced Institute of Technology; University of Missouri-Kansas City; Texas A and M University; U.S. Department of Defense; Defense Acquisition Program Administration; Pennsylvania State University; Oklahoma State University; Cisco Systems","keywords":"Telecommunications; Backhaul (telecommunications); Mobile broadband; Cellular network; Mobile telephony; Agile software development; Communications satellite; Computer science; Engineering; Computer network; Wireless; Mobile radio; Satellite","score_opus":0.034849863930215816,"score_gpt":0.2985178279049958,"score_spread":0.26366796397478,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790391945","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":[0.9727837,0.0148078995,0.0011119695,0.00038636886,0.00061253225,0.00033220262,0.000010479863,0.0003717345,0.009583103],"genre_scores_gemma":[0.99028635,0.0022348983,0.0055166073,0.000024101053,0.0018709566,0.000014137865,0.0000018867624,0.000016904758,0.000034180255],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99945134,0.0000621794,0.00021029549,0.0000721525,0.00006727082,0.00013675036],"domain_scores_gemma":[0.99929994,0.00017333635,0.000064762084,0.00037789225,0.00003166738,0.000052412317],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002814663,0.00009912803,0.00017392836,0.00009726125,0.000325806,0.00011885143,0.00025497848,0.00006499863,0.00011089166],"category_scores_gemma":[0.000040614643,0.000077178825,0.000022342929,0.00011138287,0.00020347688,0.00006690495,0.00008454909,0.00030289852,0.000006695132],"study_design_candidate":"not_applicable","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":[0.00021513265,0.0003051224,0.0011846911,0.000014575587,0.00035945515,0.00002628909,0.0022277525,0.0100166425,0.0047754026,0.000331233,0.06409671,0.916447],"study_design_scores_gemma":[0.0025251503,0.0033545834,0.0007623744,0.00022837991,0.00006791128,0.0019624361,0.0019767035,0.032743677,0.03249534,0.00022493582,0.923034,0.00062449614],"about_ca_topic_score_codex":0.0000024418146,"about_ca_topic_score_gemma":0.0000102930135,"teacher_disagreement_score":0.9158225,"about_ca_system_score_codex":0.000032741158,"about_ca_system_score_gemma":0.000006237713,"threshold_uncertainty_score":0.3147261},"labels":[],"label_agreement":null},{"id":"W2792746003","doi":"10.1109/mcom.2018.1700616","title":"Convergence of a Terrestrial Broadcast Network and a Mobile Broadband Network","year":2018,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Computer network; Network architecture; Cellular network; Broadcast communication network; Distributed computing; Multimedia Broadcast Multicast Service; Broadband networks; Broadband; Telecommunications; Multicast","score_opus":0.026936924069310534,"score_gpt":0.2635031202575143,"score_spread":0.2365661961882038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792746003","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":[0.9104893,0.03733231,0.020739084,0.0007791541,0.0022527862,0.0015438253,0.000077685894,0.0029280125,0.023857819],"genre_scores_gemma":[0.94674724,0.004529815,0.048226867,0.000019153871,0.00024917087,0.0000995163,0.000017338,0.00002768206,0.00008319958],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990154,0.00006661734,0.0004081767,0.0001421147,0.00008414813,0.0002835696],"domain_scores_gemma":[0.99724495,0.00024790197,0.00010329449,0.0022644645,0.00008910264,0.000050272673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002469185,0.00016186008,0.00024784036,0.00007625764,0.0002595286,0.000032494052,0.0011309361,0.000112332345,0.000039685106],"category_scores_gemma":[0.00005217056,0.00016692436,0.000044104825,0.00061653653,0.0007771476,0.00010973857,0.0004123366,0.00026267508,0.000045430243],"study_design_candidate":"not_applicable","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":[0.00016169595,0.00056979794,0.021153336,0.00024012692,0.0006365954,0.0000036876672,0.0024114512,0.046821434,0.02845841,0.0077649257,0.3789555,0.512823],"study_design_scores_gemma":[0.0011017832,0.00044154032,0.0074971244,0.00030574616,0.000095762254,0.000050743653,0.00012588305,0.17417113,0.0017680986,0.003310536,0.81048924,0.0006423872],"about_ca_topic_score_codex":0.000024479192,"about_ca_topic_score_gemma":0.00011760696,"teacher_disagreement_score":0.5121806,"about_ca_system_score_codex":0.000024091478,"about_ca_system_score_gemma":0.00002151774,"threshold_uncertainty_score":0.6806978},"labels":[],"label_agreement":null},{"id":"W2794439131","doi":"","title":"Estudio e investigación de sistemas de televisión IP para recepción satelital de televisión alta definición.","year":2009,"lang":"es","type":"dissertation","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.02715014624044358,"score_gpt":0.2858352413496241,"score_spread":0.25868509510918053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2794439131","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":[0.9545713,0.018134343,0.0038694981,0.0014487739,0.00036810187,0.0011153814,0.000081738704,0.0046398463,0.015771039],"genre_scores_gemma":[0.82347786,0.016139692,0.15737619,0.00030502398,0.00027460858,0.00027374315,0.0006236108,0.00029250697,0.0012367897],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99403244,0.00037265598,0.0018205753,0.0011100312,0.0005490632,0.0021152163],"domain_scores_gemma":[0.9948634,0.0010566579,0.00062709756,0.0026452388,0.00032581034,0.0004818142],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0014847763,0.0014945713,0.0015718787,0.0008935531,0.0007015915,0.0004930536,0.0025474841,0.002161733,0.00013142843],"category_scores_gemma":[0.002805706,0.0015686924,0.0006183923,0.0014319579,0.00031297034,0.0003634818,0.00032641843,0.002569561,0.00030344143],"study_design_candidate":"observational","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":[0.00023596142,0.0012765359,0.058238316,0.006146422,0.0022566924,0.000281266,0.004165979,0.014016526,0.031356722,0.070867695,0.02688061,0.78427726],"study_design_scores_gemma":[0.002836415,0.0015829301,0.76776165,0.010364474,0.002178444,0.0010669248,0.010690927,0.03285365,0.055959266,0.019513894,0.08676034,0.008431089],"about_ca_topic_score_codex":0.0014313547,"about_ca_topic_score_gemma":0.00077298743,"teacher_disagreement_score":0.7758462,"about_ca_system_score_codex":0.0012708077,"about_ca_system_score_gemma":0.000888375,"threshold_uncertainty_score":0.99978036},"labels":[],"label_agreement":null},{"id":"W2886341309","doi":"10.1109/bmsb.2018.8436876","title":"ATSC 3.0 Physical Layer Modulation and Coding Performance Analysis","year":2018,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"","keywords":"PHY; Physical layer; Computer science; Low-density parity-check code; Coding (social sciences); Phase-shift keying; Forward error correction; Throughput; Field trial; Coding gain; Modulation (music); Decoding methods; Electronic engineering; Bit error rate; Telecommunications; Wireless; Engineering","score_opus":0.02056714999030297,"score_gpt":0.24225544102192584,"score_spread":0.22168829103162285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2886341309","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":[0.97491616,0.00001862682,0.020158812,0.000037409027,0.000012623607,0.000018800896,4.6472852e-7,0.00051740254,0.0043197176],"genre_scores_gemma":[0.9907899,0.0000437811,0.009079295,0.0000042399456,0.000025644471,0.0000027890433,0.000001929004,0.0000042974834,0.000048118058],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997942,0.0000025112422,0.00005045377,0.000054048935,0.000030020848,0.0000687822],"domain_scores_gemma":[0.99977225,0.000015711923,0.00000716308,0.0001777009,0.000017685186,0.000009512422],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000029695972,0.00004205492,0.000061641775,0.000080318176,0.00006347632,0.00001742612,0.00006630883,0.000022715778,0.000015888416],"category_scores_gemma":[0.0000065579734,0.000036081226,0.000015200338,0.0002979793,0.00003802416,0.000075581695,0.00003609426,0.00004453491,0.0000129095615],"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":[0.000005649358,0.000056856014,0.12714975,0.00006284641,0.0005934167,3.7957025e-7,0.0011832829,0.043179426,0.07099033,0.008663186,0.0011968492,0.746918],"study_design_scores_gemma":[0.00002632664,0.000011610348,0.0745483,0.0000023777836,0.000022965836,4.3325812e-7,0.000023573828,0.9185965,0.006275974,0.00008236999,0.00035978603,0.000049761715],"about_ca_topic_score_codex":0.000005119647,"about_ca_topic_score_gemma":0.000010097409,"teacher_disagreement_score":0.8754171,"about_ca_system_score_codex":0.000008859717,"about_ca_system_score_gemma":7.885977e-7,"threshold_uncertainty_score":0.14713497},"labels":[],"label_agreement":null},{"id":"W2887922555","doi":"10.24900/ijss/0202142153.2018.0601","title":"Analysis of Scheduling Algorithms base on Fairness Index, Packet Loss Rate & Delay in 4G Wireless Network","year":2018,"lang":"en","type":"article","venue":"International Journal of Safety Science","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Max-min fairness; Computer network; Maximum throughput scheduling; Fairness measure; Index (typography); Base station; Scheduling (production processes); Algorithm; Base (topology); Wireless; Round-robin scheduling; Mathematics; Mathematical optimization; Dynamic priority scheduling; Quality of service; Telecommunications; Throughput","score_opus":0.019406839551842886,"score_gpt":0.2874465025093139,"score_spread":0.26803966295747106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2887922555","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":[0.9034681,0.00006049261,0.09535493,0.00034694694,0.00049801584,0.000028425726,0.000009749338,0.000030759664,0.00020263225],"genre_scores_gemma":[0.985499,0.00016433014,0.014192235,0.00003025677,0.00010048986,9.299636e-7,0.0000022590743,0.000006246477,0.0000042244133],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986711,0.00002852861,0.00053440576,0.000118175725,0.00045978316,0.00018802016],"domain_scores_gemma":[0.99858713,0.00020913956,0.0002532473,0.0002581253,0.00064802414,0.00004433382],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014015018,0.000093682254,0.00021401345,0.0009923142,0.00007280049,0.000048930353,0.0013502614,0.000049809998,0.000026895284],"category_scores_gemma":[0.00029227196,0.00008208079,0.00008158277,0.0020773797,0.0004294473,0.00033050007,0.00013973647,0.00026836508,0.0000040107734],"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":[0.00007184283,0.0000625876,0.04154901,0.0000034044065,0.00023468724,0.000018367955,0.00032274442,0.91180235,0.0028909617,0.0014015451,0.000025509587,0.04161698],"study_design_scores_gemma":[0.00052901485,0.00008281514,0.18428794,0.0003269052,0.000050819075,0.000049318278,0.00023115036,0.80791813,0.004358178,0.0013865328,0.0005761989,0.00020298838],"about_ca_topic_score_codex":0.00002666241,"about_ca_topic_score_gemma":0.00013710576,"teacher_disagreement_score":0.14273892,"about_ca_system_score_codex":0.00018496798,"about_ca_system_score_gemma":0.000076714925,"threshold_uncertainty_score":0.33471575},"labels":[],"label_agreement":null},{"id":"W2912092237","doi":"10.1109/mwc.2018.1800092","title":"Layered-Division-Multiplexing for High Spectrum Efficiency and Service Flexibility in Next Generation ATSC 3.0 Broadcast System","year":2019,"lang":"en","type":"article","venue":"IEEE Wireless Communications","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University; Communications Research Centre Canada","funders":"","keywords":"Computer science; Backhaul (telecommunications); Multiplexing; Spectral efficiency; Scalability; Broadcasting (networking); Wireless; Wireless broadband; Flexibility (engineering); Computer network; Telecommunications; Wireless network; Beamforming","score_opus":0.06196211343812099,"score_gpt":0.26617079998492876,"score_spread":0.20420868654680777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912092237","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":[0.97085446,0.0011184263,0.024753064,0.0009200909,0.00021332185,0.0008287911,0.000056423443,0.000915634,0.00033976012],"genre_scores_gemma":[0.98270833,0.00037755023,0.016509986,0.000024970228,0.000024392186,0.00021364934,0.000087793094,0.000039117047,0.000014212306],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987939,0.00008143964,0.00046165774,0.00026751656,0.000103429295,0.00029205382],"domain_scores_gemma":[0.99692506,0.0004201307,0.00008907191,0.0024310676,0.000092148155,0.000042541],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035575757,0.00019751026,0.00027574945,0.00019661168,0.0002983509,0.00011399912,0.0011021893,0.00015836892,0.000004540205],"category_scores_gemma":[0.000035707093,0.0002119077,0.00004185227,0.0005454931,0.0000783041,0.00026937333,0.00028829236,0.00033199895,0.000026900178],"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":[0.000027971791,0.00055702706,0.0115545625,0.001386165,0.00011110413,0.0000011509287,0.0027714206,0.5678947,0.23482943,0.07304329,0.00027920998,0.107543945],"study_design_scores_gemma":[0.00047716557,0.000030795727,0.002989384,0.00017415354,0.000006445813,0.0000050982585,0.0007267348,0.99093854,0.0036300588,0.00023543261,0.00053657254,0.00024962492],"about_ca_topic_score_codex":0.00036277308,"about_ca_topic_score_gemma":0.0009370678,"teacher_disagreement_score":0.42304382,"about_ca_system_score_codex":0.00019293504,"about_ca_system_score_gemma":0.000027562359,"threshold_uncertainty_score":0.86413455},"labels":[],"label_agreement":null},{"id":"W2919806614","doi":"10.1109/glocomw.2018.8644436","title":"New MMSE Downlink Channel Estimation for Sub-6 GHz Non-Line-of-Sight Backhaul","year":2018,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":17,"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":"Minimum mean square error; Estimator; Backhaul (telecommunications); Non-line-of-sight propagation; Power delay profile; Computer science; Telecommunications link; Algorithm; Mean squared error; Channel (broadcasting); Wireless; Electronic engineering; Mathematics; Telecommunications; Statistics; Delay spread; Fading; Engineering","score_opus":0.022744786079025785,"score_gpt":0.2573699289322006,"score_spread":0.23462514285317485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2919806614","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":[0.06975831,0.00014204257,0.92529047,0.0004308903,0.00017220169,0.00023654303,0.000008265984,0.00091232953,0.0030489827],"genre_scores_gemma":[0.6910763,0.00003725383,0.30855262,0.000009307303,0.000070938964,0.000018704191,0.000015025079,0.000014978029,0.00020488763],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950117,0.0000028724114,0.00020074956,0.00009261156,0.000049112798,0.0001534804],"domain_scores_gemma":[0.99937093,0.00006873903,0.00003489112,0.00042054718,0.00007653719,0.000028358712],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007755216,0.00009777051,0.00012228928,0.00009852613,0.00005594496,0.00001689053,0.00027239986,0.00009822937,0.000043200154],"category_scores_gemma":[0.000073110445,0.00008624459,0.000040979594,0.00019400891,0.000040060753,0.0000931557,0.000053182375,0.0000699571,0.000047835718],"study_design_candidate":"design_other","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":[0.000028086357,0.00007959235,0.00007901912,0.00024372154,0.00010232106,4.5415172e-7,0.00055360247,0.041648522,0.04822157,0.004009266,0.07601092,0.82902294],"study_design_scores_gemma":[0.0002482402,0.00010515822,0.00018165728,0.000032790438,0.000010865078,0.000002002523,0.000038351405,0.77062666,0.22100425,0.0029685225,0.0046511777,0.00013032992],"about_ca_topic_score_codex":0.00002763589,"about_ca_topic_score_gemma":0.000037856164,"teacher_disagreement_score":0.8288926,"about_ca_system_score_codex":0.000019206838,"about_ca_system_score_gemma":0.000014762032,"threshold_uncertainty_score":0.35169524},"labels":[],"label_agreement":null},{"id":"W2929656771","doi":"10.1109/mmul.2018.2875256","title":"5G Multimedia Communications: Theory, Technology, and Application","year":2019,"lang":"en","type":"article","venue":"IEEE Multimedia","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":28,"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 British Columbia","funders":"Killam Trusts","keywords":"Computer science; Multimedia; Synchronization (alternating current); Wireless; Context (archaeology); Mobile telephony; Telecommunications; Computer network; Channel (broadcasting); Mobile radio","score_opus":0.010669756775018512,"score_gpt":0.239500193147104,"score_spread":0.22883043637208547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2929656771","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":[0.93404037,0.012770157,0.02327219,0.0023571493,0.00082232093,0.0020770621,0.00006556055,0.010288495,0.014306697],"genre_scores_gemma":[0.9148044,0.0008760867,0.08394001,0.000021426484,0.00002080552,0.00018036544,0.000024280187,0.000033980465,0.00009867359],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925375,0.000026470578,0.0002272307,0.00019048178,0.00007992168,0.00022214936],"domain_scores_gemma":[0.9977984,0.0003198071,0.00005032184,0.001738999,0.000050997372,0.000041518775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019809828,0.00016312982,0.00017849443,0.00032033704,0.00009482673,0.000028001426,0.0008596099,0.00022901226,0.000025622741],"category_scores_gemma":[0.00009416851,0.00016054575,0.000027959215,0.0004747727,0.00032494985,0.00011461812,0.00014723874,0.0003772896,0.00041392812],"study_design_candidate":"design_other","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":[0.0000047277517,0.000060011815,0.0064879544,0.000045125795,0.00005295884,4.598849e-7,0.00035829347,0.00027604078,0.074219026,0.0041661756,0.0006164234,0.9137128],"study_design_scores_gemma":[0.0010961553,0.00006125971,0.008086101,0.000096052834,0.000042403637,0.000028534823,0.0009616945,0.88796437,0.030988215,0.01187796,0.05811027,0.00068701117],"about_ca_topic_score_codex":0.000009311073,"about_ca_topic_score_gemma":0.000013205086,"teacher_disagreement_score":0.9130258,"about_ca_system_score_codex":0.000040930743,"about_ca_system_score_gemma":0.000009262415,"threshold_uncertainty_score":0.65468657},"labels":[],"label_agreement":null},{"id":"W2945569266","doi":"10.2174/2210327909666190515111841","title":"Image Transmission Using SC-FDMA System Over mmWave Measured Channel at 29.5 GHz","year":2019,"lang":"en","type":"article","venue":"International Journal of Sensors Wireless Communications and Control","topic":"Telecommunications and Broadcasting Technologies","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 du Québec en Outaouais","funders":"","keywords":"Transmitter; Channel (broadcasting); Computer science; Transmission (telecommunications); Non-line-of-sight propagation; Fading; Wireless; MATLAB; Electronic engineering; Frequency-division multiple access; Orthogonal frequency-division multiplexing; Telecommunications; Engineering","score_opus":0.01632437067688888,"score_gpt":0.24147341735008795,"score_spread":0.22514904667319907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2945569266","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":[0.9807989,0.0036690913,0.013080686,0.0010229677,0.00030563635,0.00018620954,0.000034598084,0.00016022247,0.0007416938],"genre_scores_gemma":[0.9891144,0.002056339,0.008680408,0.000022307799,0.000055775443,0.0000044268368,0.000006348624,0.000028992326,0.000030981788],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987904,0.00009046859,0.0005588848,0.0001016568,0.00029796784,0.00016062064],"domain_scores_gemma":[0.99833137,0.00021285222,0.00027370136,0.0006616255,0.00045308794,0.000067354325],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030724,0.00016484282,0.00030310295,0.0002750795,0.00015107705,0.0000947607,0.0010921184,0.00011187182,0.000020388157],"category_scores_gemma":[0.000021381737,0.0001482991,0.00012700046,0.00011975219,0.00010821824,0.00026483153,0.00015875157,0.00037321882,0.00000910592],"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":[0.0004251527,0.0002923557,0.005115333,0.00021672563,0.0020483027,0.000049210197,0.0017567119,0.029113244,0.8181893,0.0036877145,0.00041431386,0.1386916],"study_design_scores_gemma":[0.0019793021,0.00005746485,0.0016736172,0.00051587593,0.00007384291,0.00045400378,0.00070136035,0.98630744,0.0030691482,0.00009956922,0.0048296303,0.00023872944],"about_ca_topic_score_codex":0.000026003465,"about_ca_topic_score_gemma":0.00000693444,"teacher_disagreement_score":0.9571942,"about_ca_system_score_codex":0.00025344998,"about_ca_system_score_gemma":0.000027357133,"threshold_uncertainty_score":0.60474616},"labels":[],"label_agreement":null},{"id":"W2996939753","doi":"10.1109/tbc.2019.2954065","title":"Mobile Performance Evaluation for ATSC 3.0 Physical Layer Modulation and Code Combinations Under TU-6 Channel","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting 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":"Communications Research Centre Canada","funders":"","keywords":"Physical layer; Computer science; Channel (broadcasting); Multipath propagation; Code (set theory); Computer network; Modulation (music); Broadcasting (networking); Digital Video Broadcasting; Layer (electronics); Electronic engineering; Telecommunications; Engineering; Wireless; Set (abstract data type)","score_opus":0.0672851693469744,"score_gpt":0.28333776535404126,"score_spread":0.21605259600706686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2996939753","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":[0.5073708,0.00006314757,0.49114716,0.00016750516,0.000095550124,0.0004289742,0.000039190563,0.000578042,0.00010956635],"genre_scores_gemma":[0.99408764,0.00007305856,0.0051970864,0.00004223775,0.00004949062,0.00047756877,0.000015450867,0.000040498908,0.00001695044],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917567,0.00002405294,0.00021290773,0.00021948486,0.00016218133,0.00020569247],"domain_scores_gemma":[0.9994217,0.00015290469,0.000039831364,0.00021136116,0.00011776933,0.00005643155],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013454536,0.00016806659,0.00015859555,0.00010730531,0.00036874402,0.00004968726,0.00013646498,0.00008642359,0.000007772256],"category_scores_gemma":[0.000022027112,0.00018258074,0.000057155026,0.00030142217,0.00005031235,0.00024008488,0.0000033033484,0.00025292975,0.000009975477],"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":[0.000008311446,0.000059364644,0.000005140947,0.00004394577,0.00002414623,5.3985342e-8,0.0006388607,0.8138304,0.007752067,0.000039173396,0.00003964866,0.1775589],"study_design_scores_gemma":[0.0006293596,0.00020555039,0.00025058415,0.000040544608,0.00004920957,0.0000034071584,0.00032878912,0.98225313,0.015633715,0.0002142472,0.00020235867,0.00018909488],"about_ca_topic_score_codex":0.0000029630671,"about_ca_topic_score_gemma":0.0000062363174,"teacher_disagreement_score":0.4867168,"about_ca_system_score_codex":0.000074982265,"about_ca_system_score_gemma":0.00001616008,"threshold_uncertainty_score":0.7445426},"labels":[],"label_agreement":null},{"id":"W3003400596","doi":"10.1109/bmsb47279.2019.8971874","title":"Using Layered-Division-Multiplexing to Achieve Enhanced Spectral Efficiency in 5G-MBMS","year":2019,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Multimedia Broadcast Multicast Service; Unicast; Computer science; Computer network; Multicast; Spectral efficiency; Broadcasting (networking); Single-frequency network; Interference (communication); Cellular network; Telecommunications; Channel (broadcasting)","score_opus":0.024115995382356314,"score_gpt":0.2669841761780356,"score_spread":0.2428681807956793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3003400596","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":[0.8971343,0.000059206053,0.092443906,0.0000710283,0.00011214121,0.00018658867,0.0000019160927,0.0007547175,0.009236166],"genre_scores_gemma":[0.92849463,0.000011715805,0.0713581,0.000014931634,0.000009084985,0.0000057701345,0.0000012315031,0.000018309376,0.000086227876],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926686,0.000009860484,0.00019686493,0.00015772482,0.00008101644,0.00028764445],"domain_scores_gemma":[0.9994081,0.000083938816,0.000016130702,0.0004470192,0.000015093527,0.00002970834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010548579,0.00011765509,0.00014277599,0.00020393047,0.00003976008,0.00003284738,0.00036291187,0.00007049068,0.000091254995],"category_scores_gemma":[0.000059552294,0.00011004238,0.00003119627,0.0004788636,0.000013094502,0.00009410027,0.00010985905,0.00019776008,0.00013358907],"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":[0.0000031965553,0.000026716878,0.0012122861,0.000014429799,0.0000043882205,7.7059e-7,0.0002470164,0.68454075,0.2935668,0.00055244594,0.000024654106,0.019806525],"study_design_scores_gemma":[0.00042468857,0.00011535299,0.0091756,0.00015555999,0.0000015805498,0.0000040917207,0.0007794029,0.8247338,0.16297452,0.0005206893,0.0006499352,0.0004647822],"about_ca_topic_score_codex":0.000095758616,"about_ca_topic_score_gemma":0.00008163037,"teacher_disagreement_score":0.14019303,"about_ca_system_score_codex":0.00009523074,"about_ca_system_score_gemma":0.000008938595,"threshold_uncertainty_score":0.44873983},"labels":[],"label_agreement":null},{"id":"W3005801438","doi":"10.1109/tbc.2020.2968730","title":"Deep Learning-Based Resource Allocation for 5G Broadband TV Service","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":90,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"National Natural Science Foundation of China","keywords":"Computer science; Multicast; Unicast; Computer network; Resource allocation; Quality of service; Multi-frequency network; Wireless broadband; Wireless network; Wireless; Telecommunications; Heterogeneous network","score_opus":0.029804842425090433,"score_gpt":0.231484700483069,"score_spread":0.20167985805797856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3005801438","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":[0.018892119,0.00018130687,0.9749189,0.0019245949,0.00012412707,0.00036955383,0.0000119053175,0.0029194257,0.0006580631],"genre_scores_gemma":[0.98142165,0.000024183193,0.017792426,0.0003914067,0.00006639917,0.00016506117,0.000019628262,0.00008230714,0.000036911984],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988301,0.000041115025,0.00033947988,0.00029417654,0.00014896425,0.0003461611],"domain_scores_gemma":[0.99897283,0.00039811694,0.00007143164,0.00034894818,0.00010924737,0.00009944737],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013846919,0.00024544445,0.00021293912,0.00014773992,0.000449245,0.000078364006,0.00037257987,0.00016710674,0.000040051586],"category_scores_gemma":[0.00007338007,0.0002770314,0.00010773518,0.00067341124,0.000040402047,0.00012794997,0.0000017858283,0.0005710177,0.000044789605],"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":[0.000032230993,0.000031096064,0.000007954371,0.00014636906,0.000028519138,6.093549e-7,0.0003161482,0.8682134,0.005876571,0.000006914992,0.00017601455,0.12516414],"study_design_scores_gemma":[0.00061038893,0.0001524343,0.000025769803,0.00007966942,0.000039478356,0.0000045032675,0.00035139624,0.9363686,0.045404337,0.0000141472965,0.016655404,0.00029388716],"about_ca_topic_score_codex":0.00002116293,"about_ca_topic_score_gemma":0.000032654232,"teacher_disagreement_score":0.96252954,"about_ca_system_score_codex":0.000077760444,"about_ca_system_score_gemma":0.000022207376,"threshold_uncertainty_score":0.9999682},"labels":[],"label_agreement":null},{"id":"W3020140618","doi":"10.1109/tbc.2020.2985008","title":"Backward Compatible Low-Complexity Demapping Algorithms for Two-Dimensional Non-Uniform Constellations in ATSC 3.0","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"National Natural Science Foundation of China; Shanghai Key Laboratory of Digital Media Processing and Transmission; Natural Science Foundation of Shanghai","keywords":"Computer science; Reduction (mathematics); Algorithm; Constellation; Computational complexity theory; Code (set theory); Broadcasting (networking); Digital Video Broadcasting; Noisy-channel coding theorem; Low-density parity-check code; Telecommunications; Decoding methods; Computer network; Mathematics; Error floor","score_opus":0.07350828272967924,"score_gpt":0.27655409011104864,"score_spread":0.2030458073813694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3020140618","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":[0.17337397,0.000060125392,0.82315177,0.000469662,0.0002642387,0.00057083863,0.00010811428,0.001065609,0.0009356967],"genre_scores_gemma":[0.85721385,0.000010459611,0.14247566,0.00009415921,0.000051469575,0.00007561327,0.000018172352,0.000048095182,0.000012511036],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99846566,0.000025244448,0.0005620623,0.00033027257,0.00016561867,0.00045114427],"domain_scores_gemma":[0.9988963,0.00047112038,0.00007735996,0.00035319568,0.00008962442,0.00011241008],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017392878,0.00028207284,0.00034696027,0.00027233406,0.0004052664,0.000061425984,0.0003326311,0.00012900321,0.00005894472],"category_scores_gemma":[0.00003501057,0.00031935287,0.00013528539,0.0007577947,0.00012767909,0.00020841885,0.00000781868,0.000571718,0.000044272747],"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":[0.000017114879,0.00006695973,0.00003978738,0.00010930889,0.000032107662,0.0000023124146,0.00039575843,0.9431074,0.006590902,0.000053298718,0.00015520696,0.049429823],"study_design_scores_gemma":[0.0010099255,0.00007676324,0.00010624964,0.00019551217,0.00002166453,0.00001352852,0.00036492187,0.9810082,0.01644467,0.00017771567,0.0002366613,0.0003441942],"about_ca_topic_score_codex":0.000052187006,"about_ca_topic_score_gemma":0.000088044806,"teacher_disagreement_score":0.6838399,"about_ca_system_score_codex":0.00013376607,"about_ca_system_score_gemma":0.00004590963,"threshold_uncertainty_score":0.99992585},"labels":[],"label_agreement":null},{"id":"W3094100206","doi":"10.3390/electronics9111753","title":"Real-Time Remote Health Monitoring System Driven by 5G MEC-IoT","year":2020,"lang":"en","type":"article","venue":"Electronics","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Cloud computing; Telemedicine; Computer science; Edge computing; Internet of Things; Big data; Low latency (capital markets); Enhanced Data Rates for GSM Evolution; Health care; Real-time computing; Computer network; Telecommunications; Computer security; Data mining; Operating system","score_opus":0.013382516069148245,"score_gpt":0.23233998453724486,"score_spread":0.2189574684680966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094100206","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":[0.84953666,0.07595216,0.019148592,0.011981645,0.0005050232,0.0010690456,0.00006781126,0.030562954,0.011176097],"genre_scores_gemma":[0.9730134,0.005619114,0.02109621,0.000021363785,0.0000946914,0.0000075931093,0.000017939516,0.00006226539,0.00006742124],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903697,0.0000276879,0.00023325866,0.00016239994,0.000107458014,0.00043224418],"domain_scores_gemma":[0.99939686,0.000036446592,0.00005338197,0.00041233355,0.000021144493,0.000079812875],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000098383214,0.00014527208,0.00021451028,0.000037598784,0.00012628044,0.000033799497,0.0004285067,0.000091273476,0.0000045098764],"category_scores_gemma":[0.000028326243,0.00015666618,0.000041392974,0.00028878293,0.000015841148,0.000040958166,0.0000578036,0.00038592285,0.00007396767],"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":[0.00002093099,0.00005024874,0.00040736055,0.0008173847,0.00030667012,0.000010358356,0.0013673338,0.02436257,0.41821215,0.002963691,0.08532152,0.46615976],"study_design_scores_gemma":[0.00064552575,0.00062685367,0.0002071559,0.0003261968,0.000036334517,0.000034447683,0.00057345896,0.64981407,0.09645172,0.00017733383,0.2502079,0.0008990012],"about_ca_topic_score_codex":0.000020862173,"about_ca_topic_score_gemma":0.000003117313,"teacher_disagreement_score":0.6254515,"about_ca_system_score_codex":0.0004131435,"about_ca_system_score_gemma":0.000051880063,"threshold_uncertainty_score":0.6388661},"labels":[],"label_agreement":null},{"id":"W3136884913","doi":"10.1109/bmsb49480.2020.9379770","title":"NUC optimization for Hierarchical Modulation aiming at achieving comparable capacity with Layered Division Multiplexing","year":2020,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"National Natural Science Foundation of China","keywords":"Computer science; Capacity loss; Particle swarm optimization; Multiplexing; Modulation (music); Decoding methods; Constellation; Power (physics); Electronic engineering; Maximal-ratio combining; Channel capacity; Interference (communication); Algorithm; Telecommunications; Fading; Channel (broadcasting); Physics; Engineering; Acoustics","score_opus":0.057214612251100666,"score_gpt":0.2240471758994493,"score_spread":0.16683256364834864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3136884913","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":[0.3001946,0.000024074956,0.6977567,0.0004056129,0.000016124684,0.00020040269,0.0000070507463,0.0010577876,0.00033764643],"genre_scores_gemma":[0.63730323,0.000008255512,0.36257714,0.000019869389,0.000012383323,0.00001700828,0.000038125618,0.000017986782,0.0000059797917],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937826,0.000014127755,0.00018865117,0.00015615742,0.0000839199,0.00017888624],"domain_scores_gemma":[0.99953616,0.00013565706,0.00003591478,0.00020773012,0.000039527404,0.000045039993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007193876,0.0001182539,0.00014575919,0.000050325336,0.00027128967,0.000044704655,0.00017007592,0.00006957558,0.000023230563],"category_scores_gemma":[0.00008772999,0.00010308291,0.000030284205,0.00018754827,0.000031037067,0.00016731258,0.000087233755,0.0001417481,0.000003065828],"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":[0.000019297691,0.000008647383,0.0012924575,0.000042574946,0.00001253416,1.17486934e-7,0.00019927915,0.98520195,0.0059410934,0.00031982074,0.00009325589,0.0068689524],"study_design_scores_gemma":[0.0003655809,0.000050794246,0.0010912848,0.000037395297,0.0000042077577,0.0000013204999,0.00006859621,0.99442315,0.0031616506,0.000034396355,0.00061738625,0.00014425011],"about_ca_topic_score_codex":0.00000916046,"about_ca_topic_score_gemma":0.000016197428,"teacher_disagreement_score":0.33710867,"about_ca_system_score_codex":0.00007073314,"about_ca_system_score_gemma":0.0000040662185,"threshold_uncertainty_score":0.42035988},"labels":[],"label_agreement":null},{"id":"W3138867850","doi":"10.1109/bmsb49480.2020.9379821","title":"LDM in Wireless In-Band Distribution Link and In-Band Inter-Tower Communication Networks for Backhaul, IoT and Datacasting","year":2020,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Backhaul (telecommunications); Computer network; Computer science; Wireless broadband; Broadcasting (networking); Wireless; Multiplexing; Telecommunications; Broadband; Wireless network; Base station","score_opus":0.022962376049115187,"score_gpt":0.23393301586495294,"score_spread":0.21097063981583775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3138867850","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":[0.96412694,0.0016801513,0.031926155,0.0015477944,0.000021709579,0.0002904611,0.000021189597,0.00019746878,0.00018811574],"genre_scores_gemma":[0.995587,0.0011456013,0.0030350888,0.000032170938,0.000014146134,0.000040635114,0.00012825227,0.000013951167,0.0000031493694],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992966,0.000023813112,0.00030393273,0.00016066607,0.000030813477,0.00018416587],"domain_scores_gemma":[0.9993685,0.00026332765,0.000035295816,0.00028592203,0.00001754818,0.000029431545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021696411,0.000116516734,0.00018007448,0.00007203408,0.000047473364,0.000058706893,0.00022488809,0.00012823903,0.0000032735034],"category_scores_gemma":[0.00013900115,0.000118881224,0.000011056635,0.00029209538,0.000063578926,0.00011748901,0.00014159574,0.00035102095,3.0937764e-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":[0.00015092056,0.00012210471,0.27079087,0.00048119453,0.000040156672,0.0000064652486,0.0016107253,0.03804163,0.004219414,0.0018160364,0.001774117,0.68094635],"study_design_scores_gemma":[0.0009472647,0.000045046072,0.034527935,0.00026027134,0.0000055373753,0.000003841604,0.000498602,0.96041983,0.0008753705,0.00025976586,0.0019274728,0.00022903498],"about_ca_topic_score_codex":0.000077214565,"about_ca_topic_score_gemma":0.0009878733,"teacher_disagreement_score":0.92237824,"about_ca_system_score_codex":0.000046252095,"about_ca_system_score_gemma":0.0000052945134,"threshold_uncertainty_score":0.48478356},"labels":[],"label_agreement":null},{"id":"W3144108906","doi":"10.1109/tbc.2021.3068856","title":"A Novel Coordinated Multipoint Scheme With Zero Guard Interval for ATSC 3.0 Single Frequency Networks","year":2021,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","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":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Guard interval; Computer science; Spectral efficiency; Digital terrestrial television; Asynchronous communication; Single-frequency network; Orthogonal frequency-division multiplexing; Multiplexing; Electronic engineering; Broadcasting (networking); Channel (broadcasting); Multipath propagation; Digital Video Broadcasting; Digital television; Computer network; Telecommunications; Engineering","score_opus":0.031441933314447355,"score_gpt":0.22970393499649586,"score_spread":0.1982620016820485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3144108906","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":[0.056177057,0.00024179417,0.94064665,0.00014326748,0.000354019,0.00030090509,0.000049615846,0.0016632074,0.00042348003],"genre_scores_gemma":[0.74350345,0.000023278906,0.25608888,0.00002738821,0.000030034964,0.00015401722,0.000013949095,0.000071685245,0.00008731723],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986332,0.000020496878,0.0004106277,0.0003439403,0.00012099508,0.00047072908],"domain_scores_gemma":[0.99871856,0.00030429655,0.00007675925,0.000599832,0.00023012845,0.000070394555],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012305885,0.0003008418,0.0003085141,0.00016267016,0.00034176686,0.00009908624,0.00029463382,0.00019002066,0.000030373445],"category_scores_gemma":[0.00005294581,0.0003016279,0.00014059982,0.00064232014,0.00008976218,0.00018416464,0.0000061241753,0.00058067864,0.0000074655736],"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":[0.000050406543,0.00043123637,0.00005407914,0.00011713547,0.00025803212,0.000015434925,0.0001952906,0.65143925,0.17679991,0.00010573042,0.00019200047,0.17034152],"study_design_scores_gemma":[0.0017378606,0.0003652348,0.00007122067,0.00064695766,0.000093298855,0.0002641189,0.00045671704,0.85949296,0.13519616,0.00009490023,0.0008949274,0.0006856117],"about_ca_topic_score_codex":0.00004171714,"about_ca_topic_score_gemma":0.00012920465,"teacher_disagreement_score":0.6873264,"about_ca_system_score_codex":0.00016817091,"about_ca_system_score_gemma":0.000036507365,"threshold_uncertainty_score":0.99994355},"labels":[],"label_agreement":null},{"id":"W3145187131","doi":"","title":"4 - Segmentation de signaux par maxima d'ondelettes : application à la prédiction de zones de couverture radioélectrique","year":2001,"lang":"fr","type":"article","venue":"Traitement du signal","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Heaviside step function; Wavelet; Segmentation; Maxima; Computer science; Classification of discontinuities; SIGNAL (programming language); Representation (politics); Piecewise; Algorithm; Chaining; Transmitter; Computation; Radio propagation; Function (biology); Multiresolution analysis; Superposition principle; Wavelet transform; Mathematics; Artificial intelligence; Mathematical analysis; Telecommunications; Wavelet packet decomposition","score_opus":0.008960538085491104,"score_gpt":0.22561659264335826,"score_spread":0.21665605455786716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3145187131","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":[0.23628263,0.0030201536,0.752783,0.0057934974,0.000077328485,0.00047716478,0.000023318138,0.0008177015,0.0007252198],"genre_scores_gemma":[0.8940291,0.003053051,0.10168112,0.00021055604,0.0002560275,0.0003795848,0.000091200134,0.000057423058,0.00024195066],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983184,0.00020698798,0.00041190253,0.00026812652,0.00018334272,0.0006112389],"domain_scores_gemma":[0.99911153,0.0002468313,0.00013731924,0.00033685457,0.0000662512,0.00010122806],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006607564,0.00029308719,0.00021169973,0.00018180134,0.00027462735,0.00012414093,0.0003769273,0.0003853783,0.00023898158],"category_scores_gemma":[0.00004544096,0.00034418213,0.00009743989,0.00043897133,0.00012343888,0.0002680649,0.000045290242,0.00050133455,0.000024256526],"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":[0.00006512493,0.00050752546,0.01034707,0.00024820567,0.00022697008,0.00003262509,0.0022289276,0.106486306,0.37380603,0.008847956,0.015027623,0.48217565],"study_design_scores_gemma":[0.0015343823,0.0003683221,0.02133474,0.00029405302,0.00028573186,0.0005520046,0.0011423664,0.74225545,0.091800615,0.011109221,0.12849288,0.0008302175],"about_ca_topic_score_codex":0.00039801106,"about_ca_topic_score_gemma":0.00010852815,"teacher_disagreement_score":0.65774643,"about_ca_system_score_codex":0.0010607712,"about_ca_system_score_gemma":0.00012719678,"threshold_uncertainty_score":0.999901},"labels":[],"label_agreement":null},{"id":"W3189734365","doi":"10.1109/tbc.2021.3081861","title":"Integrated Inter-Tower Wireless Communications Network for Terrestrial Broadcasting and Multicasting Systems","year":2021,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"Eusko Jaurlaritza","keywords":"Computer network; Backhaul (telecommunications); Computer science; Broadcast communication network; Broadcasting (networking); Telecommunications; Multicast; Broadcast domain; Multimedia Broadcast Multicast Service; Broadcast radiation; Wireless network; Atomic broadcast; Single-frequency network; Wireless; Transmission (telecommunications)","score_opus":0.043322568029216746,"score_gpt":0.2616311430208408,"score_spread":0.21830857499162404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3189734365","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":[0.102388695,0.0013830541,0.8914399,0.00018760342,0.0014709263,0.0005547397,0.00011416524,0.0018514997,0.00060941756],"genre_scores_gemma":[0.9073038,0.00030676715,0.09167091,0.000025351237,0.00015143174,0.00027214503,0.000038424594,0.00009729382,0.00013389705],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978842,0.00012244926,0.00076679536,0.0004375866,0.0001539652,0.0006349785],"domain_scores_gemma":[0.9967257,0.0016720339,0.0001405347,0.00113884,0.00020340105,0.00011954082],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039548968,0.00039647616,0.00046062213,0.00020485702,0.0009518849,0.00031906838,0.00056243414,0.0002594959,0.0000134726215],"category_scores_gemma":[0.00019558484,0.00042946945,0.00014524216,0.00073251955,0.00020274575,0.00023952253,0.000029706076,0.0008953115,0.000006804401],"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":[0.00004929844,0.00018071919,0.00011996274,0.00020525209,0.00027474615,0.000012358385,0.0004920971,0.24718235,0.013833426,0.0001972967,0.00066555623,0.73678696],"study_design_scores_gemma":[0.00089680654,0.00008200396,0.00002432636,0.0009094042,0.00010213607,0.0001659383,0.0015724746,0.9840554,0.0040021925,0.0000621683,0.0076219277,0.00050521595],"about_ca_topic_score_codex":0.000078531484,"about_ca_topic_score_gemma":0.0001167495,"teacher_disagreement_score":0.8049151,"about_ca_system_score_codex":0.00014987745,"about_ca_system_score_gemma":0.00006413983,"threshold_uncertainty_score":0.9998157},"labels":[],"label_agreement":null},{"id":"W3202057396","doi":"10.1109/bmsb53066.2021.9547101","title":"New Study of DTV Transmitter-Identification Sequence Capacity","year":2021,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting 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":"Communications Research Centre Canada","funders":"","keywords":"Transmitter; Fading; Digital television; Computer science; Autocorrelation; Electronic engineering; Channel (broadcasting); Impulse (physics); Telecommunications; Pseudorandom number generator; Sequence (biology); Topology (electrical circuits); Algorithm; Mathematics; Electrical engineering; Engineering; Statistics; Physics","score_opus":0.057411784674145795,"score_gpt":0.2540694702286781,"score_spread":0.1966576855545323,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202057396","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":[0.9672853,0.000098986275,0.030885592,0.00011095048,0.000044587137,0.00006559356,0.0000019046912,0.00046742955,0.0010396962],"genre_scores_gemma":[0.9789428,0.000035495254,0.02081174,0.0000030092137,0.000004669086,0.0000056016534,0.0000023012603,0.000005863719,0.00018851139],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99963224,0.000011778605,0.00016081138,0.0000740585,0.00005740645,0.00006372875],"domain_scores_gemma":[0.9994559,0.000022904956,0.000015998075,0.00045234265,0.00003975919,0.000013043182],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004611757,0.00004796328,0.000074535776,0.000035988156,0.000024217956,0.000014268406,0.00017852146,0.00003075812,0.000060211263],"category_scores_gemma":[0.000021530148,0.0000474864,0.000017276532,0.00023034685,0.000012447273,0.00005896345,0.00002205239,0.000078311845,0.0000071109976],"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":[0.0000015204478,0.00029689967,0.0063096914,0.0000737426,0.00009016848,0.0000042171746,0.0024999592,0.005105404,0.64930993,0.0018234787,0.0024428344,0.33204216],"study_design_scores_gemma":[0.0005580236,0.0000839594,0.061875567,0.000035107376,0.000042685147,0.000019596191,0.005074953,0.010416182,0.9169102,0.002139653,0.0025437628,0.00030031064],"about_ca_topic_score_codex":0.0001309575,"about_ca_topic_score_gemma":0.0002151387,"teacher_disagreement_score":0.33174184,"about_ca_system_score_codex":0.000014515164,"about_ca_system_score_gemma":0.000010097782,"threshold_uncertainty_score":0.19364393},"labels":[],"label_agreement":null},{"id":"W3203786727","doi":"10.1109/bmsb53066.2021.9547080","title":"A Hybrid LDM, TDM/FDM and Hierarchical Modulation Signal Structure for In-band Distribution Link Transmission in SFN","year":2021,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting 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":"Communications Research Centre Canada","funders":"Natural Science Foundation of Shanghai","keywords":"Multiplexing; Multiplexer; Computer science; Electronic engineering; Time-division multiplexing; Spectral efficiency; Transmission (telecommunications); Computational complexity theory; Demodulation; Wireless; Computer network; Telecommunications; Channel (broadcasting); Engineering; Algorithm","score_opus":0.010051869766909135,"score_gpt":0.22177307012530664,"score_spread":0.2117212003583975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203786727","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":[0.8099024,0.0004170751,0.18854952,0.00070599,0.000017289398,0.00012519718,0.000045455694,0.0001597881,0.0000772445],"genre_scores_gemma":[0.98503524,0.00012645609,0.014552101,0.000004991524,0.000012713931,0.000011844757,0.000237715,0.00000796032,0.000010964731],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99953663,0.000014646796,0.00016695946,0.00011564556,0.00004249043,0.0001236339],"domain_scores_gemma":[0.9997396,0.00008262336,0.0000098859155,0.00012952414,0.00001929675,0.000019075349],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005957223,0.00007472957,0.000102636644,0.000058772443,0.00003872649,0.000023722812,0.0000637583,0.000086559994,0.000018169862],"category_scores_gemma":[0.00003823104,0.00006964392,0.000017863009,0.0001440136,0.000020504325,0.000061247716,0.00001718441,0.00019032316,1.6458814e-7],"study_design_candidate":"design_other","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":[0.000031232237,0.00003531482,0.003177875,0.000119484335,0.000010642354,0.0000062438844,0.00013643487,0.032900948,0.07304189,0.0032643692,0.00012660408,0.887149],"study_design_scores_gemma":[0.0008848607,0.00003716581,0.051591214,0.00009554092,0.0000061578594,0.000019917781,0.000050345316,0.85307205,0.073288515,0.016259316,0.004500508,0.0001943945],"about_ca_topic_score_codex":0.000008425036,"about_ca_topic_score_gemma":0.000056013425,"teacher_disagreement_score":0.88695455,"about_ca_system_score_codex":0.000034311703,"about_ca_system_score_gemma":0.00001231034,"threshold_uncertainty_score":0.28399965},"labels":[],"label_agreement":null},{"id":"W3212388141","doi":"10.35968/jtin.v4i1.827","title":"STUDI KASUS PERHITUNGAN KUALITAS FIELD STRENGTH PADA PERENCANAAN PENYIARAN TV DIGITAL DVB-T2 DI WILAYAH PADANG DAN PARIAMAN","year":2013,"lang":"id","type":"article","venue":"Jurnal TeknikIndustri","topic":"Telecommunications and Broadcasting Technologies","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":"WiLAN (Canada)","funders":"","keywords":"Forestry; Geography","score_opus":0.02680039594354187,"score_gpt":0.24412772536769947,"score_spread":0.2173273294241576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3212388141","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":[0.9719319,0.002396342,0.00019795986,0.0051585,0.00088094064,0.0008924712,0.00014906803,0.0013399277,0.017052941],"genre_scores_gemma":[0.99542105,0.00055706815,0.0005207711,0.00009480515,0.0005747367,0.00008762032,0.000115738396,0.00015698285,0.0024712274],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99562234,0.0001581515,0.0012887464,0.0007813692,0.00070653594,0.0014428875],"domain_scores_gemma":[0.99610025,0.00075035705,0.00042326507,0.0019994495,0.00027292027,0.00045375663],"candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00033309753,0.0009662135,0.0009268715,0.00041962994,0.0008174627,0.0014732872,0.0020732007,0.0010581181,0.0003953441],"category_scores_gemma":[0.00091665634,0.00092795125,0.00036908785,0.0009777475,0.0002758352,0.001084198,0.0009047207,0.0033917935,0.000303354],"study_design_candidate":"not_applicable","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":[0.000058214133,0.0014670317,0.1012056,0.00036562278,0.0019865793,0.00023311445,0.00262937,0.0006004441,0.0036483167,0.0028415094,0.14889084,0.7360734],"study_design_scores_gemma":[0.008135452,0.0046626823,0.24527511,0.0040526497,0.0015347889,0.0009131208,0.062059868,0.020786278,0.024389109,0.0014156797,0.6166224,0.010152855],"about_ca_topic_score_codex":0.0015756005,"about_ca_topic_score_gemma":0.00021831426,"teacher_disagreement_score":0.7259205,"about_ca_system_score_codex":0.0004306205,"about_ca_system_score_gemma":0.00023077594,"threshold_uncertainty_score":0.9995633},"labels":[],"label_agreement":null},{"id":"W4205758200","doi":"10.1037/cbs0000275.supp","title":"Supplemental Material for Association entre le temps d’écoute de la télévision et le rendement scolaire des enfants et des adolescents : Recension systématique et méta-analyse des études longitudinales réalisées à ce jour","year":2021,"lang":"fr","type":"article","venue":"Canadian Journal of Behavioural Science/Revue canadienne des sciences du comportement","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Humanities; Psychology; Art","score_opus":0.06813948620763098,"score_gpt":0.2936421142208525,"score_spread":0.22550262801322152,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205758200","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":[0.98930407,0.002653401,0.0019219684,0.0042393566,0.0008168979,0.00037982766,0.000490578,0.000042374253,0.0001515573],"genre_scores_gemma":[0.92878413,0.0010658818,0.06985009,0.000075236974,0.000058778583,0.000023685732,0.000055084136,0.000031527186,0.00005558473],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99570376,0.000584066,0.0012079288,0.0005252847,0.00045320304,0.0015257669],"domain_scores_gemma":[0.99626863,0.00020089909,0.0008480312,0.00037978194,0.001270238,0.0010324045],"candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.008906388,0.000419021,0.00058989204,0.0007774603,0.0031069613,0.0014536715,0.0013875682,0.00019367869,0.00013182056],"category_scores_gemma":[0.0010519912,0.00042386234,0.00026488997,0.0014411964,0.0031379545,0.0019295807,0.0002378532,0.00047134832,0.0000012019515],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000018761652,0.00037620522,0.92133963,0.00048619183,0.00019056551,0.00043639174,0.014408884,0.012527956,0.017194847,0.018677972,0.0009911587,0.013351457],"study_design_scores_gemma":[0.0018052564,0.0009938527,0.8917786,0.0075971116,0.00060439284,0.002549711,0.054224234,0.006035535,0.02128031,0.009066659,0.0028860362,0.0011783028],"about_ca_topic_score_codex":0.15718237,"about_ca_topic_score_gemma":0.8532164,"teacher_disagreement_score":0.696034,"about_ca_system_score_codex":0.009187972,"about_ca_system_score_gemma":0.008446853,"threshold_uncertainty_score":0.9998213},"labels":[],"label_agreement":null},{"id":"W4213423008","doi":"10.1007/s11276-021-02884-9","title":"New probabilistic SINR analysis for capacity and reception-quality studies of DTV transmitter identification systems","year":2022,"lang":"en","type":"article","venue":"Wireless Networks","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Transmitter; Autocorrelation; Interference (communication); Probabilistic logic; Noise (video); Telecommunications; Digital television; Identification (biology); Algorithm; Statistics; Mathematics; Artificial intelligence","score_opus":0.06638049299408319,"score_gpt":0.2858838134442461,"score_spread":0.21950332045016294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4213423008","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":[0.63996965,0.003253208,0.35590133,0.000101969905,0.00016181362,0.00031337846,0.000033974648,0.0002519187,0.000012719475],"genre_scores_gemma":[0.9968064,0.0003443787,0.002490417,0.00000338271,0.000028210727,0.00023697253,0.000036811965,0.000012005563,0.000041443705],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919355,0.00006730487,0.00037695406,0.00014663092,0.00008974107,0.00012579712],"domain_scores_gemma":[0.9992036,0.0002428544,0.00010476281,0.0003619503,0.000067740286,0.000019047799],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042998313,0.00009285172,0.0002807976,0.00010928578,0.00017708252,0.000023271907,0.00018600083,0.000051372193,0.000005506653],"category_scores_gemma":[0.000033817123,0.00009444441,0.00006942486,0.00053620024,0.0000660147,0.000048077778,0.000051781324,0.00014535947,1.4102248e-7],"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":[0.000008931491,0.000021212423,0.0025369555,0.00022766925,0.000478573,6.221018e-8,0.00054044323,0.9644684,0.00059583696,0.0022458867,0.00078608235,0.028089901],"study_design_scores_gemma":[0.00027260126,0.000042244654,0.014708208,0.000034188317,0.00036198288,0.0000019103904,0.0016180208,0.980641,0.00013482223,0.0011688893,0.0007931714,0.00022293508],"about_ca_topic_score_codex":0.00007357257,"about_ca_topic_score_gemma":0.00007137772,"teacher_disagreement_score":0.3568367,"about_ca_system_score_codex":0.00006712095,"about_ca_system_score_gemma":0.0000062771123,"threshold_uncertainty_score":0.38513315},"labels":[],"label_agreement":null},{"id":"W4214626992","doi":"10.1007/978-0-387-35579-5","title":"Broadband Communications","year":2000,"lang":"en","type":"book","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"RWTH Aachen University; Siemens; University of Waterloo; Tsinghua University; Télécom Paris; University of Toronto; École Polytechnique Fédérale de Lausanne; Danmarks Tekniske Universitet; Beijing University of Posts and Telecommunications; Universität Stuttgart; Imperial College London","keywords":"Broadband; Computer science; Telecommunications","score_opus":0.022814358916807383,"score_gpt":0.2280071179017215,"score_spread":0.20519275898491413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214626992","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000007829449,0.0063166367,0.00018871001,0.00013668004,0.000046548284,0.00010536133,0.000027113454,0.0035049887,0.9896661],"genre_scores_gemma":[0.0012993645,0.01318202,0.01701231,0.000028789656,0.000033735672,0.000034070392,0.0002280854,0.0000705806,0.96811104],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994945,0.000006352126,0.00020111477,0.00009496304,0.00006256824,0.0001404973],"domain_scores_gemma":[0.9973878,0.00007663139,0.000021717338,0.002471904,0.000018436389,0.000023472281],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000034413053,0.00017714655,0.00018260097,0.00013519794,0.000085959226,0.000036423397,0.0013526449,0.0003066185,0.0007032826],"category_scores_gemma":[0.000005660438,0.00017607663,0.00006380649,0.00006777688,0.0001309472,0.000037768652,0.00018157254,0.0005364714,0.0006652865],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.9624968e-7,0.000008683698,9.4418965e-7,0.000026334992,0.0000483821,7.941203e-7,0.000018484554,0.00013716504,0.000007249734,0.010385783,0.83421034,0.15515554],"study_design_scores_gemma":[0.00003909643,0.0000058718365,0.0000051446445,0.00005388754,0.000015994134,0.000009267517,0.0000042447373,0.0018184306,0.000015510486,0.0068287915,0.9909975,0.00020624383],"about_ca_topic_score_codex":0.0000034280276,"about_ca_topic_score_gemma":0.000017789798,"teacher_disagreement_score":0.15678717,"about_ca_system_score_codex":0.00009274006,"about_ca_system_score_gemma":0.000036789363,"threshold_uncertainty_score":0.85511345},"labels":[],"label_agreement":null},{"id":"W4235146662","doi":"10.5594/j1818144a","title":"SMPTE Motion Imaging Journal — Editorial Board","year":2012,"lang":"en","type":"article","venue":"SMPTE Motion Imaging Journal","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Editorial board; Computer graphics (images); Computer science; Library science","score_opus":0.009985768589312494,"score_gpt":0.22958940027852223,"score_spread":0.21960363168920974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235146662","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":[0.15749125,0.011639238,0.65286165,0.0051506874,0.16464765,0.00028507225,0.000015963322,0.003085426,0.0048230668],"genre_scores_gemma":[0.95296735,0.00062577764,0.016378013,0.000048075035,0.029845417,0.0000056937497,0.0000067745573,0.00007230226,0.000050592644],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978778,0.00011221627,0.00062991143,0.00014295109,0.00047392325,0.0007632037],"domain_scores_gemma":[0.9987234,0.000063860214,0.00026322633,0.0004121345,0.00029084,0.000246544],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013294689,0.00028434995,0.00024016103,0.0005126894,0.00079788204,0.00063410477,0.00056889496,0.000104073675,0.00015882846],"category_scores_gemma":[0.0002737709,0.0002746732,0.00018908424,0.00030787018,0.00010065737,0.0017795988,0.00012259342,0.0017953379,0.00010430174],"study_design_candidate":"not_applicable","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":[0.000015928908,0.00015233079,0.056873944,0.000038814087,0.000119018245,0.000023839457,0.0008897854,0.0058677136,0.0107160155,0.00020434547,0.2745362,0.65056205],"study_design_scores_gemma":[0.004543562,0.00008417794,0.08399045,0.0008208402,0.0003618974,0.013939741,0.0028750384,0.09659138,0.008954108,0.00710155,0.7783772,0.0023600552],"about_ca_topic_score_codex":0.00000731486,"about_ca_topic_score_gemma":8.168502e-7,"teacher_disagreement_score":0.7954761,"about_ca_system_score_codex":0.00042046112,"about_ca_system_score_gemma":0.00003284211,"threshold_uncertainty_score":0.99997056},"labels":[],"label_agreement":null},{"id":"W4238795354","doi":"10.1109/icce.2003.1218933","title":"A channel characterization technique using frequency-domain pilot time-domain correlation method for DVB-T systems","year":2003,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"","keywords":"Frequency domain; Time domain; Channel (broadcasting); Computer science; Pilot signal; Impulse response; SIGNAL (programming language); Algorithm; Impulse (physics); Correlation; Electronic engineering; Telecommunications; Mathematics; Engineering; Physics","score_opus":0.028240068636370363,"score_gpt":0.2567727882930046,"score_spread":0.22853271965663424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238795354","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018428463,0.000103428545,0.97683305,0.000035556157,0.00017267423,0.0010427897,0.000025009436,0.0016055902,0.0017534719],"genre_scores_gemma":[0.25126636,0.000014949179,0.74807537,0.000007948104,0.000019897616,0.0003989112,0.00007347533,0.00004950374,0.00009360095],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990832,0.00008725167,0.00032965848,0.00017319874,0.00007953586,0.00024711326],"domain_scores_gemma":[0.9992315,0.00014812178,0.00008595937,0.00042938962,0.00007505008,0.000029968278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059933815,0.00017589422,0.00020538176,0.00020933418,0.00016298851,0.000057378715,0.00019725139,0.00016029215,0.00001823345],"category_scores_gemma":[0.00012641316,0.0001758351,0.000043112555,0.00035487648,0.000022920136,0.00018002756,0.00002393313,0.00014420603,0.00001142144],"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":[0.000004624683,0.0000438652,0.000038438517,0.0000960127,0.00003578699,7.430792e-7,0.000118705,0.019803073,0.942954,0.036186054,0.000106838415,0.00061182847],"study_design_scores_gemma":[0.0003984148,0.00013662939,0.00005252869,0.0001317967,0.000024738698,0.00008059663,0.00028388135,0.9557115,0.02223001,0.017576108,0.0029064927,0.00046733857],"about_ca_topic_score_codex":0.00002785617,"about_ca_topic_score_gemma":0.0000030190965,"teacher_disagreement_score":0.9359084,"about_ca_system_score_codex":0.00015075035,"about_ca_system_score_gemma":0.000021000435,"threshold_uncertainty_score":0.71703476},"labels":[],"label_agreement":null},{"id":"W4238814504","doi":"10.1109/icce.1993.697676","title":"Advanced Television Signal Generation For Study Of Interference Into NTSC","year":2005,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"NTSC; Interference (communication); Computer science; SIGNAL (programming language); Telecommunications; Electronic engineering; High-definition television; Engineering","score_opus":0.031174190041719313,"score_gpt":0.2775202897861065,"score_spread":0.24634609974438718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238814504","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":[0.8821908,0.00011644584,0.11688405,0.000038627386,0.000022693936,0.00019524939,7.1560055e-7,0.00030373546,0.00024764505],"genre_scores_gemma":[0.8851532,0.000017735552,0.11473959,0.0000036659383,0.000016357262,0.000040229046,0.0000025695563,0.0000063605626,0.000020294665],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996782,0.000004909026,0.00015442376,0.00006666343,0.00003471439,0.00006111442],"domain_scores_gemma":[0.99967575,0.000033843928,0.000019331836,0.00022298553,0.00004117511,0.000006916226],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000054210523,0.000052919768,0.000073805866,0.000056269717,0.000034062476,0.000008333908,0.00016367636,0.000028057757,0.000016326347],"category_scores_gemma":[0.000024605755,0.000045696182,0.000014232795,0.00007890074,0.000009604987,0.00008158588,0.0000399642,0.000046184083,0.000002630717],"study_design_candidate":"design_other","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":[0.0000035603887,0.0000954738,0.00014651299,0.000010794946,0.000010019619,2.1669877e-8,0.00033801526,0.02770266,0.14341792,0.0001959035,0.00035323476,0.8277259],"study_design_scores_gemma":[0.0005853566,0.0005661752,0.00041998297,0.000021673424,0.000009559986,6.3204806e-7,0.0014241709,0.7555588,0.23780562,0.00020180996,0.003254811,0.00015143391],"about_ca_topic_score_codex":0.000006813638,"about_ca_topic_score_gemma":0.00013357274,"teacher_disagreement_score":0.82757443,"about_ca_system_score_codex":0.000020744023,"about_ca_system_score_gemma":0.0000026296204,"threshold_uncertainty_score":0.18634363},"labels":[],"label_agreement":null},{"id":"W4242344501","doi":"10.1109/isspit.2018.8642773","title":"Narrowband Data Transmission in TV White Space: An Experimental Performance Analysis","year":2018,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Narrowband; White spaces; Computer science; Transmission (telecommunications); Data transmission; Space (punctuation); Telecommunications; Computer network; Wireless; Cognitive radio","score_opus":0.036574441535670514,"score_gpt":0.2839843723625016,"score_spread":0.2474099308268311,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242344501","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":[0.9898106,0.00032640353,0.0056560785,0.00008738714,0.000017574357,0.000043825017,0.0000037116813,0.00051546475,0.0035389669],"genre_scores_gemma":[0.9571561,0.00008152967,0.042613443,0.0000053141434,0.000012584561,0.0000043143127,0.000042421867,0.000008591051,0.000075671625],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995486,0.000008950515,0.000119060496,0.00013839196,0.000055635403,0.0001293436],"domain_scores_gemma":[0.99905306,0.0000068316526,0.000009626587,0.0008965328,0.000010009191,0.00002394478],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009931659,0.000075455275,0.00009728092,0.00018902693,0.0000590561,0.000025031,0.0005439076,0.00005324117,0.00028862187],"category_scores_gemma":[0.0000028450556,0.000065417036,0.000014043387,0.0005769446,0.00004785045,0.0002910044,0.00008940699,0.00008947582,0.000010410783],"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":[0.000069486865,0.0007222368,0.24722691,0.00009827595,0.00048685572,0.0000069202865,0.008307447,0.03261198,0.20404778,0.00040998505,0.011087044,0.49492508],"study_design_scores_gemma":[0.0001573546,0.00007119657,0.015668029,0.000013136111,0.000022847851,0.0000018038784,0.0006681714,0.9255779,0.051251654,0.000007170961,0.006404519,0.0001562581],"about_ca_topic_score_codex":0.000032440286,"about_ca_topic_score_gemma":0.0001447753,"teacher_disagreement_score":0.89296585,"about_ca_system_score_codex":0.000020814492,"about_ca_system_score_gemma":0.0000040144687,"threshold_uncertainty_score":0.31602073},"labels":[],"label_agreement":null},{"id":"W4244668512","doi":"10.5594/m001624","title":"UHD in a Hybrid SDI/IP World","year":2015,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Semtech (Canada)","funders":"","keywords":"Computer science; Telecommunications","score_opus":0.04427226255609557,"score_gpt":0.2344605100706523,"score_spread":0.19018824751455674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244668512","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":[0.7489175,0.0009919559,0.004454991,0.0009876305,0.00015539852,0.00011254974,0.0000024615933,0.0036972656,0.2406802],"genre_scores_gemma":[0.9805966,0.000016801549,0.01849726,0.000016676378,0.000007772426,0.00001075915,0.0000015140173,0.000007853318,0.00084478117],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997278,0.000004230741,0.00008440726,0.000045367146,0.000034221135,0.00010401308],"domain_scores_gemma":[0.9996766,0.000019592235,0.000004992584,0.00026958645,0.00001004991,0.000019173913],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000071571114,0.000046377918,0.000057018693,0.00012614764,0.000008586273,0.000013106299,0.00018817015,0.000015882857,0.00002416063],"category_scores_gemma":[0.00003634801,0.000042113,0.000009907377,0.00020724359,0.000014524768,0.000046931567,0.000057786256,0.000106203646,0.00007865957],"study_design_candidate":"not_applicable","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":[0.000008913155,0.0001640816,0.025551017,0.000050904087,0.000041019033,0.00006289941,0.0005499176,0.036116123,0.0014706455,0.02461165,0.286202,0.6251708],"study_design_scores_gemma":[0.0013517382,0.00007127616,0.013275687,0.00009793841,0.000009028832,0.00007148279,0.0011462294,0.341623,0.021946024,0.024263732,0.59526795,0.00087591616],"about_ca_topic_score_codex":0.00004408287,"about_ca_topic_score_gemma":0.00032390252,"teacher_disagreement_score":0.6242949,"about_ca_system_score_codex":0.000038975522,"about_ca_system_score_gemma":0.0000058568176,"threshold_uncertainty_score":0.17173181},"labels":[],"label_agreement":null},{"id":"W4248616620","doi":"10.1007/s11277-012-0512-y","title":"Guest Editorial: Special Issue on Wireless Personal Multimedia Communications","year":2012,"lang":"en","type":"editorial","venue":"Wireless Personal Communications","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"","keywords":"Computer science; Multimedia; Wireless; Telecommunications","score_opus":0.02634523014882214,"score_gpt":0.28243209288192067,"score_spread":0.25608686273309855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248616620","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00028846925,0.0049824393,0.00003144248,0.0018995224,0.96785396,0.0008622121,0.002970348,0.0030151303,0.018096447],"genre_scores_gemma":[0.015519958,0.01805239,0.004177038,0.000039410967,0.9523717,0.0008864522,0.0076225395,0.00041077897,0.0009197089],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9947947,0.00050717057,0.0012474757,0.00070162525,0.0015463663,0.001202658],"domain_scores_gemma":[0.9843057,0.004835678,0.00050756376,0.009128891,0.0008550264,0.00036713397],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0009093477,0.0012191808,0.0012288586,0.0006699698,0.0017962552,0.0003663154,0.010591419,0.0026754495,0.00025786326],"category_scores_gemma":[0.0007175619,0.0013559501,0.00051874423,0.00093894755,0.0017559717,0.00044522586,0.0028348172,0.0074381907,0.0014902696],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023771048,0.0005524253,0.0000250964,0.00012949461,0.000286486,0.0000012773148,0.0022647576,0.000006926081,0.00012246275,0.0002799395,0.970433,0.025874384],"study_design_scores_gemma":[0.0006392253,0.0000893775,0.000035703484,0.0004982162,0.00022443982,0.000005957953,0.00093903166,0.009243404,0.000055878296,0.00004182855,0.9869024,0.0013245111],"about_ca_topic_score_codex":0.00028958166,"about_ca_topic_score_gemma":0.00087150495,"teacher_disagreement_score":0.024549872,"about_ca_system_score_codex":0.0010173175,"about_ca_system_score_gemma":0.0004232532,"threshold_uncertainty_score":0.99950325},"labels":[],"label_agreement":null},{"id":"W4250649206","doi":"10.22360/springsim.2017.cns.002","title":"DEVS-Based Modeling of Cached and Segmented Video Download Algorithms in LTE-A Cellular Networks","year":2017,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Carleton University","funders":"","keywords":"DEVS; Computer science; Cellular network; LTE Advanced; Cache; Formalism (music); Computer network; Algorithm; Cellular traffic; User equipment; Distributed computing; Telecommunications link; Real-time computing; Modeling and simulation; Base station; Simulation","score_opus":0.022344577236009876,"score_gpt":0.2334400800156379,"score_spread":0.21109550277962802,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250649206","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":[0.5690907,0.00082705927,0.42856827,0.00012756244,0.0000483761,0.000105355204,0.0000037800976,0.00035315895,0.00087569497],"genre_scores_gemma":[0.96767956,0.00012877559,0.032149,0.0000041851936,0.0000052034525,0.000010617048,0.000006859021,0.000008122084,0.000007696403],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952364,0.0000075063513,0.00018533433,0.0000926557,0.000046817288,0.00014406013],"domain_scores_gemma":[0.9992911,0.000032844437,0.000035015844,0.0005994348,0.00002277181,0.000018810051],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012650603,0.00008955123,0.0001441455,0.00008280869,0.00008100222,0.000036063793,0.00030656057,0.000092145194,0.0000066369266],"category_scores_gemma":[0.000042847874,0.00008413723,0.000019934763,0.00006168114,0.000049547813,0.00007489987,0.000104613886,0.00014993154,9.861702e-7],"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":[0.0000033120232,0.000021100162,0.0032653632,0.000028687886,0.00001466034,0.0000018602595,0.00003076971,0.95547086,0.005904461,0.00009920633,0.00003200262,0.03512769],"study_design_scores_gemma":[0.00031289636,0.000012078525,0.00039004182,0.000040587605,0.0000049833598,3.684483e-7,0.00006577707,0.99242634,0.0065512653,0.00006825538,0.000032589243,0.000094845054],"about_ca_topic_score_codex":0.00022316923,"about_ca_topic_score_gemma":0.00011901712,"teacher_disagreement_score":0.3985888,"about_ca_system_score_codex":0.00001956962,"about_ca_system_score_gemma":0.0000059826107,"threshold_uncertainty_score":0.34310165},"labels":[],"label_agreement":null},{"id":"W4255789374","doi":"10.5594/j1822744a","title":"SMPTE Motion Imaging Journal — Editorial Board","year":2012,"lang":"en","type":"article","venue":"SMPTE Motion Imaging Journal","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Editorial board; On board; Computer graphics (images); Library science; Computer science; Geography; Remote sensing","score_opus":0.009985768589312494,"score_gpt":0.22958940027852223,"score_spread":0.21960363168920974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255789374","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":[0.15749125,0.011639238,0.65286165,0.0051506874,0.16464765,0.00028507225,0.000015963322,0.003085426,0.0048230668],"genre_scores_gemma":[0.95296735,0.00062577764,0.016378013,0.000048075035,0.029845417,0.0000056937497,0.0000067745573,0.00007230226,0.000050592644],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978778,0.00011221627,0.00062991143,0.00014295109,0.00047392325,0.0007632037],"domain_scores_gemma":[0.9987234,0.000063860214,0.00026322633,0.0004121345,0.00029084,0.000246544],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013294689,0.00028434995,0.00024016103,0.0005126894,0.00079788204,0.00063410477,0.00056889496,0.000104073675,0.00015882846],"category_scores_gemma":[0.0002737709,0.0002746732,0.00018908424,0.00030787018,0.00010065737,0.0017795988,0.00012259342,0.0017953379,0.00010430174],"study_design_candidate":"not_applicable","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":[0.000015928908,0.00015233079,0.056873944,0.000038814087,0.000119018245,0.000023839457,0.0008897854,0.0058677136,0.0107160155,0.00020434547,0.2745362,0.65056205],"study_design_scores_gemma":[0.004543562,0.00008417794,0.08399045,0.0008208402,0.0003618974,0.013939741,0.0028750384,0.09659138,0.008954108,0.00710155,0.7783772,0.0023600552],"about_ca_topic_score_codex":0.00000731486,"about_ca_topic_score_gemma":8.168502e-7,"teacher_disagreement_score":0.7954761,"about_ca_system_score_codex":0.00042046112,"about_ca_system_score_gemma":0.00003284211,"threshold_uncertainty_score":0.99997056},"labels":[],"label_agreement":null},{"id":"W4281757060","doi":"10.1109/tbc.2022.3163818","title":"IEEE Transactions on Broadcasting Special Issue on: 5G Media Production, Contribution, and Distribution","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"Insight SFI Research Centre for Data Analytics; Science Foundation Ireland; European Commission","keywords":"Broadcasting (networking); The Internet; Production (economics); Computer science; Telecommunications; Consumption (sociology); Service provider; Service (business); Multimedia; Business; World Wide Web; Computer network; Marketing","score_opus":0.015324301302152402,"score_gpt":0.21946289759534743,"score_spread":0.20413859629319503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281757060","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":[0.24328017,0.0003384591,0.7358133,0.0019008839,0.009407374,0.0013972925,0.0015165444,0.0046740975,0.001671877],"genre_scores_gemma":[0.9966213,0.00021826974,0.0012371074,0.000077793,0.0009801163,0.0004003515,0.00006176265,0.000102525955,0.00030078946],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9970283,0.0001784668,0.0007493385,0.0007243933,0.0005841896,0.00073529326],"domain_scores_gemma":[0.99807966,0.0006111206,0.00017169441,0.0008015513,0.000172304,0.00016368247],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005315545,0.0005408985,0.0004547375,0.00049648463,0.0027304296,0.00013587391,0.00045206884,0.00021216285,0.0005145003],"category_scores_gemma":[0.00011380347,0.00062167825,0.00018321171,0.0012797896,0.00021816936,0.00029460134,0.000004171196,0.0019029219,0.00007982834],"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":[0.00012996595,0.0003919295,0.000013430042,0.000047064495,0.00011234203,0.000013125529,0.0006589778,0.58997375,0.0028930912,0.00008028162,0.0034671884,0.40221888],"study_design_scores_gemma":[0.0061604637,0.0029617264,0.0010133714,0.0011167718,0.00074588443,0.0015654005,0.007933612,0.26852605,0.4065503,0.0009856491,0.2974616,0.004979176],"about_ca_topic_score_codex":0.00003597039,"about_ca_topic_score_gemma":0.000053839864,"teacher_disagreement_score":0.75334114,"about_ca_system_score_codex":0.0006781132,"about_ca_system_score_gemma":0.000057328285,"threshold_uncertainty_score":0.9996235},"labels":[],"label_agreement":null},{"id":"W4285814017","doi":"10.1109/iwcmc55113.2022.9824403","title":"Towards Supporting Intelligence in 5G/6G Core Networks: NWDAF Implementation and Initial Analysis","year":2022,"lang":"en","type":"article","venue":"2022 International Wireless Communications and Mobile Computing (IWCMC)","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Core network; Reliability (semiconductor); Function (biology); Wireless network; Core (optical fiber); Data analysis; Distributed computing; Computer network; Data science; Wireless; Data mining; Telecommunications; Power (physics)","score_opus":0.026598724944056563,"score_gpt":0.3368208323129344,"score_spread":0.31022210736887784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285814017","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":[0.9643804,0.0022612433,0.03115783,0.00039988532,0.00020389004,0.0003353466,0.00004783933,0.00035671185,0.00085684087],"genre_scores_gemma":[0.9928219,0.0022889215,0.004108482,0.000048239202,0.000025203208,0.00023291472,0.00043964692,0.000022381384,0.0000123266],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99861497,0.00010040053,0.00060300913,0.00024854942,0.00019092784,0.00024212555],"domain_scores_gemma":[0.99871755,0.00028065566,0.00017158252,0.0007078255,0.00007996049,0.00004243274],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006185082,0.00016625892,0.00023984372,0.00053978676,0.0005381493,0.00010910902,0.0010706894,0.00005114221,0.00011309806],"category_scores_gemma":[0.000025760697,0.00019979902,0.00006424448,0.00093335385,0.00013525249,0.00012761871,0.0016839695,0.00057017215,7.9316646e-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":[0.000006342438,0.00009852546,0.022644468,0.000015129801,0.00024786216,0.000003041762,0.0015911114,0.17413248,0.00016900644,0.008460494,0.000111887195,0.7925196],"study_design_scores_gemma":[0.00018173612,0.000049285136,0.01090732,0.000017806035,0.000046949444,0.000022587345,0.006655016,0.97793746,0.00005712027,0.00044891145,0.0034598988,0.00021588082],"about_ca_topic_score_codex":0.00047019008,"about_ca_topic_score_gemma":0.0004785777,"teacher_disagreement_score":0.803805,"about_ca_system_score_codex":0.00017744726,"about_ca_system_score_gemma":0.000028107126,"threshold_uncertainty_score":0.81475675},"labels":[],"label_agreement":null},{"id":"W4287847025","doi":"10.1109/bmsb55706.2022.9828588","title":"5G System Level Simulation Calibration Using MATLAB 5G Toolbox","year":2022,"lang":"en","type":"article","venue":"2022 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada; University of Toronto","funders":"","keywords":"Toolbox; Computer science; MATLAB; Plug-in; Multicast; Calibration; Distributed computing; Real-time computing; Computer architecture; Operating system","score_opus":0.048949697531146516,"score_gpt":0.2694574266660697,"score_spread":0.22050772913492317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4287847025","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":[0.9408598,0.0015009348,0.03229582,0.0003698766,0.01258273,0.0015544828,0.0010725199,0.002963164,0.006800659],"genre_scores_gemma":[0.9965498,0.00005381261,0.0018857139,0.00003248784,0.00052111136,0.00021969687,0.00018343457,0.00009035743,0.0004635934],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99734104,0.00015468466,0.00083519414,0.00051380234,0.00072354573,0.00043173684],"domain_scores_gemma":[0.9984995,0.00044151294,0.0003062424,0.0004988567,0.00013978705,0.0001140842],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005208992,0.0004032026,0.00040507197,0.00039152033,0.0007659131,0.00032253948,0.0005964003,0.00017188225,0.000058362675],"category_scores_gemma":[0.000088861525,0.00042056627,0.00011087997,0.00040481274,0.00007056753,0.000356605,0.00013372654,0.0006043312,0.000013638346],"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":[0.000046227233,0.000077051125,0.00084146234,0.00015135549,0.00013345138,0.00002021878,0.0004829804,0.9486759,0.03936502,0.00027392653,0.0009737203,0.008958717],"study_design_scores_gemma":[0.00076169544,0.00009480731,0.0003041027,0.0002116996,0.000038288308,0.00019309689,0.0013007177,0.9846589,0.0014082328,0.000007807159,0.010564835,0.00045584154],"about_ca_topic_score_codex":0.000485889,"about_ca_topic_score_gemma":0.000018967197,"teacher_disagreement_score":0.05568998,"about_ca_system_score_codex":0.0007320961,"about_ca_system_score_gemma":0.00003830751,"threshold_uncertainty_score":0.99982464},"labels":[],"label_agreement":null},{"id":"W4287847151","doi":"10.1109/bmsb55706.2022.9828617","title":"Empirical Modeling of UHF Wireless Channel in HPHT SFNs: Based on Seoul Metropolitan Case","year":2022,"lang":"en","type":"article","venue":"2022 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"","keywords":"Ultra high frequency; Fading; Channel sounding; Computer science; Channel (broadcasting); Transmitter; Single-frequency network; Electronic engineering; Wireless; Transmission (telecommunications); Computer network; Telecommunications; MIMO; Engineering","score_opus":0.03503686443336746,"score_gpt":0.2781922552355664,"score_spread":0.24315539080219895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4287847151","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":[0.9891682,0.0006037615,0.002562992,0.0004455032,0.0024098502,0.00057791546,0.00037171697,0.00046263874,0.0033974033],"genre_scores_gemma":[0.9983086,0.00009858912,0.0008251579,0.00005791156,0.00019616917,0.0002862584,0.00006579238,0.00006871401,0.000092821865],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99744946,0.0001605639,0.0008524414,0.00048578382,0.00061878416,0.00043298406],"domain_scores_gemma":[0.99850076,0.0005754966,0.00020383685,0.0005022502,0.00010934048,0.0001083402],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00063911,0.0003606864,0.0004930109,0.000706564,0.0002866163,0.000079923164,0.0005593511,0.00015485122,0.00003727063],"category_scores_gemma":[0.00012431582,0.00036914303,0.00012118273,0.0005092555,0.000083488245,0.00011793246,0.00018289055,0.00080535316,0.000004359152],"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":[0.00010326315,0.0003267768,0.0016080773,0.00013621553,0.00008920592,0.00025926146,0.00060382945,0.98654515,0.003980092,0.00010179022,0.0006557444,0.005590587],"study_design_scores_gemma":[0.0011356993,0.00024404815,0.000072281146,0.00024823844,0.000018646424,0.00035343104,0.0021652482,0.9938796,0.00062560686,0.000022642169,0.0008726484,0.00036191382],"about_ca_topic_score_codex":0.0012276039,"about_ca_topic_score_gemma":0.0000706752,"teacher_disagreement_score":0.009140368,"about_ca_system_score_codex":0.0006988313,"about_ca_system_score_gemma":0.00003846789,"threshold_uncertainty_score":0.999876},"labels":[],"label_agreement":null},{"id":"W4287847190","doi":"10.1109/bmsb55706.2022.9828645","title":"Combining LDM and MIMO for Mixed Broadcast-Broadband Service Delivery in 5G","year":2022,"lang":"en","type":"article","venue":"2022 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada; University of Toronto","funders":"","keywords":"Multimedia Broadcast Multicast Service; Computer science; Broadband; Single-frequency network; Broadband networks; Computer network; Broadcasting (networking); MIMO; Multiplexing; Beamforming; Service (business); Antenna (radio); Telecommunications; Transmission (telecommunications); Multicast","score_opus":0.022568769692547324,"score_gpt":0.24496208169907213,"score_spread":0.22239331200652482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4287847190","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":[0.98766416,0.0032199784,0.00046934994,0.00085687573,0.0039884914,0.0011241876,0.00046341508,0.0006423697,0.0015711978],"genre_scores_gemma":[0.9955048,0.0006823852,0.0019077527,0.00012218663,0.0002653695,0.0008949261,0.00017464321,0.000101292026,0.0003466623],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972401,0.00012915979,0.00086081243,0.0006738421,0.0004977151,0.0005983688],"domain_scores_gemma":[0.9980692,0.00093515834,0.00024287608,0.00045364545,0.0001503062,0.00014880978],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00072033127,0.00047944806,0.0005570727,0.000520456,0.0005700927,0.00025587346,0.00068360736,0.00019068885,0.000033048615],"category_scores_gemma":[0.000122983,0.0005149089,0.00009815787,0.00044089177,0.0000989152,0.00026229935,0.00030756232,0.00075205776,0.0000068583417],"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":[0.0010553446,0.0012019612,0.022012228,0.0017383399,0.0011208215,0.00016156123,0.008457116,0.32288378,0.22070757,0.0012808077,0.02112566,0.3982548],"study_design_scores_gemma":[0.0044643176,0.00039889343,0.002554548,0.00046867164,0.000060720613,0.00033948303,0.003390285,0.8990328,0.0020989077,0.00007970364,0.08610422,0.0010074809],"about_ca_topic_score_codex":0.00092380634,"about_ca_topic_score_gemma":0.00016459069,"teacher_disagreement_score":0.576149,"about_ca_system_score_codex":0.00030746224,"about_ca_system_score_gemma":0.000037155038,"threshold_uncertainty_score":0.9997302},"labels":[],"label_agreement":null},{"id":"W4287847194","doi":"10.1109/bmsb55706.2022.9828767","title":"AI-based Inter-Tower Communication Networks: First approach","year":2022,"lang":"en","type":"article","venue":"2022 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"Eusko Jaurlaritza","keywords":"Computer science; Interactivity; Interference (communication); Convolutional neural network; Artificial neural network; Channel (broadcasting); Tower; Digital television; Artificial intelligence; Deep neural networks; Distributed computing; Computer network; Telecommunications; Multimedia; Engineering","score_opus":0.01686081420394782,"score_gpt":0.23455975361962214,"score_spread":0.2176989394156743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4287847194","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":[0.54840374,0.027099293,0.26089457,0.01682548,0.041207958,0.008686603,0.0021391537,0.015242999,0.079500176],"genre_scores_gemma":[0.99404883,0.00041120226,0.0033488155,0.0002177457,0.00027930408,0.0007552624,0.00035800884,0.00008821618,0.00049259636],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976449,0.00015378899,0.0007181351,0.0005022691,0.00052977586,0.00045113382],"domain_scores_gemma":[0.99812895,0.0005195723,0.00023892285,0.00086032355,0.00013162459,0.00012061302],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00062462554,0.00041040016,0.00039542242,0.00034260724,0.00083925674,0.00029253893,0.0011807412,0.0001649307,0.00011729138],"category_scores_gemma":[0.00008007628,0.00041864763,0.00013189005,0.0004085271,0.00014793417,0.00020951209,0.00038496478,0.0010715498,0.000011657224],"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":[0.00008377541,0.00034583098,0.0019880247,0.00010411728,0.00021218958,0.000011137376,0.0005706272,0.9455008,0.0015311587,0.00021016996,0.027472613,0.021969546],"study_design_scores_gemma":[0.0008959739,0.00011832753,0.00019917249,0.00014968847,0.000025992365,0.00008335604,0.0005246114,0.8955297,0.00017071038,0.000012898351,0.10186016,0.00042940886],"about_ca_topic_score_codex":0.0002883185,"about_ca_topic_score_gemma":0.000025316796,"teacher_disagreement_score":0.4456451,"about_ca_system_score_codex":0.00039461235,"about_ca_system_score_gemma":0.00002547328,"threshold_uncertainty_score":0.99982655},"labels":[],"label_agreement":null},{"id":"W4287847336","doi":"10.1109/bmsb55706.2022.9828705","title":"MIMO Integration for Wireless Backhaul and Inter-Tower Communications in ATSC 3.0","year":2022,"lang":"en","type":"article","venue":"2022 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"Ministerio de Economía y Competitividad","keywords":"Backhaul (telecommunications); MIMO; Computer science; Wireless; Computer network; Broadcasting (networking); Wireless broadband; Backward compatibility; Software deployment; Wireless network; Telecommunications; Electronic engineering; Engineering; Channel (broadcasting)","score_opus":0.030609781414451538,"score_gpt":0.2733066463186766,"score_spread":0.2426968649042251,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4287847336","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":[0.9730228,0.0034114083,0.0074638394,0.002833916,0.005097681,0.002032796,0.0007430082,0.00094560225,0.00444893],"genre_scores_gemma":[0.99369204,0.00089281495,0.0034894142,0.00005857737,0.00014424435,0.0010044292,0.00021046613,0.000056565143,0.00045142637],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982212,0.000102757185,0.00065832125,0.0004120017,0.00027804993,0.00032764554],"domain_scores_gemma":[0.99834764,0.0007002071,0.00017580728,0.00059016055,0.000106510175,0.00007968847],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00056382496,0.00030024277,0.00034502638,0.00038010688,0.00042207056,0.00018658224,0.00076519005,0.00012575134,0.000029252267],"category_scores_gemma":[0.000109993256,0.00030815217,0.00007305809,0.00027864226,0.0001382461,0.00020622033,0.0003797471,0.00063200045,0.0000036381216],"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":[0.00045845116,0.0011389104,0.012973109,0.00052235165,0.0006132193,0.000032958495,0.008417198,0.03897692,0.16649224,0.0041988487,0.022168588,0.74400723],"study_design_scores_gemma":[0.0014960221,0.00021198064,0.0007549526,0.0002869545,0.000024855432,0.00010984388,0.0023499653,0.93527144,0.00091318844,0.000088302804,0.05802163,0.00047084488],"about_ca_topic_score_codex":0.00034653416,"about_ca_topic_score_gemma":0.00015895948,"teacher_disagreement_score":0.89629453,"about_ca_system_score_codex":0.00028253713,"about_ca_system_score_gemma":0.000020688689,"threshold_uncertainty_score":0.99993706},"labels":[],"label_agreement":null},{"id":"W4312728264","doi":"10.1109/tbc.2022.3222988","title":"Evaluation of ATSC 3.0 and 3GPP Rel-17 5G Broadcasting Systems for Mobile Handheld Applications","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Broadcasting (networking); Mobile device; Physical layer; Computer network; Operating expense; Software deployment; Multimedia Broadcast Multicast Service; Telecommunications; Wireless; Operating system; Multicast","score_opus":0.042555750650105376,"score_gpt":0.2715083195440257,"score_spread":0.22895256889392035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312728264","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":[0.15672931,0.0053530233,0.8312225,0.00004724228,0.0005560694,0.0027609137,0.0003558233,0.0017508635,0.0012243057],"genre_scores_gemma":[0.9879448,0.00017529263,0.0057807853,0.000007200881,0.000042462634,0.005868493,0.000014730071,0.000078530335,0.0000877278],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981975,0.00011834127,0.0005623389,0.0003227198,0.00047959265,0.00031948579],"domain_scores_gemma":[0.99836296,0.00055565697,0.00017379608,0.00057316385,0.00027994192,0.000054476437],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013659827,0.00022791437,0.0002891237,0.00035971715,0.0009492774,0.00005530541,0.00032984116,0.00009859756,0.000032092106],"category_scores_gemma":[0.00004939563,0.0002666843,0.00010160071,0.00059792266,0.00008605226,0.0001392017,0.000010617884,0.00044725515,0.000002717925],"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":[0.000009409399,0.00007615141,0.0000110667615,0.0001070067,0.00006304837,1.7742603e-7,0.0002201489,0.7266428,0.0053369747,0.000052068837,0.00015685108,0.2673243],"study_design_scores_gemma":[0.0009048365,0.0002716065,0.000032393265,0.0001124201,0.00027948045,0.00006600413,0.0024717324,0.977015,0.008333718,0.00020499411,0.009944785,0.00036298728],"about_ca_topic_score_codex":0.000049504244,"about_ca_topic_score_gemma":0.000012014041,"teacher_disagreement_score":0.83121544,"about_ca_system_score_codex":0.00024628235,"about_ca_system_score_gemma":0.00006040003,"threshold_uncertainty_score":0.99997854},"labels":[],"label_agreement":null},{"id":"W4315474730","doi":"10.1109/tbc.2022.3232220","title":"Hybrid-Mux Signal Structure and Resource Allocation for In-Band Distribution Link and ITND Transmission in SFN Environment","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"National Natural Science Foundation of China","keywords":"Computer science; Multiplexing; Spectral efficiency; Computer network; Electronic engineering; MIMO; Spatial multiplexing; Orthogonal frequency-division multiplexing; Telecommunications; Channel (broadcasting); Engineering","score_opus":0.014407198717461378,"score_gpt":0.21657667715032153,"score_spread":0.20216947843286015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315474730","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":[0.69049776,0.00031354566,0.30810192,0.00034059116,0.00004057299,0.0002985583,0.00008586128,0.000306863,0.000014300554],"genre_scores_gemma":[0.9968377,0.00044615456,0.002529907,0.0000054797833,0.000018049841,0.00006921171,0.000051555395,0.000025549543,0.000016397962],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914724,0.000025558216,0.00026756496,0.0002305754,0.00008614743,0.00024289903],"domain_scores_gemma":[0.9995121,0.00024257568,0.00003018927,0.00016641455,0.000008952484,0.00003976541],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017412819,0.00015715644,0.00015078085,0.00023842053,0.00016805493,0.000035269662,0.00009010557,0.000116256,0.00000630776],"category_scores_gemma":[0.000010918424,0.00016731447,0.000025836765,0.0002594919,0.00005396578,0.000100978665,0.0000024652784,0.00032357455,0.0000012266873],"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":[0.0000282892,0.00002425075,0.00018216333,0.00012314877,0.000011541704,0.0000027072554,0.00033551553,0.3308412,0.025890823,0.000017611865,0.000036604808,0.6425061],"study_design_scores_gemma":[0.0014596288,0.00015710625,0.008630907,0.00039952318,0.00003403586,0.000033481607,0.00040303444,0.87604606,0.10710586,0.00080000836,0.004484306,0.00044605037],"about_ca_topic_score_codex":0.000017285836,"about_ca_topic_score_gemma":0.000019630328,"teacher_disagreement_score":0.6420601,"about_ca_system_score_codex":0.00009416484,"about_ca_system_score_gemma":0.000007548936,"threshold_uncertainty_score":0.68228865},"labels":[],"label_agreement":null},{"id":"W4323570250","doi":"10.31289/jite.v6i2.8270","title":"5G NR Network Planning Analysis using 700 Mhz and 2.3 Ghz Frequency in The Jababeka Industrial Area","year":2023,"lang":"en","type":"article","venue":"JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING","topic":"Telecommunications and Broadcasting Technologies","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":"Encana (Canada)","funders":"","keywords":"SIGNAL (programming language); Telecommunications link; Non-line-of-sight propagation; Cellular network; Electronic engineering; Computer science; Bandwidth (computing); Signal strength; Interference (communication); Telecommunications; Engineering; Antenna (radio); Wireless","score_opus":0.047166727776371084,"score_gpt":0.2508743836280768,"score_spread":0.2037076558517057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323570250","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":[0.98140234,0.0016768503,0.016349737,0.00009313927,0.000056693465,0.000079186706,0.0000021441838,0.000117253556,0.00022266508],"genre_scores_gemma":[0.9600004,0.0018892529,0.03804255,0.000011697234,0.000033368833,0.0000041805188,0.0000070607116,0.000010873516,6.412542e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989517,0.000025194642,0.0006743433,0.000032712524,0.0001231414,0.00019292037],"domain_scores_gemma":[0.9990291,0.00033521658,0.00019780335,0.00036015373,0.00004521512,0.000032531658],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00097233074,0.000120953344,0.0002442714,0.0006124369,0.00011777003,0.00011143177,0.0004504153,0.00010099584,0.0000015103647],"category_scores_gemma":[0.0001323293,0.0000971099,0.000050634142,0.0014790336,0.000029006282,0.00031119853,0.0000926371,0.00060232205,3.9306002e-7],"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":[0.0000012247795,0.0000048439433,0.0069347364,0.000022627262,0.0001153169,9.792191e-7,0.0014853375,0.98636246,0.00007999968,0.00013358388,0.00007118531,0.0047877007],"study_design_scores_gemma":[0.00022677708,0.000024821507,0.013462732,0.00013897027,0.000081991435,0.00005779578,0.0018478334,0.9827895,0.000025226338,0.00017548607,0.0010420188,0.00012681383],"about_ca_topic_score_codex":0.0000063959083,"about_ca_topic_score_gemma":0.0000043862347,"teacher_disagreement_score":0.021692812,"about_ca_system_score_codex":0.00004189999,"about_ca_system_score_gemma":0.000013557371,"threshold_uncertainty_score":0.39600268},"labels":[],"label_agreement":null},{"id":"W4323646062","doi":"10.1109/fnwf55208.2022.00123","title":"Towards Interaction and Conflict Management in AI-assisted Operational Control Loops in 6G","year":2022,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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 Toronto","funders":"","keywords":"Computer science; Distributed computing; Control (management); Resource management (computing); Conflict management; Wireless; Wireless network; Artificial intelligence; Telecommunications","score_opus":0.019419436159953677,"score_gpt":0.2570767552637728,"score_spread":0.23765731910381915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323646062","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":[0.96071327,0.00053571677,0.0063244393,0.0033053448,0.00017058548,0.000458115,0.000012776856,0.00066041655,0.02781931],"genre_scores_gemma":[0.9969475,0.000065790184,0.002622251,0.00010872093,0.0000025750865,0.00013904412,0.000010077212,0.000005445174,0.00009856932],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99964845,0.000019049816,0.00013248196,0.00007163309,0.00005135927,0.00007700757],"domain_scores_gemma":[0.9998357,0.00002154523,0.0000084306685,0.00012066703,0.000006505971,0.0000071340837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010402361,0.000049965045,0.00006668584,0.00017667236,0.000040276936,0.000023001297,0.00010193874,0.00001785781,0.0001239041],"category_scores_gemma":[0.000007038086,0.00005194669,0.000008150545,0.00017225294,0.000010768769,0.00006762979,0.00009895207,0.00017913627,0.0000017702606],"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":[0.000061043116,0.00032469613,0.020290844,0.000075585696,0.00012392983,0.000043443604,0.000679479,0.26662216,0.0032357809,0.059717868,0.005360706,0.64346445],"study_design_scores_gemma":[0.0022134248,0.000067725356,0.2322219,0.00002317738,0.000008634197,0.000036370056,0.003090072,0.68506426,0.00034628718,0.00041857807,0.07623978,0.00026978573],"about_ca_topic_score_codex":0.000100112105,"about_ca_topic_score_gemma":0.00014619732,"teacher_disagreement_score":0.6431947,"about_ca_system_score_codex":0.000094453615,"about_ca_system_score_gemma":0.000003894256,"threshold_uncertainty_score":0.21183245},"labels":[],"label_agreement":null},{"id":"W4323787401","doi":"10.33137/ic.v22i.39933","title":"Reaching Out to the Mainstream with CINEMA INSIEME","year":2022,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Movie theater; Mainstream; Art; Visual arts; Political science; Law","score_opus":0.013843831116012827,"score_gpt":0.19218545210150698,"score_spread":0.17834162098549414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323787401","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":[0.91434056,0.0010874554,0.00083557295,0.02539808,0.0004903965,0.0005733372,0.00026130676,0.0016682486,0.055345066],"genre_scores_gemma":[0.9970382,0.0000043530945,0.0018552244,0.00035437942,0.00002446924,0.000081524144,0.000012184189,0.000024880934,0.00060479454],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994866,0.0000149721445,0.00008719958,0.00009597839,0.000092345595,0.00022288204],"domain_scores_gemma":[0.99929726,0.000021964763,0.00001286133,0.0005856176,0.000010007188,0.00007227808],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008962382,0.000084731946,0.00007149792,0.00009464824,0.00031521262,0.000036030564,0.0005064568,0.000017297434,0.00006616957],"category_scores_gemma":[0.000024289711,0.00006731447,0.000017659297,0.0003153142,0.000020964268,0.00003368774,0.00009004302,0.00023764416,0.000022398417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007670397,0.00002793457,0.0026779382,0.000025880101,0.00014886622,0.00012593341,0.0044998503,0.15040527,0.0004206344,0.007442253,0.5433051,0.29091266],"study_design_scores_gemma":[0.00007640823,0.000058642232,0.001629734,0.000010214803,0.000007690812,0.000038055667,0.0020693403,0.0023867902,0.00006878464,0.000085289146,0.9934024,0.00016665547],"about_ca_topic_score_codex":0.0045500603,"about_ca_topic_score_gemma":0.08971534,"teacher_disagreement_score":0.4500973,"about_ca_system_score_codex":0.00026065472,"about_ca_system_score_gemma":0.00004125389,"threshold_uncertainty_score":0.92689496},"labels":[],"label_agreement":null},{"id":"W4327772257","doi":"10.1109/ickecs56523.2022.10060043","title":"Knowledge Expansion Algorithm of Heterogeneous Network Big Data Based on Improved K-means Algorithm","year":2022,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Western University","funders":"","keywords":"Computer science; Cluster analysis; Algorithm; Scalability; Wireless network; Big data; Quality of service; Distributed computing; Throughput; Heterogeneous network; Wireless; Computer network; Data mining; Database; Telecommunications; Artificial intelligence","score_opus":0.043612008448506864,"score_gpt":0.24945678070406432,"score_spread":0.20584477225555747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327772257","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":[0.0065841046,0.0024853477,0.98143494,0.00018560467,0.001452168,0.000511198,0.0005896379,0.0033347132,0.0034222992],"genre_scores_gemma":[0.56156284,0.00010921882,0.43746743,0.00004909275,0.00013205319,0.00008882771,0.00038481492,0.00006576001,0.00014000096],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990738,0.000047760994,0.0002661563,0.00023379877,0.00012235304,0.00025610926],"domain_scores_gemma":[0.9978482,0.0001351686,0.000046201585,0.001908652,0.000030525785,0.000031238607],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000247483,0.00015348168,0.0001887944,0.00013100427,0.00018770572,0.000014823959,0.0011784089,0.000060548555,0.00008784678],"category_scores_gemma":[0.000022792234,0.00014970382,0.00004781986,0.00047173814,0.000040347884,0.00003862272,0.0008700162,0.0002951439,0.0000066841976],"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":[0.0000024096369,0.000093129034,0.000008825066,0.000010792252,0.000019572277,0.0000018503182,0.000019140078,0.13401257,0.0004979717,0.000011679513,0.0036945972,0.86162746],"study_design_scores_gemma":[0.00022743238,0.00015141639,0.000025647118,0.00001315464,0.000010930297,0.000006338873,0.00007597668,0.9618436,0.0019410826,0.000059586113,0.03548169,0.0001631632],"about_ca_topic_score_codex":0.00003888258,"about_ca_topic_score_gemma":0.000026018684,"teacher_disagreement_score":0.8614643,"about_ca_system_score_codex":0.00006536251,"about_ca_system_score_gemma":0.00003112523,"threshold_uncertainty_score":0.61047447},"labels":[],"label_agreement":null},{"id":"W4328019646","doi":"10.22555/pjets.v10i1.700","title":"The Applications, Challenges and Future of LiFi","year":2022,"lang":"en","type":"article","venue":"Pakistan Journal of Engineering Technology & Science","topic":"Telecommunications and Broadcasting 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":"Trojan Technologies (Canada)","funders":"","keywords":"Cloud computing; Computer science; The Internet; Telecommunications; Wireless; Internet of Things; Bandwidth (computing); State (computer science); Multimedia; World Wide Web; Operating system","score_opus":0.008363740072776847,"score_gpt":0.23162432642158043,"score_spread":0.22326058634880358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4328019646","genre_codex":"review","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":[0.4498923,0.52263266,0.015972452,0.008532675,0.0008445027,0.00033278746,0.000011125871,0.0011205269,0.00066098437],"genre_scores_gemma":[0.97204936,0.0126320245,0.015259733,0.0000015557108,0.000023454086,0.000022885966,7.216819e-8,0.000008648281,0.0000022957495],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993057,0.0000062123304,0.0002733198,0.00007667252,0.000171045,0.00016703535],"domain_scores_gemma":[0.9992949,0.00008262998,0.000110750065,0.00039350864,0.00009343013,0.000024800107],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006938762,0.00007435614,0.00012190364,0.00041115674,0.00026975037,0.000015715288,0.001165469,0.000029363475,0.0000014416479],"category_scores_gemma":[0.0000553508,0.000058795726,0.000023309178,0.0008236749,0.000396436,0.000075933116,0.00025550617,0.00043748043,1.6375299e-7],"study_design_candidate":"not_applicable","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":[0.000003695713,0.00002433384,0.00016283711,0.00004168114,0.00003099607,0.0000036629876,0.00025275873,0.009093795,0.02588745,0.20229195,0.000054571134,0.76215225],"study_design_scores_gemma":[0.00044259368,0.0004375994,0.004769663,0.000073529634,0.0000395232,0.0014045635,0.014512007,0.018647842,0.017369784,0.017571086,0.9242693,0.00046247535],"about_ca_topic_score_codex":2.1106509e-7,"about_ca_topic_score_gemma":4.2533495e-7,"teacher_disagreement_score":0.9242148,"about_ca_system_score_codex":0.000060829534,"about_ca_system_score_gemma":0.000033076467,"threshold_uncertainty_score":0.23976201},"labels":[],"label_agreement":null},{"id":"W4352990949","doi":"10.54691/bcpbm.v36i.3506","title":"Research on the Development of WeChat Channels under the Background of Short Video","year":2023,"lang":"en","type":"article","venue":"BCP Business & Management","topic":"Telecommunications and Broadcasting Technologies","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":"University of British Columbia","funders":"","keywords":"SWOT analysis; Competition (biology); Channel (broadcasting); Computer science; Order (exchange); Quality (philosophy); Telecommunications; Business; Marketing","score_opus":0.1783925926737069,"score_gpt":0.34151624016821075,"score_spread":0.16312364749450384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4352990949","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":[0.9928316,0.00014896407,0.0010661801,0.0021328996,0.00014345619,0.00039068022,0.0000016084414,0.000322287,0.0029623634],"genre_scores_gemma":[0.9977736,0.0003034841,0.0014498167,0.000008974857,0.000012213619,0.00015434243,0.0000054193583,0.000018417699,0.0002737301],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9990821,0.00003363956,0.00023852382,0.00010996542,0.00031629685,0.00021946717],"domain_scores_gemma":[0.9988452,0.00021512713,0.000025216663,0.0007980361,0.00010788435,0.000008491535],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010094827,0.00009336145,0.00010650072,0.0002612481,0.00017618817,0.000022902077,0.0008033047,0.00003779866,0.000020157577],"category_scores_gemma":[0.000010625305,0.000056022982,0.000023781045,0.0016990573,0.000118674565,0.00003432487,0.0005653469,0.00014483854,0.000045569668],"study_design_candidate":"observational","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":[0.000013962725,0.0001580191,0.000030249017,0.0006526304,0.00037410329,0.000003679736,0.0006222025,0.12682684,0.001433001,0.067004554,0.015435975,0.7874448],"study_design_scores_gemma":[0.00038193943,0.000017389144,0.81200147,0.0009782013,0.000054494332,0.0000018126079,0.05669283,0.013077826,0.022232277,0.012633036,0.08140642,0.00052227546],"about_ca_topic_score_codex":0.000010002352,"about_ca_topic_score_gemma":0.000017197592,"teacher_disagreement_score":0.81197125,"about_ca_system_score_codex":0.00005095747,"about_ca_system_score_gemma":0.000011411059,"threshold_uncertainty_score":0.22845508},"labels":[],"label_agreement":null},{"id":"W4367663484","doi":"10.1109/tbc.2023.3268948","title":"Development of an Ultra-Long-Range Wireless Backhaul Solution Using ATSC 3.0","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","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":"Humber Polytechnic","funders":"","keywords":"Backhaul (telecommunications); Telecommunications; Computer science; Wireless; Computer network; Terrain; Microwave; Wireless broadband; Electronic engineering; Wireless network; Engineering; Geography","score_opus":0.057532546996122355,"score_gpt":0.2726019886220782,"score_spread":0.21506944162595582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367663484","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":[0.6692049,0.000030893592,0.32864687,0.000011270131,0.00023478323,0.000118110576,0.00001388373,0.0015550216,0.00018427869],"genre_scores_gemma":[0.9464241,0.000045066066,0.05337612,0.0000036991337,0.000023073253,0.00003283698,0.000009845405,0.00005650449,0.00002871221],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866855,0.00003160844,0.00047305843,0.00022709124,0.00020871866,0.00039094745],"domain_scores_gemma":[0.9992084,0.00010992704,0.00007854875,0.00047360608,0.00006721008,0.00006231964],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002642319,0.00021777072,0.0002281901,0.00044628064,0.00041669497,0.000033361255,0.00032898923,0.00015533286,0.000023726017],"category_scores_gemma":[0.000009971655,0.00024296177,0.000075684475,0.0010100271,0.000072846866,0.0002423499,0.000002997186,0.0003389392,0.000041229105],"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":[0.000010752419,0.0000975147,0.00006892916,0.00013287106,0.00006250804,0.0000050904127,0.0010088289,0.29405373,0.24474414,0.0000074848876,0.000017233597,0.45979092],"study_design_scores_gemma":[0.00034053286,0.000048152935,0.00091447117,0.00028435237,0.000034983823,0.000032387514,0.0008104965,0.5946758,0.4022275,0.000018706813,0.00021590423,0.000396744],"about_ca_topic_score_codex":0.000029436129,"about_ca_topic_score_gemma":0.000101742946,"teacher_disagreement_score":0.4593942,"about_ca_system_score_codex":0.00013917679,"about_ca_system_score_gemma":0.00004325635,"threshold_uncertainty_score":0.9907694},"labels":[],"label_agreement":null},{"id":"W4380537452","doi":"10.5267/j.ijdns.2023.3.021","title":"Improved flat mobile core network architecture for 5G mobile communication systems","year":2023,"lang":"en","type":"article","venue":"International Journal of Data and Network Science","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Max-Planck-Gesellschaft","keywords":"Computer network; Core network; Computer science; Network architecture; Default gateway; Changeover; Handover; Mobility management; Distributed computing; Telecommunications","score_opus":0.03907194350070931,"score_gpt":0.3140964957364394,"score_spread":0.2750245522357301,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380537452","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":[0.87485397,0.023605656,0.09256707,0.00085977773,0.0053481655,0.0011058293,0.00036601556,0.0008103262,0.00048321122],"genre_scores_gemma":[0.9738144,0.0034543395,0.022210373,0.00001711599,0.00036648515,0.000030811523,0.00007765274,0.000010846866,0.000017935114],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914014,0.000012824155,0.00030736695,0.00012094439,0.00021102467,0.00020772086],"domain_scores_gemma":[0.998706,0.00030137965,0.00015350869,0.0005623956,0.00023201926,0.00004470489],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011285307,0.00008139779,0.0001303417,0.00014068595,0.00019937442,0.00017753383,0.0025727914,0.00004381454,0.0000019681956],"category_scores_gemma":[0.000093467206,0.00006798599,0.000025333322,0.0004920145,0.00019599183,0.0004282385,0.0004170481,0.0002027503,0.0000013417784],"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":[0.00001867454,0.000009150154,0.0005662758,0.000014624742,0.00005820307,0.0000018940701,0.00012275249,0.8432986,0.0018579839,0.0006476385,0.024126844,0.12927736],"study_design_scores_gemma":[0.00022987004,0.000088752706,0.00039749025,0.00018311622,0.0000117824975,0.00008516071,0.00020172958,0.90712565,0.00010839386,0.0016266295,0.089831136,0.00011028193],"about_ca_topic_score_codex":0.000005596938,"about_ca_topic_score_gemma":0.000010664501,"teacher_disagreement_score":0.1291671,"about_ca_system_score_codex":0.00003769737,"about_ca_system_score_gemma":0.00004043686,"threshold_uncertainty_score":0.47809294},"labels":[],"label_agreement":null},{"id":"W4382449040","doi":"10.23977/jeis.2023.080108","title":"Design of Reconfigurable Power Amplifier Based on Smith Chart Matching","year":2023,"lang":"en","type":"article","venue":"Journal of Electronics and Information Science","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Amplifier; Smith chart; Computer science; Electronic engineering; Linear amplifier; Power (physics); Realization (probability); Matching (statistics); Direct-coupled amplifier; Power bandwidth; Electrical engineering; RF power amplifier; Engineering; Operational amplifier; Telecommunications; Impedance matching; Bandwidth (computing)","score_opus":0.017115989818951075,"score_gpt":0.23737616914426082,"score_spread":0.22026017932530975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382449040","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":[0.78388804,0.0004582155,0.20560196,0.0009165875,0.00024151642,0.00016675514,0.0000037794894,0.00021017886,0.008512957],"genre_scores_gemma":[0.9954205,0.00074442406,0.00379124,0.000033265485,0.0000025598997,9.863462e-7,3.317998e-7,0.0000022997722,0.0000043599102],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993996,0.000005548172,0.00026001132,0.00002478634,0.00017345053,0.00013659304],"domain_scores_gemma":[0.99951303,0.00006739958,0.0001373268,0.000121018296,0.00013858682,0.000022627384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009931491,0.000043777247,0.000078723715,0.0004400982,0.00008577336,0.000060657756,0.00023043045,0.000023712832,0.0000058397072],"category_scores_gemma":[0.000104251776,0.00003469972,0.000015333728,0.0006438792,0.000051218707,0.0011556464,0.000011851804,0.00015193169,0.0000042797697],"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":[0.000026011468,0.000017875602,0.000078077,0.000051113115,0.000012193837,4.7423543e-7,0.00094516174,0.8799201,0.040804558,0.011584901,0.0019744835,0.06458503],"study_design_scores_gemma":[0.00036829372,0.00058440515,0.0027384243,0.00014834346,0.0000057516736,0.00002719539,0.00055806123,0.93204606,0.04296005,0.0023044327,0.018103968,0.00015502318],"about_ca_topic_score_codex":4.0990136e-7,"about_ca_topic_score_gemma":5.441856e-8,"teacher_disagreement_score":0.21153249,"about_ca_system_score_codex":0.00004111641,"about_ca_system_score_gemma":0.000112865,"threshold_uncertainty_score":0.14150135},"labels":[],"label_agreement":null},{"id":"W4385871896","doi":"10.1109/bmsb58369.2023.10211183","title":"A Link Level Study on LDM for Mixed Broadcast-Broadband Service Delivery in 5G","year":2023,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada; University of Toronto","funders":"","keywords":"Broadband; Computer science; Broadband networks; Multimedia Broadcast Multicast Service; Single-frequency network; Computer network; Service (business); Multiplexing; Transmission (telecommunications); Beamforming; Telecommunications; Multicast","score_opus":0.09335713414304612,"score_gpt":0.28598828369052054,"score_spread":0.1926311495474744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385871896","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":[0.99409115,0.000067251975,0.0006783731,0.0010121185,0.00012489416,0.0005431682,0.00002222274,0.0023306652,0.001130163],"genre_scores_gemma":[0.99589485,0.0000424234,0.0034134032,0.000038853377,0.000031332194,0.00023511543,0.000018248766,0.00003387121,0.00029189492],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999239,0.000015957412,0.00022332759,0.0001716523,0.00008309689,0.00026692523],"domain_scores_gemma":[0.9991294,0.0002488455,0.00001787096,0.0005348135,0.000046040703,0.000023015089],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019396564,0.00014085119,0.00016377126,0.0003071145,0.00006973927,0.00003482692,0.00039784168,0.00009507047,0.000010090364],"category_scores_gemma":[0.000072029376,0.00013212262,0.000034456156,0.0008396136,0.000011281289,0.00006612234,0.000097480195,0.0001873715,0.00011735516],"study_design_candidate":"design_other","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":[0.00008072035,0.0006587401,0.0073198,0.0002853765,0.000214772,0.000026043688,0.0037764942,0.10294065,0.010561554,0.0009350195,0.041236803,0.831964],"study_design_scores_gemma":[0.0060814004,0.0010659962,0.29744917,0.00029489046,0.00005999072,0.000009547695,0.02613104,0.5921801,0.014758412,0.0019950496,0.058439825,0.0015345931],"about_ca_topic_score_codex":0.00020265378,"about_ca_topic_score_gemma":0.00072383904,"teacher_disagreement_score":0.83042943,"about_ca_system_score_codex":0.00004813545,"about_ca_system_score_gemma":0.000010443254,"threshold_uncertainty_score":0.5387804},"labels":[],"label_agreement":null},{"id":"W4385882106","doi":"10.1109/bmsb58369.2023.10211504","title":"DRL based Flexible LDM Scheme for Mixed Unicast-Broadcast Transmission in 5G","year":2023,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"National Natural Science Foundation of China","keywords":"Unicast; Computer science; Scheduling (production processes); Computer network; Scheme (mathematics); Broadcasting (networking); Markov chain; Markov process; Markov decision process; Multimedia Broadcast Multicast Service; Multicast; Distributed computing; Mathematical optimization","score_opus":0.035363386597459544,"score_gpt":0.2682443992246508,"score_spread":0.23288101262719127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385882106","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":[0.66909975,0.002214984,0.2615188,0.01060783,0.00050663645,0.0018883983,0.000072015835,0.03021486,0.023876721],"genre_scores_gemma":[0.8476248,0.00020985742,0.15103999,0.000022452183,0.000013043034,0.000104245526,0.000056058452,0.00004477395,0.0008848186],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924636,0.0000115502535,0.00022396844,0.0001490252,0.000071149945,0.00029797648],"domain_scores_gemma":[0.9992752,0.00017447089,0.000014778068,0.00047524413,0.00002530102,0.00003500492],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001968789,0.00012641576,0.00014955486,0.00031185066,0.00006701893,0.000025978561,0.00036780044,0.00012691766,0.000052931384],"category_scores_gemma":[0.00005979557,0.000117921074,0.000059420083,0.00085413386,0.00002997651,0.000073745636,0.000035423833,0.00016250231,0.000052104413],"study_design_candidate":"design_other","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":[0.000028385099,0.00010900961,0.00052980054,0.00028552042,0.00003091629,0.0000050278586,0.00014203721,0.0452578,0.08040102,0.0032434617,0.050942045,0.819025],"study_design_scores_gemma":[0.0006458343,0.00003766051,0.00069009594,0.000073755924,0.0000043150867,9.813435e-7,0.00018156311,0.6806481,0.049335156,0.00058558164,0.26759458,0.00020237877],"about_ca_topic_score_codex":0.000022507182,"about_ca_topic_score_gemma":0.000019114885,"teacher_disagreement_score":0.8188226,"about_ca_system_score_codex":0.00004399029,"about_ca_system_score_gemma":0.000018877321,"threshold_uncertainty_score":0.4808682},"labels":[],"label_agreement":null},{"id":"W4387777098","doi":"10.23977/jeis.2023.080407","title":"Research on non-stationary characteristics under large-scale multi-antenna vehicle occlusion conditions","year":2023,"lang":"en","type":"article","venue":"Journal of Electronics and Information Science","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Fading; Channel (broadcasting); Transmission (telecommunications); Wireless; Antenna (radio); Delay spread; Computer science; Antenna height considerations; Electronic engineering; Telecommunications; Engineering","score_opus":0.035215355439881336,"score_gpt":0.3381794538555325,"score_spread":0.30296409841565114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387777098","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":[0.9901438,0.00007053434,0.0085879825,0.00058519805,0.00011374016,0.00005989072,0.000014553109,0.000071803406,0.00035251305],"genre_scores_gemma":[0.9968752,0.001970258,0.0010622467,0.000053671327,0.000011187949,0.0000021909527,0.000009418027,0.0000034232428,0.000012366065],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909526,0.000010698311,0.00028123934,0.0000408889,0.00032671506,0.00024522445],"domain_scores_gemma":[0.9991956,0.0000940823,0.00009061734,0.00013815655,0.00043673432,0.0000448556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013097803,0.00004980097,0.00007409213,0.0007357971,0.0004513236,0.000112164926,0.0002722112,0.000037735015,0.000004869451],"category_scores_gemma":[0.00012098329,0.000042100553,0.000017965947,0.001257306,0.00012329165,0.0015248673,0.00008436702,0.00036071165,0.000028671686],"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":[0.00014510933,0.0006647636,0.008210703,0.00036518034,0.000119099306,0.000022792568,0.015830606,0.15333414,0.47396106,0.17166547,0.036109384,0.13957168],"study_design_scores_gemma":[0.00030123704,0.00019755891,0.112947635,0.00005331359,0.0000027666078,0.000023703506,0.0023298631,0.87312794,0.0015192855,0.00072208734,0.008688207,0.0000864118],"about_ca_topic_score_codex":6.580392e-7,"about_ca_topic_score_gemma":0.0000015106608,"teacher_disagreement_score":0.7197938,"about_ca_system_score_codex":0.00010571944,"about_ca_system_score_gemma":0.000117448755,"threshold_uncertainty_score":0.3471262},"labels":[],"label_agreement":null},{"id":"W4388428560","doi":"10.35444/ijana.2023.15307","title":"Efficient Resource Allocation for Overlay D2D Communication: A Comprehensive Review","year":2023,"lang":"en","type":"review","venue":"International Journal of Advanced Networking and Applications","topic":"Telecommunications and Broadcasting Technologies","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 British Columbia","funders":"","keywords":"Overlay; Computer science; Resource allocation; Resource (disambiguation); Distributed computing; Computer network; Operating system","score_opus":0.05867089417123909,"score_gpt":0.3555706417158744,"score_spread":0.2968997475446353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388428560","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000002018268,0.987124,0.011053607,0.0003471955,0.00022414395,0.00082183833,0.000051426636,0.00023154238,0.0001441793],"genre_scores_gemma":[0.00004902308,0.98911846,0.0095135365,0.000043997097,0.00039932338,0.00060941454,0.00017395418,0.000061806815,0.000030511865],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984527,0.00004838657,0.00096754846,0.00016415404,0.00020642256,0.00016076025],"domain_scores_gemma":[0.9973204,0.00096694,0.000747044,0.000489696,0.00042562324,0.000050282117],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029955863,0.00024180267,0.00072034076,0.00026179833,0.00014275436,0.000060223392,0.0010298361,0.00013413225,0.0000017984344],"category_scores_gemma":[0.0000502899,0.00022100113,0.00026309362,0.00040967413,0.00008093402,0.000043619133,0.00016191878,0.00044737099,0.0000059224008],"study_design_candidate":"design_other","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":[0.0000021020467,0.000019262861,9.1563344e-8,0.0039061445,0.00022956611,6.213373e-7,0.000012701454,0.008312942,0.000001126511,0.00072485703,0.0036501598,0.9831404],"study_design_scores_gemma":[0.00014025874,0.000016109314,6.4818676e-7,0.02884752,0.00024496473,0.000095715775,0.000036162684,0.0018407073,6.9420224e-7,0.00043155212,0.96816254,0.00018312926],"about_ca_topic_score_codex":4.5949463e-7,"about_ca_topic_score_gemma":6.276962e-7,"teacher_disagreement_score":0.9829573,"about_ca_system_score_codex":0.00014849694,"about_ca_system_score_gemma":0.00005062332,"threshold_uncertainty_score":0.90121645},"labels":[],"label_agreement":null},{"id":"W4389919956","doi":"10.1109/iotm.001.2300082","title":"Enabling Massive IoT Services in the Future Horizontal 6G Network: From Use Cases to a Flexible System Architecture","year":2023,"lang":"en","type":"article","venue":"IEEE Internet of Things Magazine","topic":"Telecommunications and Broadcasting Technologies","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":"Royal Military College of Canada","funders":"","keywords":"Architecture; Internet of Things; Computer science; Network architecture; Computer architecture; Telecommunications; Embedded system; Computer network; Geography","score_opus":0.01725043580961914,"score_gpt":0.2311729589571771,"score_spread":0.21392252314755797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389919956","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":[0.9950051,0.00061220414,0.001230734,0.00070577895,0.0005938438,0.00024202402,0.000037316368,0.0013083952,0.00026463502],"genre_scores_gemma":[0.9908547,0.000051506446,0.0085658785,0.00008446769,0.00024161946,0.00004424774,0.000030465995,0.00003456351,0.00009259835],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989613,0.000042339743,0.00032547908,0.00019377997,0.00016418147,0.00031290727],"domain_scores_gemma":[0.9988645,0.0004068671,0.00008361589,0.00057535025,0.00003955382,0.000030167157],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002131054,0.00019514025,0.00025826547,0.00024058382,0.000042396063,0.000111937006,0.0009885131,0.00012778245,0.000008893498],"category_scores_gemma":[0.000048459366,0.00014660398,0.00006863778,0.0007523235,0.000027848473,0.00012121823,0.000222943,0.00043545262,0.000058828693],"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":[0.00030808366,0.00016166421,0.010979793,0.0018984239,0.0006169192,0.0009103614,0.03946884,0.6449901,0.050397515,0.0022231853,0.08796611,0.16007903],"study_design_scores_gemma":[0.00233123,0.0011834796,0.046804246,0.009454911,0.00026597964,0.00053905096,0.040672798,0.5442617,0.048004698,0.002516318,0.30127463,0.0026909544],"about_ca_topic_score_codex":0.00087104336,"about_ca_topic_score_gemma":0.0008706329,"teacher_disagreement_score":0.21330851,"about_ca_system_score_codex":0.00006375091,"about_ca_system_score_gemma":0.00000688072,"threshold_uncertainty_score":0.5978337},"labels":[],"label_agreement":null},{"id":"W4390444846","doi":"10.18280/ts.400634","title":"Augmenting Face Detection in Extremely Low-Light CCTV Footage Using the EDCE Enhancement Model","year":2023,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Artificial intelligence; Face (sociological concept); Computer science; Computer vision; Pattern recognition (psychology); Sociology","score_opus":0.038175287466329304,"score_gpt":0.2445621685423903,"score_spread":0.20638688107606099,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390444846","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":[0.7827332,0.00012548966,0.21565695,0.00017059354,0.00007293635,0.00024564657,0.0000029125451,0.00066860736,0.00032368136],"genre_scores_gemma":[0.9970773,0.00006291491,0.002648387,0.000015937752,0.000027906408,0.000084607316,0.0000052643986,0.000024665962,0.00005301304],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990131,0.00002497526,0.00030326255,0.00015911176,0.00017179975,0.0003277271],"domain_scores_gemma":[0.999578,0.00004584236,0.00004714857,0.00029068833,0.000018613478,0.000019729605],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034982598,0.00014835174,0.00011627049,0.00017767661,0.00018701551,0.000056344627,0.00032489424,0.00005809006,0.000034249308],"category_scores_gemma":[0.000013265934,0.0001266097,0.000045011977,0.0005314119,0.000025552426,0.000115937546,0.00012078498,0.00020697319,0.000017617876],"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":[0.0000051239263,0.000039088132,0.00010146962,0.000039029193,0.0000258833,0.0000023987764,0.0007375297,0.5238621,0.4143998,0.000086371365,0.00017477565,0.06052644],"study_design_scores_gemma":[0.00020436633,0.000015436906,0.00035152456,0.000058128644,0.000008960017,0.0000010637866,0.000542186,0.89523906,0.10268327,0.00015594771,0.0006042385,0.00013580367],"about_ca_topic_score_codex":0.000020787176,"about_ca_topic_score_gemma":0.00006809667,"teacher_disagreement_score":0.37137696,"about_ca_system_score_codex":0.0001290723,"about_ca_system_score_gemma":0.000010952589,"threshold_uncertainty_score":0.5162993},"labels":[],"label_agreement":null},{"id":"W4390939535","doi":"10.1109/mcom.2024.10401869","title":"Series Editorial: Mobile Communications and Networks","year":2024,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Telecommunications and Broadcasting Technologies","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":"Polytechnique Montréal","funders":"","keywords":"Computer science; Telecommunications; Software deployment; Computer network; Standardization; Cover (algebra)","score_opus":0.020337036181998027,"score_gpt":0.2662189010254646,"score_spread":0.24588186484346655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390939535","genre_codex":"review","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":[0.013899312,0.7337726,0.050964337,0.018122146,0.04875782,0.0028106275,0.0003582965,0.04008586,0.09122899],"genre_scores_gemma":[0.85289466,0.10285723,0.041708913,0.00002519478,0.001286325,0.0006164011,0.00010788269,0.00008328912,0.00042009665],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991018,0.00007018927,0.00033757262,0.00016450726,0.000095263145,0.0002306274],"domain_scores_gemma":[0.99480265,0.0004392357,0.000028868082,0.00458075,0.00009154907,0.00005694624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025981042,0.00019414983,0.00018596271,0.00019608771,0.00037368987,0.00024318352,0.0019929856,0.00017127478,0.000012900245],"category_scores_gemma":[0.00003582013,0.00019902983,0.000052796884,0.0006479746,0.00056952477,0.00036901163,0.0007899297,0.00062938343,0.00008627714],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006101912,0.0001711862,0.00017460428,0.0002569828,0.0002666406,0.0000026439818,0.0007750805,0.0049165827,0.006411693,0.047550436,0.70504045,0.2344276],"study_design_scores_gemma":[0.00006895877,0.000035639838,0.000045276178,0.00010028973,0.000030487692,0.00002840656,0.00009579438,0.16445193,0.00008014752,0.001317048,0.83354425,0.00020177623],"about_ca_topic_score_codex":0.000010375244,"about_ca_topic_score_gemma":0.00013609682,"teacher_disagreement_score":0.83899534,"about_ca_system_score_codex":0.000066365246,"about_ca_system_score_gemma":0.000024650402,"threshold_uncertainty_score":0.81162006},"labels":[],"label_agreement":null},{"id":"W4391092857","doi":"10.1109/tvt.2024.3356532","title":"Security Performance Analysis of Single-User Downlink Communication Based on Double-RIS","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University; Memorial University of Newfoundland","funders":"National Natural Science Foundation of China","keywords":"Telecommunications link; Computer science; Computer network","score_opus":0.013086301099063167,"score_gpt":0.22897039439372918,"score_spread":0.215884093294666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391092857","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":[0.789513,0.00080060126,0.20338786,0.0010192499,0.00015532249,0.00022518916,0.000052219333,0.0041703186,0.0006762773],"genre_scores_gemma":[0.9956028,0.00047643489,0.0037146201,0.00001702891,0.0000035832054,0.00011047937,0.000020798116,0.000032712764,0.00002155301],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902266,0.000026258953,0.00034370535,0.00023857858,0.00015068227,0.0002181141],"domain_scores_gemma":[0.9982531,0.00012508861,0.000042391894,0.001484264,0.00007183294,0.000023294837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001552451,0.00020165887,0.00030435267,0.0022184912,0.000139596,0.000031183106,0.00060082413,0.00040783535,0.000052272506],"category_scores_gemma":[0.0000053481663,0.00019791028,0.00019321473,0.0034728928,0.0002151617,0.00009560475,0.0000054483335,0.0007736196,0.000030323099],"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":[0.000024424138,0.000270505,0.00009701007,0.00011535037,0.00072591513,0.0000032570197,0.00007600979,0.9174538,0.010385634,0.0009628203,0.000084943225,0.06980028],"study_design_scores_gemma":[0.0002398709,0.00015603738,0.00009859933,0.00015356779,0.00044008926,0.000004076505,0.00006638267,0.7721085,0.2227144,0.00013580595,0.0036720363,0.00021064203],"about_ca_topic_score_codex":0.000015919339,"about_ca_topic_score_gemma":0.00005886218,"teacher_disagreement_score":0.21232876,"about_ca_system_score_codex":0.00013636613,"about_ca_system_score_gemma":0.000018079802,"threshold_uncertainty_score":0.8070547},"labels":[],"label_agreement":null},{"id":"W4391128902","doi":"10.1109/ictc58733.2023.10392381","title":"A D-band 1-channel Beamforming Transmitter Integrated Circuits for 6G mobile communication","year":2023,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Kootenay Association for Science & Technology","funders":"","keywords":"Transmitter; RFIC; Beamforming; Electronic engineering; Electrical engineering; CMOS; Channel (broadcasting); Bandwidth (computing); Engineering; Computer science; Telecommunications","score_opus":0.024511863513991403,"score_gpt":0.24479283918826375,"score_spread":0.22028097567427235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391128902","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":[0.7374784,0.0010649697,0.23754607,0.00080219563,0.00018910077,0.0012559319,0.0000734191,0.013653307,0.007936601],"genre_scores_gemma":[0.9911122,0.00037767374,0.007468987,0.00002000659,0.000008786589,0.0005457797,0.000122015284,0.000031108713,0.00031349342],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994666,0.0000082303795,0.00018213694,0.00009115693,0.000046112382,0.00020577839],"domain_scores_gemma":[0.9992611,0.00014933292,0.000017219867,0.00050692144,0.00004552806,0.000019889048],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014668322,0.00010349266,0.00011385983,0.0001606513,0.00013585117,0.00003630152,0.00037942218,0.00009279849,0.000018295328],"category_scores_gemma":[0.000029452558,0.000093769806,0.000050231167,0.00044151145,0.00003550379,0.00010868614,0.000031107844,0.00014301161,0.000035007226],"study_design_candidate":"design_other","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":[0.000010096052,0.0001286917,0.00020443359,0.0003665362,0.00021233033,0.0000015275419,0.0038971647,0.07124407,0.052037947,0.003105558,0.057187922,0.8116037],"study_design_scores_gemma":[0.0010991814,0.00018651247,0.00052217976,0.00020929369,0.000044940367,0.000014371816,0.005681864,0.6995881,0.09075307,0.008510859,0.19261351,0.00077612326],"about_ca_topic_score_codex":0.00001826316,"about_ca_topic_score_gemma":0.000034027413,"teacher_disagreement_score":0.8108276,"about_ca_system_score_codex":0.00003186773,"about_ca_system_score_gemma":0.000006787243,"threshold_uncertainty_score":0.38238218},"labels":[],"label_agreement":null},{"id":"W4393823766","doi":"10.5281/zenodo.7990545","title":"FUDGE-5G Tracking data","year":2023,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Telecommunications and Broadcasting Technologies","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":"Nutrasource","funders":"European Commission","keywords":"Tracking (education); Computer science; Sociology","score_opus":0.11260440317801577,"score_gpt":0.2818273314055305,"score_spread":0.16922292822751472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393823766","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003893288,0.00030342108,0.0005731713,0.00020603697,0.00023253764,0.00024534698,0.98813325,0.0072253705,0.0030419047],"genre_scores_gemma":[0.00052116334,0.0019416807,0.0003550925,0.00001668345,0.00014245072,5.030157e-8,0.9951927,0.0017323144,0.00009788083],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99850416,0.00010670064,0.0003022125,0.00042704656,0.0002683401,0.00039155057],"domain_scores_gemma":[0.9966704,0.00004900379,0.00008076154,0.0029357867,0.00018729309,0.000076720156],"candidate_categories":["metaepi_narrow","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005551076,0.00022178708,0.00021085511,0.000418303,0.0012941133,0.00088283163,0.0056466334,0.00021640652,0.0017761032],"category_scores_gemma":[0.0010304452,0.00024842692,0.000038572525,0.0007797015,0.00012852116,0.00023132641,0.0042514647,0.0008319588,0.03329303],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020763423,0.000024608744,2.931214e-8,0.00013374278,0.000050083934,0.000010556028,0.000023347147,0.00013008268,0.000071382645,0.000023060187,0.907717,0.091814026],"study_design_scores_gemma":[0.00010943621,0.00003550404,0.000018268514,0.00008048565,0.00002584424,0.000050362865,0.00007452911,0.0011236584,0.000026913393,0.000051537867,0.9981471,0.00025637305],"about_ca_topic_score_codex":0.000037494086,"about_ca_topic_score_gemma":0.0000031446662,"teacher_disagreement_score":0.09155765,"about_ca_system_score_codex":0.00012335696,"about_ca_system_score_gemma":0.000002672951,"threshold_uncertainty_score":0.9999968},"labels":[],"label_agreement":null},{"id":"W4393846516","doi":"10.5281/zenodo.3897566","title":"Cleveland RadioSet","year":2020,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Telecommunications and Broadcasting Technologies","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":"Princess Margaret Cancer Centre","funders":"","keywords":"Computer science","score_opus":0.039473615684876014,"score_gpt":0.2293985552361888,"score_spread":0.1899249395513128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393846516","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000037662467,0.00023518507,0.00061887567,0.00031375157,0.00012411262,0.0002313112,0.9890024,0.0037405926,0.0056960755],"genre_scores_gemma":[0.0010015756,0.0012151328,0.0005925971,0.00004556059,0.00012442344,4.5961865e-8,0.99589914,0.0010803821,0.000041160307],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989239,0.00009300876,0.00023721243,0.00026722098,0.00019468497,0.0002839987],"domain_scores_gemma":[0.99879813,0.000022847853,0.000061981926,0.00088655116,0.00013113802,0.00009932469],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001871524,0.00019841395,0.00020169815,0.00022782147,0.0009476104,0.000544318,0.0021041108,0.00018639192,0.0037660927],"category_scores_gemma":[0.00045034697,0.00021674822,0.00005086584,0.0004678759,0.00011332578,0.000090956324,0.00140332,0.00073911255,0.01620905],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004126739,0.00002067476,2.9822285e-8,0.000118002325,0.000045680867,0.000008921467,0.000038715003,0.000072675524,0.000071706396,0.00005634857,0.960039,0.039524082],"study_design_scores_gemma":[0.00015072373,0.00007091218,0.000012870677,0.000039003535,0.000019369267,0.000071623224,0.00004161573,0.0003106203,0.0000464689,0.000053217576,0.9989534,0.00023016808],"about_ca_topic_score_codex":0.000006866971,"about_ca_topic_score_gemma":3.464578e-7,"teacher_disagreement_score":0.039293915,"about_ca_system_score_codex":0.0001156701,"about_ca_system_score_gemma":0.0000019041967,"threshold_uncertainty_score":0.9971446},"labels":[],"label_agreement":null},{"id":"W4394564128","doi":"10.23919/jcin.2024.10494943","title":"Spatio-Temporal Service Analysis in Multi-Layer Non-Terrestrial Networks","year":2024,"lang":"en","type":"article","venue":"Journal of Communications and Information Networks","topic":"Telecommunications and Broadcasting Technologies","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":"Simon Fraser University; Memorial University of Newfoundland","funders":"","keywords":"Layer (electronics); Service (business); Computer science; Service layer; Telecommunications; Business; Materials science; Quality of service; Nanotechnology","score_opus":0.027071617775884124,"score_gpt":0.26962787175693,"score_spread":0.24255625398104586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394564128","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":[0.08219638,0.014966894,0.89875346,0.0018920383,0.00050914125,0.00024725968,0.000009131066,0.00029064575,0.0011350284],"genre_scores_gemma":[0.972106,0.01118653,0.016503409,0.00006196472,0.00004248147,0.0000102209915,0.00007737706,0.000008628014,0.000003406999],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887884,0.000042528864,0.0008055449,0.000041383195,0.000091583555,0.00014011862],"domain_scores_gemma":[0.9989222,0.00017918143,0.00016648391,0.0005780001,0.000110454406,0.000043665932],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005088407,0.00011545124,0.00023108465,0.000740583,0.000098018914,0.0002419098,0.0005948489,0.00014168085,0.000010050719],"category_scores_gemma":[0.000018848237,0.00010321544,0.00008832004,0.0016981814,0.000046182813,0.0015999959,0.0001549581,0.0006794111,0.0000031385923],"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":[0.000009177713,0.000023006167,0.0021170503,0.000021307496,0.0002125584,8.104268e-7,0.00047263099,0.9110348,0.0000018214142,0.00038204205,0.0010009971,0.08472377],"study_design_scores_gemma":[0.00026089183,0.000022102207,0.0056380634,0.000105568855,0.00008652403,0.000014090562,0.00020341783,0.9596292,0.0000015639516,0.00003441592,0.03390297,0.00010124058],"about_ca_topic_score_codex":0.00003940234,"about_ca_topic_score_gemma":0.0003054082,"teacher_disagreement_score":0.8899096,"about_ca_system_score_codex":0.000060908613,"about_ca_system_score_gemma":0.000027733055,"threshold_uncertainty_score":0.42090034},"labels":[],"label_agreement":null},{"id":"W4396752925","doi":"10.2139/ssrn.4820782","title":"Automated Orchestration of Virtualized Mobile Core Network Deployments","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Orchestration; Computer science; Core (optical fiber); Network Functions Virtualization; Core network; Operating system; Computer network; Cloud computing; Telecommunications","score_opus":0.018140447427032372,"score_gpt":0.2742298080908022,"score_spread":0.25608936066376986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396752925","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":[0.9371977,0.04600612,0.009176013,0.0000894986,0.0010278563,0.0004821265,0.00002289256,0.005227511,0.0007703107],"genre_scores_gemma":[0.9805134,0.016415603,0.0026400955,0.0000028907903,0.00013931157,0.00006208597,0.000040630028,0.00007390261,0.00011210224],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9979167,0.000040317478,0.00055385777,0.00017489135,0.00018209017,0.0011321353],"domain_scores_gemma":[0.9991498,0.00005031421,0.00018978676,0.0005011923,0.000076908706,0.000032027703],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0007793429,0.00025707964,0.00034127262,0.0001913334,0.00008090727,0.00007139995,0.00067334576,0.0003598993,0.000010211333],"category_scores_gemma":[0.00003585309,0.00024344228,0.00015707288,0.00028368915,0.000052050953,0.00004163439,0.00041450548,0.0045709703,0.00001540772],"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":[0.000026667585,0.000086494336,0.00028433383,0.00037213575,0.0016172961,0.0000066713624,0.000247979,0.86232245,0.0027511981,0.040191274,0.0039409264,0.08815258],"study_design_scores_gemma":[0.0003658958,0.0002663696,0.00010183255,0.00071491435,0.00021850633,0.00021441064,0.00056723034,0.3488312,0.00076967914,0.646186,0.0012801638,0.0004838212],"about_ca_topic_score_codex":0.000024112433,"about_ca_topic_score_gemma":0.00013013296,"teacher_disagreement_score":0.6059947,"about_ca_system_score_codex":0.00080511137,"about_ca_system_score_gemma":0.00085383956,"threshold_uncertainty_score":0.99772555},"labels":[],"label_agreement":null},{"id":"W4396949284","doi":"10.1109/tbc.2024.3394296","title":"LDPC-Coded LDM Systems Employing Non-Uniform Injection Level for Combining Broadcast and Multicast/Unicast Services","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"National Natural Science Foundation of China","keywords":"Unicast; Multicast; Computer science; Broadcasting (networking); Low-density parity-check code; Computer network; Multimedia Broadcast Multicast Service; Decoding methods; Electronic engineering; Telecommunications; Engineering","score_opus":0.03927519536850563,"score_gpt":0.26425512937839585,"score_spread":0.22497993400989022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396949284","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":[0.20920864,0.0011726104,0.78367496,0.000079016376,0.0014700356,0.0006729829,0.00016791746,0.003159524,0.00039430466],"genre_scores_gemma":[0.97272485,0.00027112724,0.026209049,0.00001954915,0.000101583944,0.00032727444,0.000016511942,0.00014774539,0.0001823116],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980434,0.00003302899,0.0006265602,0.00050248357,0.0002076192,0.0005868973],"domain_scores_gemma":[0.9984788,0.00065652747,0.00007578244,0.00056234136,0.00011287749,0.00011372628],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035992774,0.0004398644,0.0004010193,0.00061707955,0.0007534042,0.00055256987,0.00036716004,0.00024399848,0.000008330267],"category_scores_gemma":[0.000019835206,0.00045629553,0.00014466493,0.0006846358,0.000106115745,0.00056131143,0.000013517115,0.0007463642,0.000027408967],"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":[0.000042351796,0.00010707889,0.000042278207,0.002203929,0.00031199947,0.000012342308,0.002184591,0.5231968,0.023403823,0.00019026062,0.00013296933,0.44817156],"study_design_scores_gemma":[0.0005694542,0.00019946056,0.000052638123,0.0014361163,0.00011086774,0.00023780481,0.0022807985,0.9863436,0.0059670364,0.00005820879,0.0022330845,0.00051090145],"about_ca_topic_score_codex":0.00018362161,"about_ca_topic_score_gemma":0.00007431434,"teacher_disagreement_score":0.7635162,"about_ca_system_score_codex":0.00019091573,"about_ca_system_score_gemma":0.000031780957,"threshold_uncertainty_score":0.9997889},"labels":[],"label_agreement":null},{"id":"W4397019942","doi":"10.36227/techrxiv.171591520.09330388/v1","title":"Cross-Layer Management Framework for Enhancing XR-Based System Security in Zero-Trust Wireless Communications","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Carleton University","funders":"","keywords":"Zero (linguistics); Wireless; Layer (electronics); Computer science; Computer security; Computer network; Business; Telecommunications; Nanotechnology; Materials science","score_opus":0.03155460250281229,"score_gpt":0.3093496988586383,"score_spread":0.277795096355826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4397019942","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":[0.18830034,0.007207493,0.7649917,0.0011093386,0.0016004244,0.003293201,0.00032713462,0.012560716,0.02060963],"genre_scores_gemma":[0.7717918,0.00025713813,0.22611502,0.00001519812,0.000024774923,0.0015275582,0.0000993133,0.00008013462,0.00008906865],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982998,0.00003940637,0.00070259115,0.00042097896,0.00014286888,0.0003943636],"domain_scores_gemma":[0.995685,0.00038409128,0.00009318863,0.0037180465,0.00007923393,0.00004043152],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004792452,0.00037835172,0.00044100478,0.0004492895,0.0001604592,0.00033039568,0.0022131463,0.00067259563,0.000013162541],"category_scores_gemma":[0.00004665302,0.0003952334,0.00018038228,0.00041275093,0.00010924785,0.000039119106,0.0028950798,0.0017763947,0.00003788185],"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":[0.00001876012,0.00026917088,0.0010919665,0.02882743,0.00057869026,0.000016470456,0.0008618121,0.19078714,0.0002444743,0.7425019,0.002266364,0.032535803],"study_design_scores_gemma":[0.00026521852,0.000015196934,0.00023735713,0.0054991306,0.000095773095,0.0000023028201,0.001023388,0.923438,0.0028220527,0.06170258,0.00416878,0.0007302336],"about_ca_topic_score_codex":0.00011201756,"about_ca_topic_score_gemma":0.000440102,"teacher_disagreement_score":0.7326509,"about_ca_system_score_codex":0.00058970886,"about_ca_system_score_gemma":0.00004224335,"threshold_uncertainty_score":0.99985},"labels":[],"label_agreement":null},{"id":"W4398267603","doi":"10.7910/dvn/pkjufn/lwlx3y","title":"FCC2003.264.ran","year":2020,"lang":"en","type":"dataset","venue":"Harvard Dataverse","topic":"Telecommunications and Broadcasting Technologies","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":"Natural Resources Canada","funders":"","keywords":"Ran; Computer science; Computer network","score_opus":0.02072840809989138,"score_gpt":0.22565303576755313,"score_spread":0.20492462766766176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398267603","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000008452943,0.0000073383926,0.00012331869,0.000012272686,0.00036605948,0.00013597247,0.99758524,0.0014126404,0.00034873455],"genre_scores_gemma":[0.000050622457,0.0019029751,0.0035003133,0.00008779204,0.000109907865,0.000029012435,0.994251,0.000038653907,0.000029693132],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990507,0.000020114587,0.0002619512,0.00024880923,0.00014669014,0.0002717483],"domain_scores_gemma":[0.9978097,0.00005727844,0.00005724574,0.0019744036,0.000024843583,0.00007653464],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006713702,0.00028819975,0.00029690884,0.00014354892,0.0000826768,0.00008455956,0.0014517407,0.00031182164,0.0036698226],"category_scores_gemma":[0.00023196696,0.00030241752,0.00007399506,0.00027142654,0.00007566218,0.00012756625,0.0005708607,0.0007352841,0.15566614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022716054,0.000014116149,5.9542583e-7,0.00012315103,0.000055420373,0.000028620145,0.000006886122,0.00009193833,0.000028991397,0.000015957548,0.99759096,0.0020410807],"study_design_scores_gemma":[0.00012700108,0.000018437768,0.0000060371176,0.00005674278,0.000056367233,0.000011331932,0.00004057387,0.0005292849,0.000057438378,0.000020318756,0.9987508,0.00032566048],"about_ca_topic_score_codex":0.000052706448,"about_ca_topic_score_gemma":0.000049719987,"teacher_disagreement_score":0.15199633,"about_ca_system_score_codex":0.00006295612,"about_ca_system_score_gemma":0.000028087043,"threshold_uncertainty_score":0.9999428},"labels":[],"label_agreement":null},{"id":"W4399154693","doi":"10.1109/wf-iot58464.2023.10539536","title":"M-IIoT System for Reducing Bandwidth Costs in Cloud-Hybrid Multimedia Pipelines","year":2023,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Western University","funders":"","keywords":"Computer science; Computer network; Cloud computing; Bandwidth (computing); Packet loss; Network packet; The Internet; Real-time computing; Multimedia; Operating system","score_opus":0.021698302240121668,"score_gpt":0.2500867370046081,"score_spread":0.22838843476448642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399154693","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":[0.95941633,0.00066950236,0.018982258,0.0005372489,0.0012851392,0.00074738177,0.000051664992,0.013817593,0.004492899],"genre_scores_gemma":[0.9785874,0.00009437484,0.020862041,0.0000040756786,0.00007052178,0.00012182143,0.00003248593,0.000028085635,0.00019919506],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935853,0.000008801735,0.0002251594,0.00012010586,0.000050228104,0.00023715307],"domain_scores_gemma":[0.99933547,0.00023245323,0.000018285646,0.0003639801,0.00002821929,0.000021598764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021057195,0.00009938876,0.000143217,0.00021034242,0.00005133727,0.00002538417,0.0002610762,0.000057362384,0.000004823016],"category_scores_gemma":[0.00015200362,0.000091905385,0.000033986846,0.000383697,0.000018253797,0.000048137175,0.00006902245,0.00010872348,0.000053231444],"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":[0.000024920359,0.0000659173,0.0030500584,0.0010829234,0.00007897719,0.000025011599,0.00066741277,0.12092715,0.021718714,0.002165529,0.13433778,0.7158556],"study_design_scores_gemma":[0.00041449524,0.000017116974,0.0007646384,0.0001986523,0.000005432582,0.0000082228835,0.00082099566,0.96912396,0.022137297,0.00007845865,0.00623626,0.00019447613],"about_ca_topic_score_codex":0.00008607294,"about_ca_topic_score_gemma":0.000064430686,"teacher_disagreement_score":0.8481968,"about_ca_system_score_codex":0.000109328204,"about_ca_system_score_gemma":0.0000080023965,"threshold_uncertainty_score":0.37477928},"labels":[],"label_agreement":null},{"id":"W4399665702","doi":"10.1109/jiot.2024.3414863","title":"Co-Route Fiber Recognition and Status Diagnosis Based on Integrated Sensing and Communication in 6G Transport Networks","year":2024,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":22,"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 du Québec à Montréal","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Computer science; Computer network; Fiber; Telecommunications","score_opus":0.022382627384061344,"score_gpt":0.24341728098744206,"score_spread":0.2210346536033807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399665702","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":[0.9841968,0.0021423097,0.012675254,0.00020627091,0.00011819064,0.00006938832,0.000010269538,0.00019761226,0.0003839176],"genre_scores_gemma":[0.9876739,0.0028611952,0.00936997,0.000029463072,0.000011200447,0.0000033855615,0.000020460438,0.000019228923,0.00001119871],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937177,0.000043072123,0.00029486607,0.00008612156,0.00007076227,0.0001334327],"domain_scores_gemma":[0.9994939,0.00024128225,0.000052772593,0.0001421015,0.000037668156,0.000032292337],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003224441,0.00010692587,0.00014588269,0.00026645252,0.00003267371,0.000093660026,0.00011701071,0.00009992085,0.000020129064],"category_scores_gemma":[0.00003771688,0.00009748672,0.00003087906,0.00014473927,0.0000700947,0.000201883,0.000010303332,0.00072469236,0.0000016670647],"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":[0.000050930954,0.000042010543,0.0061033173,0.00013392315,0.00008132332,0.000032629712,0.0021507922,0.015240356,0.0007795914,0.000010581312,0.0015533937,0.97382116],"study_design_scores_gemma":[0.00037263037,0.000101366764,0.0032937387,0.0032910912,0.000031121384,0.000104279185,0.00022368785,0.9835689,0.0058972086,0.00053678214,0.0024052677,0.00017393786],"about_ca_topic_score_codex":0.00019209986,"about_ca_topic_score_gemma":0.00005323751,"teacher_disagreement_score":0.97364724,"about_ca_system_score_codex":0.00007625364,"about_ca_system_score_gemma":0.000011235738,"threshold_uncertainty_score":0.39753932},"labels":[],"label_agreement":null},{"id":"W4400276287","doi":"10.1109/wcnc57260.2024.10571199","title":"Analysis of NIST Lightweight Cryptographic Algorithms Performance in IoT Security Environments based on MQTT","year":2024,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Brandon University","funders":"East Tennessee State University","keywords":"NIST; MQTT; Computer science; Cryptography; Cryptographic protocol; Internet of Things; Cryptographic primitive; Computer security","score_opus":0.008189363471608464,"score_gpt":0.212000936908935,"score_spread":0.20381157343732656,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400276287","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":[0.9889484,0.0005928329,0.004509609,0.00010606467,0.00005565991,0.00007785814,0.000016254928,0.0005500548,0.005143272],"genre_scores_gemma":[0.9947498,0.00031267593,0.0048629153,0.0000069488883,0.0000039954093,0.000016276199,0.000013297681,0.000010761238,0.00002334067],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99944377,0.000010290842,0.00019270885,0.00012612285,0.00010091026,0.00012618834],"domain_scores_gemma":[0.9994764,0.000062328734,0.000012870285,0.0004297949,0.000003645453,0.000015002599],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010577917,0.0000981701,0.0001555767,0.00084062235,0.000024997575,0.000018221326,0.00022277466,0.00007241556,0.00009117498],"category_scores_gemma":[0.0000061602727,0.00008451815,0.00007816633,0.0015190298,0.000047375346,0.000035541274,0.000034800367,0.00018650545,0.0000107850265],"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":[0.00001552561,0.0006041606,0.18451867,0.0005188673,0.0014268677,0.000018598923,0.00059598486,0.6203815,0.0046406332,0.0039632376,0.0004952478,0.18282074],"study_design_scores_gemma":[0.000056258516,0.000029835066,0.043980464,0.000046101137,0.000057207162,1.725091e-7,0.000019986403,0.947979,0.0042243507,0.000055518165,0.0034540351,0.00009707217],"about_ca_topic_score_codex":0.000016479187,"about_ca_topic_score_gemma":0.00003393603,"teacher_disagreement_score":0.32759753,"about_ca_system_score_codex":0.00004047928,"about_ca_system_score_gemma":0.0000043192404,"threshold_uncertainty_score":0.344655},"labels":[],"label_agreement":null},{"id":"W4400445082","doi":"10.36227/techrxiv.172055660.06334898/v1","title":"Unmasking 5G Security: Bridging the Gap Between Expectations and Reality","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Generalitat de Catalunya; European Commission; Centres de Recerca de Catalunya","keywords":"Bridging (networking); Business; Computer science; Computer security","score_opus":0.048872362488507175,"score_gpt":0.2891252902464315,"score_spread":0.24025292775792434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400445082","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":[0.83297867,0.024333175,0.02162968,0.02026018,0.0009546646,0.0010787172,0.00034230508,0.017372696,0.081049904],"genre_scores_gemma":[0.9963278,0.0003343618,0.0029964717,0.000008342573,0.0001306651,0.000070585265,0.00004080306,0.000033796936,0.000057134333],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99924845,0.000027768692,0.00024311035,0.00021802496,0.00008800162,0.00017464989],"domain_scores_gemma":[0.99887526,0.00020231797,0.000034371664,0.00083930074,0.000025532618,0.00002324519],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001908338,0.00018482229,0.00018954395,0.0001217576,0.00015460576,0.00024339094,0.00045063553,0.00019251776,0.000008100177],"category_scores_gemma":[0.00006385045,0.00014106091,0.00005935015,0.00017227106,0.00009124972,0.000028037932,0.0012292371,0.0011477374,0.00001210137],"study_design_candidate":"design_other","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":[0.0000026873713,0.00005352341,0.0033856474,0.0043470804,0.0018417108,0.000023105422,0.028113196,0.017514624,0.0005533054,0.100982346,0.07964073,0.76354206],"study_design_scores_gemma":[0.0001818358,0.000021473283,0.0056756,0.0014673256,0.0004758178,0.00003758721,0.010370497,0.36487803,0.0040078443,0.5940727,0.017268252,0.001543043],"about_ca_topic_score_codex":0.00015348535,"about_ca_topic_score_gemma":0.000089187204,"teacher_disagreement_score":0.761999,"about_ca_system_score_codex":0.000058279707,"about_ca_system_score_gemma":0.000018825242,"threshold_uncertainty_score":0.5752297},"labels":[],"label_agreement":null},{"id":"W4400645364","doi":"10.1109/twc.2024.3423351","title":"System-Level Security Solution for Hybrid D2D Communication in Heterogeneous D2D-Underlaid Cellular Network","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":9,"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 Waterloo; Ericsson (Canada)","funders":"National Natural Science Foundation of China; National Research Foundation Singapore","keywords":"Computer science; Computer network; Cellular network; Telecommunications; Computer security","score_opus":0.034964926159383285,"score_gpt":0.2504388846218675,"score_spread":0.21547395846248418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400645364","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":[0.027190844,0.007037363,0.9585873,0.0011215607,0.0005424615,0.0009959696,0.00035190472,0.0035027605,0.00066985114],"genre_scores_gemma":[0.97272336,0.0034471499,0.022121549,0.000021532827,0.0000310158,0.0013365266,0.00016059089,0.00010488541,0.000053358963],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981101,0.00021554054,0.0006999627,0.0003245466,0.0001672626,0.00048256182],"domain_scores_gemma":[0.9955371,0.00084212,0.00007165928,0.0033715763,0.00010547287,0.000072065886],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00051698263,0.00033062158,0.0003478417,0.00042941578,0.00081795204,0.00018204404,0.0017312247,0.00023708952,0.000011026326],"category_scores_gemma":[0.0000061813844,0.00038226377,0.00022004553,0.0008439215,0.00023578036,0.0002881161,0.000031814277,0.0009808699,0.00005156536],"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":[0.000066271,0.001021291,0.000033748103,0.0015376509,0.0006363513,0.000011760817,0.0018087563,0.55438274,0.00836693,0.022045882,0.004347981,0.40574065],"study_design_scores_gemma":[0.00031592595,0.000053666212,0.000011860374,0.00072041864,0.00007587562,0.000037106987,0.00022138521,0.98294675,0.007202557,0.0016594047,0.006345292,0.0004097661],"about_ca_topic_score_codex":0.00014318377,"about_ca_topic_score_gemma":0.001189615,"teacher_disagreement_score":0.94553256,"about_ca_system_score_codex":0.0005902223,"about_ca_system_score_gemma":0.000063556596,"threshold_uncertainty_score":0.9998629},"labels":[],"label_agreement":null},{"id":"W4401163897","doi":"10.1109/bmsb62888.2024.10608327","title":"NUC Optimization Design for Multi-layer Layered Division Multiplexing","year":2024,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"National Natural Science Foundation of China","keywords":"Division (mathematics); Computer science; Multiplexing; Time-division multiplexing; Layer (electronics); Materials science; Telecommunications; Composite material; Mathematics; Arithmetic","score_opus":0.12817261657207518,"score_gpt":0.31015629099311626,"score_spread":0.18198367442104108,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401163897","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010412225,0.0008072039,0.99329454,0.00010333711,0.00016785806,0.0002612624,0.000007213562,0.0040481808,0.0002692081],"genre_scores_gemma":[0.48966026,0.000063169966,0.51009,0.0000039009215,0.000009024897,0.000047900354,0.000009659334,0.000020611364,0.00009547639],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99954957,0.000008475953,0.00013847165,0.00011751577,0.000041249856,0.00014470295],"domain_scores_gemma":[0.9995524,0.00016549558,0.000007874985,0.00023075915,0.000026952604,0.000016483536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011715393,0.000093965056,0.000075940676,0.000112020796,0.00007833555,0.00009469697,0.00016776478,0.00008127455,0.000032686527],"category_scores_gemma":[0.00007324581,0.00008134222,0.000039209655,0.00017801259,0.000013163857,0.00013222995,0.00004554648,0.000089645095,0.000018231849],"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":[0.0000010763328,0.000009460557,0.000007487262,0.000038049646,0.0000154621,3.5957865e-7,0.000058124515,0.94766825,0.0047592553,0.0006046359,0.0017399275,0.045097888],"study_design_scores_gemma":[0.00012920513,0.000016805432,0.000030258067,0.00004893304,0.0000037126724,0.0000011826942,0.000051706946,0.9874712,0.008659288,0.00011548399,0.0033597206,0.00011246253],"about_ca_topic_score_codex":0.0000043101704,"about_ca_topic_score_gemma":0.0000027538854,"teacher_disagreement_score":0.48861903,"about_ca_system_score_codex":0.00003766611,"about_ca_system_score_gemma":0.000006185254,"threshold_uncertainty_score":0.33170393},"labels":[],"label_agreement":null},{"id":"W4401164104","doi":"10.1109/bmsb62888.2024.10608255","title":"In-Band Full-Duplex Communications with MIMO in ATSC 3.0","year":2024,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"","keywords":"MIMO; Computer science; Duplex (building); Telecommunications; Electronic engineering; Engineering; Beamforming; Chemistry","score_opus":0.018382883416460456,"score_gpt":0.24923860432394754,"score_spread":0.23085572090748707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401164104","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":[0.951556,0.0064676334,0.0015668073,0.0035575663,0.00006074784,0.00018004219,0.0000049917126,0.0020230075,0.034583185],"genre_scores_gemma":[0.9794805,0.00063661486,0.01961187,0.00001328236,0.0000043531,0.00004809577,0.0000050855715,0.000012615978,0.00018756166],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99961793,0.000009299823,0.000132754,0.00007857122,0.00003607331,0.00012536938],"domain_scores_gemma":[0.9991613,0.00010536185,0.000004605391,0.00070948637,0.000008115084,0.000011101071],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007407428,0.00007245549,0.00008391963,0.00021176369,0.000022653974,0.000041173997,0.0004158518,0.000051751114,0.000042963242],"category_scores_gemma":[0.000007261304,0.000059164853,0.000012031471,0.0005795125,0.000056682624,0.00010585329,0.00007095525,0.00026508406,0.000040817144],"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":[0.000048508282,0.000839848,0.0310984,0.0011586703,0.00035698438,0.00019289058,0.011134677,0.17998469,0.069646515,0.19951437,0.061627798,0.44439664],"study_design_scores_gemma":[0.00044791863,0.00007932491,0.0075344895,0.00047294475,0.000011819964,0.000056574863,0.001600666,0.79329413,0.00387761,0.0010803042,0.19104181,0.00050238916],"about_ca_topic_score_codex":0.000110125664,"about_ca_topic_score_gemma":0.0031290883,"teacher_disagreement_score":0.61330944,"about_ca_system_score_codex":0.000050032108,"about_ca_system_score_gemma":0.000011160486,"threshold_uncertainty_score":0.24126728},"labels":[],"label_agreement":null},{"id":"W4401164130","doi":"10.1109/bmsb62888.2024.10608335","title":"An RF Self-Interference Cancellation method for In-Band Distribution Link in ATSC 3.0","year":2024,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Interference (communication); Single antenna interference cancellation; Computer science; Link (geometry); Radio frequency; Electronic engineering; Telecommunications; Computer network; Decoding methods; Engineering","score_opus":0.01872648060184857,"score_gpt":0.3001890746398869,"score_spread":0.28146259403803836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401164130","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":[0.22977127,0.00079700147,0.76557666,0.0004773581,0.00013670039,0.00022642677,0.00002682191,0.0017807742,0.0012070016],"genre_scores_gemma":[0.93512,0.00010423723,0.06463656,0.0000024931653,0.000015690915,0.0000498947,0.000043719298,0.000006876805,0.000020518495],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99963033,0.000010330768,0.00013227036,0.0000991907,0.000022190883,0.00010570564],"domain_scores_gemma":[0.99969274,0.00010315403,0.0000061956334,0.00017590256,0.000012551889,0.000009440858],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017148783,0.00005877241,0.00007173859,0.000084035295,0.00001553661,0.000039941588,0.00012019946,0.000068499474,0.0000074121945],"category_scores_gemma":[0.000016346012,0.00005517116,0.000013914476,0.00024470725,0.0000060355014,0.00009082659,0.000011418011,0.00011951836,0.0000026101764],"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":[0.000011166756,0.000062811574,0.0031638348,0.00038042798,0.000027248023,0.0000026547812,0.0010900822,0.069673,0.033705886,0.017310774,0.0015731618,0.87299895],"study_design_scores_gemma":[0.00008318441,0.000030412106,0.0024149255,0.00006874453,0.0000033929325,0.0000013259895,0.00009110521,0.96893764,0.019113123,0.0022573795,0.006906442,0.00009235398],"about_ca_topic_score_codex":0.000100895944,"about_ca_topic_score_gemma":0.00090994267,"teacher_disagreement_score":0.89926463,"about_ca_system_score_codex":0.00011937244,"about_ca_system_score_gemma":0.000010254054,"threshold_uncertainty_score":0.22498146},"labels":[],"label_agreement":null},{"id":"W4401164161","doi":"10.1109/bmsb62888.2024.10608344","title":"Standardizing Web TV: Adapting ATSC 3.0 for Use on any IP Network","year":2024,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"York University; Telus (Canada)","funders":"","keywords":"Computer science; Digital television; Computer network; The Internet; World Wide Web; Telecommunications","score_opus":0.044508372456552404,"score_gpt":0.2613597739781298,"score_spread":0.21685140152157742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401164161","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":[0.36464563,0.009010823,0.5663917,0.0014073834,0.0019490538,0.00088956766,0.000124003,0.029618604,0.025963254],"genre_scores_gemma":[0.85833144,0.00018785165,0.14100684,0.000022497006,0.00010614749,0.000035821588,0.0000057047682,0.000036170823,0.00026750297],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994269,0.000006349924,0.00014225596,0.00012238092,0.00005860718,0.00024351953],"domain_scores_gemma":[0.99924713,0.00037401708,0.000008957249,0.00033015962,0.00002011935,0.000019592522],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017086118,0.00010372202,0.0001001788,0.000071183196,0.00010852096,0.00016746578,0.00017236605,0.00007088238,0.000021998756],"category_scores_gemma":[0.00007353035,0.00009064081,0.00005597991,0.00022353021,0.00001640627,0.00011472796,0.00005864638,0.00017994654,0.000016755352],"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":[0.000013387377,0.000015590027,0.00033789073,0.00020412251,0.0001578126,0.0000073735923,0.00011904618,0.19977027,0.0021227933,0.06772735,0.18992761,0.53959674],"study_design_scores_gemma":[0.0000705301,0.000041938412,0.00008703349,0.00021350851,0.000011104046,0.0000030530832,0.00008436927,0.6267842,0.00069750036,0.0007362806,0.37112153,0.00014897904],"about_ca_topic_score_codex":0.000007762778,"about_ca_topic_score_gemma":0.00003036725,"teacher_disagreement_score":0.5394478,"about_ca_system_score_codex":0.00005923591,"about_ca_system_score_gemma":0.000012636788,"threshold_uncertainty_score":0.3696225},"labels":[],"label_agreement":null},{"id":"W4401164353","doi":"10.1109/bmsb62888.2024.10608206","title":"A System Level Study on LDM for Mixed Broadcast-Broadband Service Delivery in 5G","year":2024,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting 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":"Communications Research Centre Canada; University of Toronto","funders":"","keywords":"Broadband; Computer science; Service delivery framework; Broadband networks; Multimedia Broadcast Multicast Service; Telecommunications; Service (business); Computer network; Business","score_opus":0.05700453990725336,"score_gpt":0.26677314038211125,"score_spread":0.2097686004748579,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401164353","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":[0.98729235,0.00084154966,0.004238728,0.0002926131,0.00031495935,0.0007109287,0.00003497982,0.0033678259,0.0029060578],"genre_scores_gemma":[0.99604505,0.000015140867,0.0034336597,0.000012135953,0.000030052504,0.00024944477,0.0000066576577,0.000036145422,0.00017171373],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992632,0.00001737904,0.00023720559,0.00019193896,0.000080301565,0.00020994175],"domain_scores_gemma":[0.9992639,0.00020879727,0.000010603107,0.0004606104,0.00003535213,0.000020779758],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017863222,0.00014938168,0.00016709194,0.000256861,0.000050498686,0.000085906235,0.00032645257,0.00008572704,0.00000589582],"category_scores_gemma":[0.00002085234,0.0001301358,0.000039183145,0.0004832509,0.000008845881,0.000084157145,0.000059725975,0.00018895454,0.000059669477],"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":[0.00013085615,0.0012714878,0.002614496,0.005747054,0.0008600002,0.00014574462,0.008308804,0.08871359,0.016492916,0.020830682,0.049296655,0.8055877],"study_design_scores_gemma":[0.0017704782,0.00055025815,0.010483468,0.0012775027,0.000079326135,0.00003793271,0.03490466,0.91007197,0.0070591075,0.0002389674,0.03263279,0.0008935316],"about_ca_topic_score_codex":0.00024673887,"about_ca_topic_score_gemma":0.00044099745,"teacher_disagreement_score":0.8213584,"about_ca_system_score_codex":0.00013349678,"about_ca_system_score_gemma":0.00001439724,"threshold_uncertainty_score":0.5306784},"labels":[],"label_agreement":null},{"id":"W4401567521","doi":"10.1109/lnet.2024.3444495","title":"Channel Aging-Aware LSTM-Based Channel Prediction for Satellite Communications","year":2024,"lang":"en","type":"article","venue":"IEEE Networking Letters","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Channel (broadcasting); Computer science; Communications satellite; Satellite; Telecommunications; Artificial intelligence; Speech recognition; Engineering; Aerospace engineering","score_opus":0.037409683449459274,"score_gpt":0.2514589548388386,"score_spread":0.21404927138937935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401567521","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":[0.01302907,0.025278876,0.9183109,0.02018316,0.0069081006,0.0010286126,0.00014694914,0.014651672,0.00046267742],"genre_scores_gemma":[0.992221,0.0016237493,0.004546033,0.00043582794,0.00062519097,0.00031895263,0.00012612893,0.00008280453,0.000020301919],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990482,0.0000267144,0.0002598747,0.00021137664,0.00009270695,0.00036113625],"domain_scores_gemma":[0.998621,0.00032716917,0.00003220287,0.00095496076,0.0000288496,0.000035806785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021477023,0.00019321316,0.00015174923,0.00021713694,0.00025287975,0.00014721845,0.00063582935,0.00011840802,0.0000014146121],"category_scores_gemma":[0.000008983282,0.00020671287,0.000109479995,0.00043202643,0.00009705499,0.00011347903,0.00005696215,0.00036603253,0.000013215393],"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":[0.000012284031,0.000055771303,0.0002683953,0.0007477686,0.00033090432,0.000009601669,0.0009042729,0.6054929,0.007970705,0.0003084152,0.09698969,0.2869093],"study_design_scores_gemma":[0.0001276286,0.000018794522,0.000094204916,0.0004259101,0.000035803427,0.000005023524,0.000030662133,0.80983865,0.00094965025,0.00023369836,0.18802904,0.00021094385],"about_ca_topic_score_codex":0.00000869459,"about_ca_topic_score_gemma":0.000016809217,"teacher_disagreement_score":0.97919196,"about_ca_system_score_codex":0.000121254285,"about_ca_system_score_gemma":0.000013459293,"threshold_uncertainty_score":0.84295064},"labels":[],"label_agreement":null},{"id":"W4401980008","doi":"10.1109/tbc.2024.3437204","title":"Layered Division Multiplexing Enabled Broadcast Broadband Convergence in 5G: Theory, Simulations, and Scenarios","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Innovation, Science and Economic Development Canada; University of Toronto","funders":"","keywords":"Broadband; Multiplexing; Computer science; Convergence (economics); Broadcasting (networking); Division (mathematics); Telecommunications; Time-division multiplexing; Electronic engineering; Broadband networks; Orthogonal frequency-division multiplexing; Broadcast engineering; Radio broadcasting; Engineering; Computer network; Mathematics","score_opus":0.01857947087304655,"score_gpt":0.24482279472036786,"score_spread":0.22624332384732132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401980008","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":[0.4145181,0.0031534496,0.5784713,0.00012431538,0.00063404127,0.00038549298,0.00006829819,0.0021893496,0.00045568476],"genre_scores_gemma":[0.99467087,0.0005427849,0.0044668224,0.000016855429,0.000029633398,0.00005057525,0.0000071771387,0.00007578342,0.00013951909],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99832493,0.00008437571,0.0005096342,0.00043608458,0.00018618126,0.00045878912],"domain_scores_gemma":[0.9985902,0.0007936403,0.000038230955,0.00045494587,0.00004207991,0.00008093454],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003542315,0.0003305059,0.0002796322,0.0006567984,0.00034190266,0.00022315432,0.0002694918,0.00020279676,0.00011125786],"category_scores_gemma":[0.00006605214,0.00033755362,0.00008014243,0.00090636784,0.000117602256,0.0004199979,0.000008617674,0.00079066516,0.000035710258],"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":[0.000013517976,0.000044148655,0.00011897776,0.00013232423,0.00003862158,0.000015093844,0.00066969893,0.62020195,0.017325789,0.00012811413,0.000030529893,0.36128122],"study_design_scores_gemma":[0.0004743557,0.00005640962,0.0005066805,0.0008209781,0.000019933777,0.0000390718,0.0004010962,0.98001385,0.0151677765,0.0005061873,0.0015657151,0.00042796068],"about_ca_topic_score_codex":0.00008884989,"about_ca_topic_score_gemma":0.00010421985,"teacher_disagreement_score":0.58015275,"about_ca_system_score_codex":0.00014762128,"about_ca_system_score_gemma":0.000030231588,"threshold_uncertainty_score":0.9999077},"labels":[],"label_agreement":null},{"id":"W4402626723","doi":"10.1109/access.2024.3464372","title":"Data-Assisted Radio Resource Allocation in Shared Spectrum Multi-RAT Heterogeneous Network","year":2024,"lang":"en","type":"article","venue":"IEEE Access","topic":"Telecommunications and Broadcasting Technologies","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":"Lakehead University","funders":"","keywords":"Computer science; Computer network; Resource management (computing); Radio resource management; Resource allocation; Frequency allocation; Heterogeneous network; Distributed computing; Telecommunications; Wireless network; Wireless","score_opus":0.08652948139386604,"score_gpt":0.3148875455822517,"score_spread":0.22835806418838564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402626723","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":[0.8528099,0.033786815,0.0914919,0.0027918764,0.0031672332,0.0010734218,0.0002455505,0.013109523,0.0015237613],"genre_scores_gemma":[0.9942866,0.0002598373,0.005020519,0.000020893425,0.000114449285,0.000037405473,0.00016484474,0.00004001011,0.000055441826],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914837,0.00002674333,0.00024223402,0.00025140244,0.00007878123,0.00025247023],"domain_scores_gemma":[0.998751,0.00008784026,0.000020939562,0.0011067869,0.000008872974,0.000024565585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016383438,0.0001318957,0.00013738267,0.00014490717,0.000057352976,0.00030734472,0.0014072204,0.000104402934,0.000019825113],"category_scores_gemma":[0.000030054853,0.00013149489,0.000025477833,0.0006495906,0.00002855074,0.0003545,0.00025831693,0.00027683852,0.00003132622],"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":[0.000011911617,0.00008752527,0.0019470847,0.00025250055,0.00014699563,0.00012206949,0.00022532996,0.7696107,0.0030615553,0.0001535907,0.071021356,0.15335937],"study_design_scores_gemma":[0.00017322063,0.000011552458,0.0039583165,0.00019756678,0.000019097271,0.000039240338,0.000019201576,0.92005163,0.0026841185,0.000190858,0.07238594,0.00026925013],"about_ca_topic_score_codex":0.00005511814,"about_ca_topic_score_gemma":0.0008659403,"teacher_disagreement_score":0.15309012,"about_ca_system_score_codex":0.000095854615,"about_ca_system_score_gemma":0.000014294985,"threshold_uncertainty_score":0.5362206},"labels":[],"label_agreement":null},{"id":"W4402716168","doi":"10.1109/tbc.2024.3450134","title":"Guest Editorial Special Issue on Intelligent Multicast/Broadcast Services Over 5G/6G","year":2024,"lang":"en","type":"editorial","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University; Communications Research Centre Canada","funders":"","keywords":"Multicast; Multimedia Broadcast Multicast Service; Telecommunications; Computer science; Computer network","score_opus":0.010769704034050824,"score_gpt":0.2566880030436153,"score_spread":0.24591829900956444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402716168","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00031382372,0.00047350104,0.002428623,0.0000654828,0.9859332,0.00060287607,0.0011584263,0.0042339945,0.004790101],"genre_scores_gemma":[0.0057310476,0.0012501631,0.0010735671,0.000018450606,0.98959106,0.00023149328,0.00018248713,0.00047755864,0.0014441736],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99487025,0.000101885,0.0012663883,0.0011895788,0.0014711714,0.0011007324],"domain_scores_gemma":[0.99534196,0.0021504685,0.00023290246,0.0017343665,0.00030719864,0.00023313588],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.00042932393,0.0013557822,0.0010166982,0.0011484463,0.00060649327,0.0006768627,0.0015893087,0.0023871225,0.00044803406],"category_scores_gemma":[0.00017657447,0.0013947858,0.0005419852,0.0009859717,0.00020868325,0.00030182142,0.000030229194,0.006143121,0.0024899729],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008197554,0.00022109448,3.011837e-7,0.0007095293,0.0002953333,0.000035702124,0.00045257795,0.023208277,0.00022981424,0.000004078909,0.87675846,0.09800284],"study_design_scores_gemma":[0.00051710877,0.00033274302,6.993236e-7,0.002096356,0.00027992635,0.00001041584,0.00028161946,0.0092468895,0.0041869953,0.00003274234,0.9817879,0.0012265726],"about_ca_topic_score_codex":0.00019172701,"about_ca_topic_score_gemma":0.00019958158,"teacher_disagreement_score":0.10502946,"about_ca_system_score_codex":0.0008457093,"about_ca_system_score_gemma":0.00014450583,"threshold_uncertainty_score":0.9999193},"labels":[],"label_agreement":null},{"id":"W4403209713","doi":"10.11591/ijai.v13.i4.pp4281-4290","title":"Signalling overhead minimization aware handover execution using ensemble learning in next generation wireless networks","year":2024,"lang":"en","type":"article","venue":"IAES International Journal of Artificial Intelligence","topic":"Telecommunications and Broadcasting Technologies","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":"Handover; Computer science; Overhead (engineering); Wireless; Quality of service; Computer network; Bandwidth (computing); Wireless network; Real-time computing; Telecommunications","score_opus":0.08588186568908823,"score_gpt":0.31211523465883323,"score_spread":0.226233368969745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403209713","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":[0.35678384,0.0012375973,0.64050066,0.00009693786,0.0011944391,0.000040237082,0.0000011136136,0.00010331022,0.000041828127],"genre_scores_gemma":[0.9921754,0.0010724918,0.0062014027,0.000010919294,0.0004955936,0.0000024734059,0.000011321423,0.0000216354,0.000008742319],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880177,0.000042455154,0.0006388109,0.000117369986,0.00024825567,0.0001513205],"domain_scores_gemma":[0.9993911,0.00013663646,0.000118846205,0.0000835634,0.00024366638,0.00002622246],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003134601,0.00012107276,0.00014146032,0.0004442849,0.000063573985,0.0003238821,0.00032938246,0.00011003544,0.0000317556],"category_scores_gemma":[0.00010392953,0.00012282716,0.0000763144,0.00033724948,0.000042415533,0.0006060062,0.000039395418,0.0004617943,0.000005773226],"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":[0.000012335426,0.000017793369,0.0000792666,0.000007665829,0.000032772423,0.000022804299,0.00026911686,0.7513857,0.042136908,0.0013908476,0.000042093,0.20460267],"study_design_scores_gemma":[0.00002363418,0.000031652336,0.000017510012,0.00034664292,0.000011209146,0.000058452522,0.00046741992,0.95666736,0.041032698,0.0009494266,0.0002800938,0.00011388755],"about_ca_topic_score_codex":0.000025503863,"about_ca_topic_score_gemma":0.000055190376,"teacher_disagreement_score":0.6353916,"about_ca_system_score_codex":0.00026314025,"about_ca_system_score_gemma":0.000047369213,"threshold_uncertainty_score":0.50087464},"labels":[],"label_agreement":null},{"id":"W4403337367","doi":"10.1093/mnras/stae2334","title":"Sensitivity of Bayesian 21 cm power spectrum estimation to foreground model errors","year":2024,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"H2020 European Research Council; Science and Technology Facilities Council; Durham University; Department for Business, Energy and Industrial Strategy, UK Government","keywords":"Physics; Sensitivity (control systems); Spectral density; Bayesian probability; Statistical physics; Spectrum (functional analysis); Astrophysics; Statistics","score_opus":0.009127727933476777,"score_gpt":0.21440481842844267,"score_spread":0.2052770904949659,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403337367","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":[0.96657544,0.00010253096,0.031587843,0.0009240864,0.00011237202,0.00013147661,0.00006171695,0.00023408238,0.00027047173],"genre_scores_gemma":[0.9343714,1.7964828e-7,0.06555237,0.0000059909994,0.000010516748,0.000006045915,0.0000044238363,0.00001776831,0.0000312883],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99934703,0.000018777688,0.00023161026,0.00013108253,0.00009384025,0.00017764757],"domain_scores_gemma":[0.99937624,0.00013291977,0.000041467512,0.00040389845,0.00001456974,0.000030886284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020681326,0.00012029774,0.00018630172,0.00002861453,0.000053281427,0.000028291395,0.00030244913,0.000087533765,0.000007876961],"category_scores_gemma":[0.000038661197,0.00009458511,0.00021790655,0.00014893993,0.00010211813,0.00007427192,0.00021359201,0.0002083006,0.000003129611],"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":[0.000003252023,0.000020379694,0.00035957296,0.000036672187,0.000074089054,3.7153058e-8,0.00030842508,0.9950675,0.00023016114,0.00027319082,0.0007395586,0.00288717],"study_design_scores_gemma":[0.00004193074,0.00002052477,0.011496239,0.0000645562,0.000039885465,1.3859855e-8,0.00014235341,0.98601276,0.0018637882,0.00014356086,0.00008550501,0.00008889564],"about_ca_topic_score_codex":0.00010035442,"about_ca_topic_score_gemma":0.00005632101,"teacher_disagreement_score":0.033964526,"about_ca_system_score_codex":0.00011645168,"about_ca_system_score_gemma":0.000017385855,"threshold_uncertainty_score":0.3857069},"labels":[],"label_agreement":null},{"id":"W4403410441","doi":"10.23977/cpcs.2024.080110","title":"5G Wireless Communication Technology Concepts and Related Applications","year":2024,"lang":"en","type":"article","venue":"Computing Performance and Communication systems","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Wireless; Computer science; Telecommunications","score_opus":0.009699307571330707,"score_gpt":0.2435503490809495,"score_spread":0.2338510415096188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403410441","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":[0.859586,0.123621434,0.004728392,0.00070158456,0.00013243133,0.0005214697,0.00000529516,0.0041101547,0.006593254],"genre_scores_gemma":[0.9777333,0.019776108,0.0021683024,0.000006973963,0.000013522457,0.00013979578,0.00003460643,0.000030220443,0.000097175805],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990831,0.00005749647,0.00040802546,0.00018737231,0.000077512705,0.00018650328],"domain_scores_gemma":[0.9984473,0.00019689953,0.0000649175,0.0011840188,0.00007148511,0.00003536457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003716888,0.00016421574,0.00020195746,0.00028278114,0.0005107914,0.00022404705,0.00059877994,0.00018758283,0.0000023008895],"category_scores_gemma":[0.000009523086,0.00016558295,0.00002067508,0.00068183226,0.000333861,0.00022256655,0.00030111737,0.0004931101,0.000025001662],"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":[0.0000024056676,0.00003142413,0.004658946,0.00085980963,0.00013411987,7.305661e-7,0.0020595933,0.005220563,0.001176959,0.09667772,0.0012229354,0.8879548],"study_design_scores_gemma":[0.00017024284,0.000026505526,0.0015123937,0.0009725318,0.000024618741,0.0001733192,0.0014907753,0.9322959,0.00023663077,0.0007753219,0.06202822,0.00029353774],"about_ca_topic_score_codex":0.000012526881,"about_ca_topic_score_gemma":0.0000026960709,"teacher_disagreement_score":0.9270753,"about_ca_system_score_codex":0.000051975352,"about_ca_system_score_gemma":0.000014873109,"threshold_uncertainty_score":0.6752277},"labels":[],"label_agreement":null},{"id":"W4403706511","doi":"10.48550/arxiv.2409.11173","title":"Exploring the Key Features of Repeating Fast Radio Bursts with Machine Learning","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Higher Education Discipline Innovation Project; National Natural Science Foundation of China","keywords":"Key (lock); Computer science; Artificial intelligence; Machine learning; Computer security","score_opus":0.08197183539230427,"score_gpt":0.1728150643386512,"score_spread":0.09084322894634694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403706511","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":[0.98790413,0.0015142408,0.004316662,0.00007806602,0.00022633535,0.00017217488,0.000014704109,0.0015398604,0.00423381],"genre_scores_gemma":[0.99651164,0.0013220081,0.0014962716,0.0000015927478,0.00003332859,0.0000035848852,0.000014981833,0.00004972652,0.0005668832],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919677,0.00004580195,0.00015850487,0.00032666468,0.00005950589,0.00021275567],"domain_scores_gemma":[0.99879605,0.0001210759,0.00010030907,0.0008978364,0.00005555088,0.000029192404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015694313,0.00024814115,0.00025270882,0.0002304022,0.00015080288,0.000055541608,0.0008287349,0.00011888819,0.000005584415],"category_scores_gemma":[0.000053243817,0.00019870551,0.00010449866,0.0005154951,0.00013364061,0.00008320101,0.0011147805,0.0016715198,0.000006411432],"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":[0.000012267257,0.000011739877,0.0015474483,0.0003152528,0.00023088545,0.00005309073,0.00091556244,0.9819375,0.00019537595,0.006146485,0.00006424196,0.008570109],"study_design_scores_gemma":[0.0005436311,0.00017889772,0.007743388,0.0029706408,0.000610385,0.000070114875,0.0051919967,0.96716547,0.0048049563,0.0060619893,0.0033300521,0.001328482],"about_ca_topic_score_codex":0.0002011708,"about_ca_topic_score_gemma":0.00010736565,"teacher_disagreement_score":0.014772075,"about_ca_system_score_codex":0.00010821542,"about_ca_system_score_gemma":0.00002663423,"threshold_uncertainty_score":0.8102976},"labels":[],"label_agreement":null},{"id":"W4403791811","doi":"10.1145/3664647.3680712","title":"Robust Live Streaming over LEO Satellite Constellations: Measurement, Analysis, and Handover-Aware Adaptation","year":2024,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Handover; Computer science; Constellation; Adaptation (eye); Satellite constellation; Satellite; Real-time computing; Computer network; Telecommunications; Engineering; Aerospace engineering","score_opus":0.051511902191178946,"score_gpt":0.23139008157832866,"score_spread":0.17987817938714973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403791811","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":[0.2052172,0.05011492,0.72502077,0.0002464181,0.00021737882,0.00037475312,0.00004005,0.005509994,0.0132585205],"genre_scores_gemma":[0.9866323,0.0024342441,0.010799752,0.000005424868,0.000013282752,0.000009464327,0.000022396809,0.000013404713,0.0000697404],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994292,0.000013381099,0.00017435092,0.00014516046,0.000118129,0.00011975443],"domain_scores_gemma":[0.9995692,0.00010305241,0.000015787844,0.00023896081,0.000050341612,0.00002265782],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013486063,0.00010803298,0.00011949681,0.00029162195,0.00007763165,0.000160549,0.00008362524,0.0000656851,0.00008203262],"category_scores_gemma":[0.000030509591,0.00009858233,0.00004778358,0.0005913296,0.000037677284,0.00016641877,0.00003829318,0.0001221603,0.0000144513515],"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":[0.0000032197083,0.000025160798,0.011457464,0.0001994543,0.0015775168,0.000005698542,0.00095983944,0.12893955,0.0015955823,0.0044714343,0.00085310807,0.849912],"study_design_scores_gemma":[0.00010193171,0.000013097785,0.008933206,0.000100300575,0.00029291175,0.0000035809157,0.0012772862,0.98156935,0.0010093389,0.0002870921,0.0062090075,0.00020292043],"about_ca_topic_score_codex":0.00009849675,"about_ca_topic_score_gemma":0.0007626992,"teacher_disagreement_score":0.8526298,"about_ca_system_score_codex":0.0000651883,"about_ca_system_score_gemma":0.000012831764,"threshold_uncertainty_score":0.40200707},"labels":[],"label_agreement":null},{"id":"W4403864230","doi":"10.23919/annsim61499.2024.10732161","title":"Machine Learning-Based Small-Scale Parameter Extraction for Improved Wireless Channel Model Fidelity","year":2024,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Ericsson (Canada); Carleton University","funders":"","keywords":"Computer science; Fidelity; Wireless; Scale (ratio); Channel (broadcasting); Extraction (chemistry); Artificial intelligence; Machine learning; Computer network; Telecommunications; Geography","score_opus":0.02981529256552155,"score_gpt":0.25887664992987985,"score_spread":0.22906135736435831,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403864230","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":[0.054323662,0.00057866535,0.9398416,0.00053946563,0.00012380454,0.00022076222,0.000027970476,0.004010182,0.00033388563],"genre_scores_gemma":[0.9266872,0.00007977742,0.072496906,0.000022799171,0.000018440951,0.00015268492,0.000051034393,0.000036237612,0.00045491217],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994351,0.000008079039,0.00017338298,0.00016246963,0.00003357655,0.00018737977],"domain_scores_gemma":[0.9994527,0.00018105206,0.000015080559,0.00029353998,0.00003356439,0.000024037892],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014087997,0.00012557436,0.00011539909,0.00009663491,0.000082443854,0.00007466077,0.00017042126,0.00011930228,0.000012265262],"category_scores_gemma":[0.0000453991,0.00011113684,0.00007939914,0.00013264666,0.000023206121,0.00008200984,0.00003204161,0.00029649155,0.000007288664],"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":[0.000013839776,0.000044233966,0.00001690895,0.00023448198,0.000040915987,4.256745e-7,0.000054901517,0.79138565,0.023685623,0.00037052593,0.000870515,0.183282],"study_design_scores_gemma":[0.00011120096,0.000033635435,0.00001645807,0.000023366913,0.000014465925,0.0000016233186,0.000022014243,0.9832061,0.011575688,0.0013585923,0.0034924191,0.00014445643],"about_ca_topic_score_codex":0.000042190404,"about_ca_topic_score_gemma":0.00010481616,"teacher_disagreement_score":0.87236357,"about_ca_system_score_codex":0.000051925086,"about_ca_system_score_gemma":0.000014108789,"threshold_uncertainty_score":0.45320287},"labels":[],"label_agreement":null},{"id":"W4405178930","doi":"10.1109/ojvt.2024.3514217","title":"Enhanced Fronthaul Capacity in CRANs: Sum-Rate Maximization via Joint Optimal Design of STAR-RIS, Massive MIMO and Data Compression","year":2024,"lang":"en","type":"article","venue":"IEEE Open Journal of Vehicular Technology","topic":"Telecommunications and Broadcasting Technologies","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":"University of the Fraser Valley","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"MIMO; Joint (building); Maximization; Computer science; Mathematics; Engineering; Telecommunications; Mathematical optimization; Structural engineering; Beamforming","score_opus":0.06825826051503966,"score_gpt":0.27948667649668235,"score_spread":0.2112284159816427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405178930","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":[0.51419836,0.004520904,0.48029077,0.00046015217,0.00013558472,0.00023265177,0.000024959665,0.00012230089,0.000014296631],"genre_scores_gemma":[0.8552711,0.0020992747,0.14257558,0.0000036594809,0.000009178566,0.000008813951,0.000008659858,0.000021071079,0.0000026685436],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988566,0.000087322805,0.0005784119,0.00019292133,0.00010286564,0.00018185873],"domain_scores_gemma":[0.99895257,0.00008070769,0.00017848518,0.00065729633,0.00010399842,0.000026942053],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006712983,0.00015265154,0.0004013261,0.0005645014,0.000046474765,0.000067324865,0.0012928313,0.00026321306,0.0000112501275],"category_scores_gemma":[0.00013716154,0.00013251598,0.000026231792,0.00050385104,0.00017226202,0.00045369446,0.00039971527,0.0006445771,0.0000018199938],"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":[0.000045147906,0.000081943545,0.0000840541,0.000139224,0.00016431462,0.00010199822,0.00017293246,0.19709891,0.7574092,0.00014606069,0.0006873459,0.04386882],"study_design_scores_gemma":[0.0006435913,0.00025264526,0.00022622388,0.0009358348,0.00006129854,0.00016811966,0.00034458237,0.60464007,0.38969254,0.0020234685,0.00079725764,0.00021438429],"about_ca_topic_score_codex":0.000034213917,"about_ca_topic_score_gemma":0.000024457042,"teacher_disagreement_score":0.40754113,"about_ca_system_score_codex":0.00006464453,"about_ca_system_score_gemma":0.000044382843,"threshold_uncertainty_score":0.5403845},"labels":[],"label_agreement":null},{"id":"W4405522338","doi":"10.1109/iisa62523.2024.10786687","title":"Deep Learning-Based Anomaly Detection in 5G Cellular Networks","year":2024,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Carleton University; École de Technologie Supérieure","funders":"","keywords":"Anomaly detection; Computer science; Deep learning; Artificial intelligence; Cellular network; Anomaly (physics); Computer network; Physics","score_opus":0.006900664786662278,"score_gpt":0.19412232307507146,"score_spread":0.1872216582884092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405522338","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":[0.22047833,0.003971389,0.76761276,0.000073145595,0.00016694909,0.000065251326,1.1353548e-7,0.004430298,0.0032017964],"genre_scores_gemma":[0.99752367,0.00007593148,0.0022613853,0.000004327387,0.000017750524,0.000018138791,0.000003250611,0.00001799944,0.00007754311],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996432,0.000011729882,0.00010274965,0.0000834268,0.000030718744,0.00012814556],"domain_scores_gemma":[0.99974805,0.000058499787,0.0000047857175,0.00017161672,0.0000064046703,0.000010632957],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008257332,0.000067490786,0.000057856956,0.00015400148,0.000031207946,0.000047294663,0.000112642,0.00008728151,0.000039446193],"category_scores_gemma":[0.00001818228,0.00006464552,0.000024987074,0.00039378056,0.000014835263,0.00004785987,0.000016200856,0.00032360377,0.000028546594],"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":[5.534198e-7,0.000004218551,0.00027380223,0.000016767446,0.000004332073,0.0000043490063,0.0000128777565,0.797656,0.0020551751,0.00008662656,0.00003224952,0.19985306],"study_design_scores_gemma":[0.000038860024,0.000017187946,0.0007942144,0.000022175096,0.0000026467956,0.0000013298124,0.000036297104,0.98235536,0.009921804,0.000058330195,0.0066716783,0.0000801416],"about_ca_topic_score_codex":0.00004443243,"about_ca_topic_score_gemma":0.00029729764,"teacher_disagreement_score":0.77704537,"about_ca_system_score_codex":0.000048865648,"about_ca_system_score_gemma":0.0000032049732,"threshold_uncertainty_score":0.26361677},"labels":[],"label_agreement":null},{"id":"W4405907610","doi":"10.1109/wf-iot62078.2024.10811159","title":"Work in Progress: Congestion Control in mmWave Fluctuating Scenarios in 5G-A/6G","year":2024,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Concordia University","funders":"Research and Development","keywords":"Network congestion; Computer science; Control (management); Work (physics); Computer network; Engineering; Artificial intelligence","score_opus":0.01010863814244167,"score_gpt":0.22935394696709874,"score_spread":0.21924530882465706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405907610","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":[0.98954904,0.004542599,0.001048032,0.0012312059,0.00011962843,0.0003550883,0.000001309002,0.0015164224,0.0016366664],"genre_scores_gemma":[0.99212307,0.00008485821,0.007609968,0.000011566909,0.000010998752,0.00011217529,0.000003469083,0.000017298804,0.000026595922],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993079,0.000023333701,0.0002673167,0.00013120977,0.000056162877,0.00021411577],"domain_scores_gemma":[0.9995947,0.0001584091,0.0000105160225,0.00021505627,0.000009456676,0.000011847216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002514382,0.00010028297,0.00013589287,0.00038039617,0.000013212891,0.00006052765,0.00016793236,0.00011181478,0.000022481196],"category_scores_gemma":[0.00011397897,0.00009447886,0.000016910246,0.0008629118,0.000034955814,0.000111106776,0.00003331647,0.0004101643,0.00002102674],"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":[0.000015782623,0.00007907033,0.10585583,0.00015788908,0.00002095898,0.000078179386,0.0015937656,0.08131273,0.001384727,0.0034074953,0.00065542635,0.80543816],"study_design_scores_gemma":[0.0006758661,0.00002890309,0.097151764,0.0013260542,0.0000044154585,0.000007122275,0.0008483356,0.89690477,0.0003672388,0.0009886908,0.0014067248,0.00029013067],"about_ca_topic_score_codex":0.00008448006,"about_ca_topic_score_gemma":0.0010505159,"teacher_disagreement_score":0.81559205,"about_ca_system_score_codex":0.00013595264,"about_ca_system_score_gemma":0.000014044046,"threshold_uncertainty_score":0.38527364},"labels":[],"label_agreement":null},{"id":"W4405935406","doi":"10.23919/cnsm62983.2024.10814619","title":"Signalling Load-aware Conditional Handover in 5G Non-Terrestrial Networks","year":2024,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"National Research Council Canada; University of Waterloo","funders":"","keywords":"Handover; Computer science; Computer network; Signalling; Mathematics","score_opus":0.013554645799437845,"score_gpt":0.2310289823909841,"score_spread":0.21747433659154625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405935406","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":[0.2108331,0.0045886836,0.7602122,0.0005152009,0.0013242974,0.00034169422,0.000022849974,0.005021783,0.017140191],"genre_scores_gemma":[0.9981616,0.00013176206,0.0014055539,0.000011519011,0.0001107268,0.000023487411,0.000028535544,0.000015857648,0.000110919704],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995198,0.0000057669486,0.00015374734,0.000097885626,0.000070625014,0.00015213244],"domain_scores_gemma":[0.99969935,0.00012542657,0.0000059947256,0.00014496654,0.000008653864,0.000015575391],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000886495,0.00008465053,0.00008640442,0.00009117707,0.000029560993,0.00007817816,0.00016371354,0.00009478074,0.00014914623],"category_scores_gemma":[0.000011615007,0.000077394434,0.000034783323,0.00022673183,0.000025297177,0.00009623056,0.000034388177,0.0002791775,0.00004243416],"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":[0.0000065993213,0.000020167872,0.00020733994,0.000036265767,0.00004503201,0.0000350049,0.000071270406,0.94274074,0.00086534215,0.0020669426,0.019960968,0.033944342],"study_design_scores_gemma":[0.00017976244,0.00000981412,0.0002623625,0.000088449204,0.0000038621197,0.0000055545925,0.0000336735,0.99085844,0.00061023794,0.000938844,0.0068959394,0.000113041475],"about_ca_topic_score_codex":0.000039007646,"about_ca_topic_score_gemma":0.000086663196,"teacher_disagreement_score":0.78732854,"about_ca_system_score_codex":0.0000800387,"about_ca_system_score_gemma":0.000021151865,"threshold_uncertainty_score":0.31560534},"labels":[],"label_agreement":null},{"id":"W4406347215","doi":"10.1109/ojcoms.2025.3528644","title":"E2E Network Slice Assurance for B5G/6G: Realizing Data Collection and Management, MLOps, and Closed-Loop Control","year":2025,"lang":"en","type":"article","venue":"IEEE Open Journal of the Communications Society","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":4,"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 Toronto","funders":"","keywords":"Loop (graph theory); Computer science; Closed loop; Quality assurance; Wafer; Data collection; Control (management); Reliability engineering; Control theory (sociology); Operations management; Artificial intelligence; Engineering; Mathematics; Control engineering; Electrical engineering; Statistics","score_opus":0.05790367326472355,"score_gpt":0.32289136272839564,"score_spread":0.26498768946367207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406347215","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":[0.054361537,0.13154544,0.6344718,0.12576021,0.0027443236,0.008749,0.00040183277,0.0008670963,0.04109881],"genre_scores_gemma":[0.64061683,0.053390395,0.30511966,0.00028057233,0.000033859487,0.00006968033,0.000009329085,0.000020814357,0.00045888365],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992676,0.00010228167,0.00034160976,0.00009588486,0.00005920837,0.00013343262],"domain_scores_gemma":[0.9970564,0.00061380275,0.0001967229,0.0019984737,0.00011415264,0.00002043924],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011089869,0.00009726174,0.00019639931,0.000032756143,0.00086600916,0.00020215297,0.0036103302,0.00007001625,6.422259e-7],"category_scores_gemma":[0.00010057893,0.000080460886,0.000058186593,0.00042059043,0.00015548205,0.00030041614,0.0013152896,0.00033211574,1.4398942e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060816605,0.00013469897,0.0045495937,0.00035945373,0.0019176677,2.8454147e-7,0.00059012795,0.009404327,0.0012475854,0.013029021,0.8278565,0.14084993],"study_design_scores_gemma":[0.0037228588,0.00006753256,0.013738759,0.0014326357,0.0007061174,0.00006290467,0.0025287995,0.35361436,0.00021049914,0.009467029,0.61405164,0.00039688146],"about_ca_topic_score_codex":0.00002630688,"about_ca_topic_score_gemma":0.00010869395,"teacher_disagreement_score":0.58625525,"about_ca_system_score_codex":0.000062584266,"about_ca_system_score_gemma":0.0000361583,"threshold_uncertainty_score":0.6708952},"labels":[],"label_agreement":null},{"id":"W4406458950","doi":"10.23919/emc.2002.10842479","title":"Monitoring of the Radio-Frequency Spectrum with a Digital Analysis System: An Update","year":2002,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":true,"ca_institutions":"Innovation, Science and Economic Development Canada","funders":"","keywords":"Computer science; Digital radio; Radio frequency; Software-defined radio; Telecommunications","score_opus":0.012234394633288612,"score_gpt":0.18399671792127814,"score_spread":0.17176232328798952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406458950","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":[0.98679435,0.0003932973,0.004058268,0.00009264437,0.00003571894,0.00006148418,0.0000059580084,0.00092974823,0.0076285014],"genre_scores_gemma":[0.99261904,0.000039016657,0.0072684307,4.58937e-7,0.000010986564,0.0000053974527,8.649445e-7,0.000009773686,0.00004604711],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999607,0.0000064257342,0.00012839193,0.00007182001,0.00007584882,0.0001105113],"domain_scores_gemma":[0.9992032,0.000012722796,0.00002898666,0.00072531454,0.000014355416,0.000015444368],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002883167,0.00007393566,0.00011821388,0.00009879071,0.000050779905,0.000041699506,0.00039999225,0.00003075058,0.000016987637],"category_scores_gemma":[0.000006335723,0.000044721364,0.000046381556,0.0007617891,0.000038821614,0.0001487157,0.000038265727,0.00008708752,0.0000048250527],"study_design_candidate":"observational","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":[0.0000033807046,0.00015233738,0.8698286,0.00017471527,0.0018349694,0.000008030479,0.00057943026,0.07098244,0.0021597205,0.011285449,0.00018337558,0.042807538],"study_design_scores_gemma":[0.0008361792,0.00028908407,0.24773332,0.00040524866,0.0012275734,0.00013046675,0.0064505227,0.6839285,0.056243986,0.0007047961,0.00077572477,0.0012746314],"about_ca_topic_score_codex":0.000027471131,"about_ca_topic_score_gemma":0.000019118432,"teacher_disagreement_score":0.6220953,"about_ca_system_score_codex":0.000036185964,"about_ca_system_score_gemma":0.000001645218,"threshold_uncertainty_score":0.18236843},"labels":[],"label_agreement":null},{"id":"W4406495623","doi":"10.23919/emc.2002.10842309","title":"Monitoring of the Radio-Frequency Spectrum with a Digital Analysis System: An Update","year":2002,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":true,"ca_institutions":"Innovation, Science and Economic Development Canada","funders":"","keywords":"Radio frequency; Computer science; Digital radio; Telecommunications; Electronic engineering; Engineering","score_opus":0.012234394633288612,"score_gpt":0.18399671792127814,"score_spread":0.17176232328798952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406495623","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":[0.98679435,0.0003932973,0.004058268,0.00009264437,0.00003571894,0.00006148418,0.0000059580084,0.00092974823,0.0076285014],"genre_scores_gemma":[0.99261904,0.000039016657,0.0072684307,4.58937e-7,0.000010986564,0.0000053974527,8.649445e-7,0.000009773686,0.00004604711],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999607,0.0000064257342,0.00012839193,0.00007182001,0.00007584882,0.0001105113],"domain_scores_gemma":[0.9992032,0.000012722796,0.00002898666,0.00072531454,0.000014355416,0.000015444368],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002883167,0.00007393566,0.00011821388,0.00009879071,0.000050779905,0.000041699506,0.00039999225,0.00003075058,0.000016987637],"category_scores_gemma":[0.000006335723,0.000044721364,0.000046381556,0.0007617891,0.000038821614,0.0001487157,0.000038265727,0.00008708752,0.0000048250527],"study_design_candidate":"observational","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":[0.0000033807046,0.00015233738,0.8698286,0.00017471527,0.0018349694,0.000008030479,0.00057943026,0.07098244,0.0021597205,0.011285449,0.00018337558,0.042807538],"study_design_scores_gemma":[0.0008361792,0.00028908407,0.24773332,0.00040524866,0.0012275734,0.00013046675,0.0064505227,0.6839285,0.056243986,0.0007047961,0.00077572477,0.0012746314],"about_ca_topic_score_codex":0.000027471131,"about_ca_topic_score_gemma":0.000019118432,"teacher_disagreement_score":0.6220953,"about_ca_system_score_codex":0.000036185964,"about_ca_system_score_gemma":0.000001645218,"threshold_uncertainty_score":0.18236843},"labels":[],"label_agreement":null},{"id":"W4406673137","doi":"10.1016/b978-0-08-050083-6.50006-9","title":"10.1016/b978-0-08-050083-6.50006-9","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.010195467024583843,"score_gpt":0.16646064885994014,"score_spread":0.1562651818353563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406673137","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000016737696,0.0011499936,0.000004023715,0.00008595758,0.000003294422,0.00021540756,0.00006313059,0.0029439752,0.9955326],"genre_scores_gemma":[0.000010108122,0.000012266929,0.0012001854,0.0000064053647,0.00009436443,0.000028073675,0.000093499824,0.00015264304,0.9984025],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989844,0.000005511735,0.00030922442,0.00025156024,0.0001491856,0.0003001054],"domain_scores_gemma":[0.9985903,0.00006176531,0.000045934965,0.0011855019,0.00003893464,0.00007759779],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000063823965,0.00038723566,0.00036878747,0.00029291195,0.00008525725,0.00005542802,0.00080556876,0.00043820124,0.9790157],"category_scores_gemma":[0.000019323146,0.00041533646,0.00012321178,0.00007065152,0.00006683344,0.000053656557,0.00019587195,0.00055096624,0.9882058],"study_design_candidate":"not_applicable","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":[0.000004072846,0.0000052589216,1.8994355e-9,0.00001662828,0.00004803134,0.000004400583,0.00000371795,0.00044089966,0.0000075418056,0.00007936482,0.23257655,0.7668135],"study_design_scores_gemma":[0.0000735197,0.000051929997,4.8849813e-7,0.00014329354,0.000035317848,0.00001540399,3.124336e-7,0.00044185747,0.000033245975,0.00039709022,0.99833685,0.00047069706],"about_ca_topic_score_codex":0.0000047437097,"about_ca_topic_score_gemma":4.319188e-7,"teacher_disagreement_score":0.7663428,"about_ca_system_score_codex":0.00010466965,"about_ca_system_score_gemma":0.00001742969,"threshold_uncertainty_score":0.9998298},"labels":[],"label_agreement":null},{"id":"W4406673238","doi":"10.1016/b978-0-08-049414-2.50016-6","title":"10.1016/b978-0-08-049414-2.50016-6","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Watt; Transmitter; Amateur; Electrical engineering; Telecommunications; Optoelectronics; Computer science; Materials science; Engineering; Physics; Power (physics); Geography; Archaeology","score_opus":0.010360511609082789,"score_gpt":0.1672321336149231,"score_spread":0.1568716220058403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406673238","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000012870953,0.0014132009,0.0000054666602,0.00008885678,0.000003924543,0.00021973488,0.00008376825,0.002948167,0.9952356],"genre_scores_gemma":[0.0000075016796,0.000011797562,0.0015093676,0.000006203355,0.00009427422,0.000029671175,0.00008940657,0.00015072858,0.99810106],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989878,0.000005433534,0.00030942395,0.0002503495,0.00014498289,0.00030204566],"domain_scores_gemma":[0.99858665,0.00006345095,0.000046668483,0.0011867506,0.000039908766,0.000076557255],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000065816355,0.000384315,0.00036512714,0.0002962892,0.00008185638,0.00005408142,0.000805095,0.0004375127,0.98183686],"category_scores_gemma":[0.000020552428,0.0004099837,0.00012160543,0.00007125867,0.00006399371,0.00005155862,0.00018748893,0.00055650785,0.9891046],"study_design_candidate":"not_applicable","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":[0.000004242303,0.000005765281,1.4447801e-9,0.000016050215,0.000053790744,0.0000046231194,0.000003544375,0.00042327013,0.000008552629,0.000085589694,0.2209806,0.77841395],"study_design_scores_gemma":[0.000078623096,0.00005651469,4.2414982e-7,0.00014137058,0.000036183646,0.000015274134,3.322163e-7,0.00036947246,0.000029481473,0.0004597503,0.99834645,0.0004661398],"about_ca_topic_score_codex":0.000004003199,"about_ca_topic_score_gemma":3.38632e-7,"teacher_disagreement_score":0.77794784,"about_ca_system_score_codex":0.00010267097,"about_ca_system_score_gemma":0.000018336543,"threshold_uncertainty_score":0.9998352},"labels":[],"label_agreement":null},{"id":"W4406755449","doi":"10.1007/978-3-031-76455-4_7","title":"Radio Access Network Architecture","year":2024,"lang":"en","type":"book-chapter","venue":"Textbooks in telecommunication engineering","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; InterDigital (Canada); Telus (Canada)","funders":"","keywords":"Architecture; Computer science; Computer architecture; Computer network; Geography; Archaeology","score_opus":0.0188619145628216,"score_gpt":0.23292918139332294,"score_spread":0.21406726683050134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406755449","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001244954,0.04690552,0.0054378244,0.00039631253,0.0006089228,0.00072952633,0.00003835046,0.008375606,0.9373834],"genre_scores_gemma":[0.46398136,0.044729088,0.13610853,0.00023088782,0.0019413776,0.0012960915,0.0014382757,0.0035068511,0.34676751],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982473,0.000011142632,0.0007172706,0.00034780774,0.00018010182,0.00049632444],"domain_scores_gemma":[0.99717426,0.00026736787,0.000090821384,0.0023689067,0.000032328815,0.00006631395],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00028010985,0.00060693244,0.0005548784,0.00074919604,0.000088137174,0.000183775,0.0024475453,0.0006523415,0.000117347365],"category_scores_gemma":[0.00003185716,0.00068597257,0.00016787062,0.0002243419,0.00008540106,0.00013382967,0.00084770453,0.002743959,0.00015121917],"study_design_candidate":"not_applicable","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":[0.0000024967467,0.000008141385,0.000005818215,0.00038193402,0.00015917273,0.000013324305,0.00010757341,0.76383233,0.000061258506,0.1505911,0.00639658,0.078440264],"study_design_scores_gemma":[0.00013606189,0.00001744379,0.00005013576,0.0014823904,0.00005070354,0.000043123364,0.00000655853,0.059540827,0.00007964522,0.036644515,0.9010381,0.00091047515],"about_ca_topic_score_codex":0.0000066754146,"about_ca_topic_score_gemma":0.00006818355,"teacher_disagreement_score":0.8946415,"about_ca_system_score_codex":0.0003927423,"about_ca_system_score_gemma":0.000031816602,"threshold_uncertainty_score":0.99955916},"labels":[],"label_agreement":null},{"id":"W4407181096","doi":"10.2139/ssrn.5125230","title":"Development of Station-Specific Regions of Influence for Teleconnection Analysis Using Ps Similarity","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Teleconnection; Similarity (geometry); Computer science; Climatology; Geography; Geology; Artificial intelligence; El Niño Southern Oscillation","score_opus":0.03193433247378515,"score_gpt":0.28366887460778334,"score_spread":0.2517345421339982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407181096","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":[0.46075377,0.0022073237,0.53665507,0.000033783544,0.000064923974,0.00014689143,0.000029485795,0.000080237645,0.000028512684],"genre_scores_gemma":[0.86036146,0.005103199,0.13443321,0.0000014735311,0.000013766048,0.000021677122,0.00003539073,0.000013255508,0.000016585294],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99828887,0.000030236963,0.0007569496,0.0001655246,0.00013278733,0.0006256335],"domain_scores_gemma":[0.99860674,0.00012333003,0.00043135628,0.0004562779,0.0003635051,0.000018818582],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008613687,0.0001797264,0.00041810752,0.000835274,0.00016987666,0.000023905834,0.000532809,0.00022343306,0.0000024315223],"category_scores_gemma":[0.00010259824,0.00019347024,0.00022340096,0.0007065592,0.000048607562,0.00006900337,0.00014658262,0.0014900533,1.15390314e-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":[0.000020467598,0.00007598419,0.00074304134,0.00027217402,0.0031039575,1.0425133e-7,0.0005779096,0.91826284,0.0030818994,0.02185927,0.000035165376,0.05196718],"study_design_scores_gemma":[0.0015468963,0.0002431765,0.0066616344,0.0015212552,0.0031815595,0.00005912788,0.009596963,0.37731045,0.041942418,0.54826194,0.007838846,0.0018357185],"about_ca_topic_score_codex":0.000033849992,"about_ca_topic_score_gemma":0.00094791496,"teacher_disagreement_score":0.5409524,"about_ca_system_score_codex":0.0010396318,"about_ca_system_score_gemma":0.0014703417,"threshold_uncertainty_score":0.7889487},"labels":[],"label_agreement":null},{"id":"W4407304330","doi":"10.1109/jiot.2025.3540750","title":"Digital-Twin-Empowered Interference Management for Multihop Internet of Vehicles Networks Over Millimeter Wave Bands","year":2025,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Telecommunications and Broadcasting Technologies","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":"Université Laval; École de Technologie Supérieure","funders":"Science and Engineering Research Council","keywords":"Computer science; Extremely high frequency; Computer network; Interference (communication); Telecommunications; The Internet; World Wide Web","score_opus":0.016564830681661546,"score_gpt":0.24400807931939514,"score_spread":0.2274432486377336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407304330","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":[0.46524602,0.0009785658,0.5282456,0.00009743522,0.0009967235,0.0001976765,0.000009494889,0.00017852863,0.004049959],"genre_scores_gemma":[0.9813242,0.0002476959,0.017051348,0.000036381967,0.000023144741,0.000011990796,0.0000042362176,0.000022308646,0.0012786977],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988569,0.000013878583,0.0006493386,0.00013828302,0.0001106595,0.00023091481],"domain_scores_gemma":[0.99912566,0.00016741485,0.00021170001,0.0003417957,0.0001206534,0.000032786582],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021956647,0.00018570668,0.00030772632,0.00033119266,0.000025817233,0.00012250827,0.0008059385,0.0001244184,0.000026350119],"category_scores_gemma":[0.00006322334,0.00016412468,0.0001921572,0.0001552804,0.000102954655,0.00028317675,0.00023461858,0.00039706173,0.0000012179194],"study_design_candidate":"design_other","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":[0.00042101042,0.00034403094,0.003987164,0.00086842116,0.0026453186,0.000020523037,0.0023655302,0.008596102,0.0115282405,0.0017304644,0.08554669,0.8819465],"study_design_scores_gemma":[0.0018613038,0.00042494328,0.001935547,0.0037725663,0.00016158276,0.000059610276,0.0005321351,0.86809695,0.10401376,0.003428111,0.015220347,0.00049312034],"about_ca_topic_score_codex":0.000010726788,"about_ca_topic_score_gemma":0.0000019486513,"teacher_disagreement_score":0.8814534,"about_ca_system_score_codex":0.00007672794,"about_ca_system_score_gemma":0.000007562297,"threshold_uncertainty_score":0.669281},"labels":[],"label_agreement":null},{"id":"W4407499493","doi":"10.2139/ssrn.5070397","title":"Human Intelligent-things Interaction Application Using 6G and Deep Edge Learning","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Enhanced Data Rates for GSM Evolution; Computer science; Deep learning; Artificial intelligence; Human interaction; Human–computer interaction","score_opus":0.010074362772415406,"score_gpt":0.2650195945616662,"score_spread":0.25494523178925077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407499493","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":[0.53569394,0.004571465,0.45837954,0.00013299943,0.00007986379,0.00007106162,7.778921e-8,0.0003530446,0.0007179953],"genre_scores_gemma":[0.9958828,0.0026378084,0.0012924998,0.000010450391,0.000032833253,0.000005518328,0.000001998419,0.000014855783,0.000121229474],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990843,0.000024059133,0.00019923679,0.00009549861,0.000049505565,0.0005474224],"domain_scores_gemma":[0.9997124,0.000027586886,0.00006149874,0.00014441057,0.000037810776,0.000016263593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041066058,0.000097381766,0.00009684322,0.00022012237,0.0003491005,0.00007449717,0.00019379066,0.000076851684,0.000002758883],"category_scores_gemma":[0.000042721636,0.00010069518,0.000031429758,0.00021321009,0.000030909512,0.0002074039,0.000063578904,0.0017575225,0.0000029907178],"study_design_candidate":"design_other","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":[0.0000050607837,0.000026045656,0.0022477084,0.00003183194,0.00015206233,3.643821e-7,0.0002378441,0.01700332,0.03441931,0.07401417,0.000022398737,0.8718399],"study_design_scores_gemma":[0.0006715622,0.00022511848,0.0012550254,0.00028800778,0.00015697916,0.0006574626,0.013661372,0.68363684,0.008888961,0.26401192,0.025871027,0.00067573896],"about_ca_topic_score_codex":0.00003451683,"about_ca_topic_score_gemma":0.00009941599,"teacher_disagreement_score":0.87116414,"about_ca_system_score_codex":0.0005895467,"about_ca_system_score_gemma":0.00006252453,"threshold_uncertainty_score":0.76356584},"labels":[],"label_agreement":null},{"id":"W4408071427","doi":"10.22541/au.174077022.27214375/v1","title":"Green Cloud Multimedia Networking: NFV/SDN based Energy-efficient Resource Allocation","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Telecommunications and Broadcasting Technologies","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 Toronto","funders":"","keywords":"Cloud computing; Computer science; Network Functions Virtualization; Resource allocation; Resource (disambiguation); Computer network; Multimedia; Operating system","score_opus":0.01983445830302055,"score_gpt":0.22943831359495806,"score_spread":0.2096038552919375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408071427","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":[0.010983726,0.007626824,0.8623135,0.0034570857,0.0034168914,0.00094322127,0.000102858845,0.01878281,0.092373095],"genre_scores_gemma":[0.91027117,0.00032802369,0.08577203,0.00018186602,0.00041211283,0.00027067683,0.0005343202,0.00006877684,0.0021610095],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986309,0.000055894907,0.00042987894,0.00037241122,0.00017868093,0.0003322359],"domain_scores_gemma":[0.9978284,0.00024872457,0.00009362313,0.0017003408,0.00007908361,0.000049825376],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023341888,0.0003439332,0.00030943044,0.00032461813,0.0001131936,0.000072308336,0.0011395075,0.0005586965,0.000033106706],"category_scores_gemma":[0.000054367963,0.00034920222,0.00012906974,0.00037596482,0.000071322786,0.000014023882,0.0009410717,0.00075784704,0.000011288083],"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":[0.0000033476329,0.000044537046,0.000042900178,0.00014055667,0.000054896973,0.0000010527885,0.000056308985,0.8586166,0.000057055826,0.00076591346,0.01370803,0.12650883],"study_design_scores_gemma":[0.00011867315,0.000006837362,0.00007081135,0.00022259707,0.000028522256,5.126757e-7,0.00003856926,0.8182353,0.0011893342,0.00021183169,0.17958274,0.00029427733],"about_ca_topic_score_codex":0.0003799115,"about_ca_topic_score_gemma":0.000097894495,"teacher_disagreement_score":0.89928746,"about_ca_system_score_codex":0.00019464192,"about_ca_system_score_gemma":0.00007185308,"threshold_uncertainty_score":0.999896},"labels":[],"label_agreement":null},{"id":"W4408324602","doi":"10.1109/globecom52923.2024.10901554","title":"GCEPNet: Graph Convolution-Enhanced Expectation Propagation for Massive MIMO Detection","year":2024,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Mila - Quebec Artificial Intelligence Institute; McGill University","funders":"","keywords":"Computer science; Convolution (computer science); MIMO; Graph; Theoretical computer science; Artificial intelligence; Computer network; Channel (broadcasting); Artificial neural network","score_opus":0.012690314329983063,"score_gpt":0.23453881682029262,"score_spread":0.22184850249030957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408324602","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":[0.12685259,0.00053252495,0.8674999,0.00013164847,0.00032170315,0.0003222055,0.0000054030756,0.0032504452,0.0010836055],"genre_scores_gemma":[0.9848939,0.000079423684,0.014431185,0.0000036811039,0.000039019586,0.00037309434,0.000026921682,0.000020017394,0.00013275178],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995707,0.00000646579,0.00014041888,0.00011698686,0.00004907962,0.00011630203],"domain_scores_gemma":[0.99968916,0.00007061015,0.000014614839,0.00016351075,0.000049927377,0.000012179764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005278779,0.00008225434,0.00006254382,0.00015654242,0.00008384953,0.00005419606,0.00008497235,0.0000765269,0.000019943109],"category_scores_gemma":[0.0000421728,0.00007650339,0.000043158518,0.00026280302,0.000023546978,0.00017304918,0.000011263288,0.000086298794,0.000027379938],"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":[0.0000083185705,0.000017074055,0.000010307861,0.00023385252,0.00006997746,3.938673e-7,0.0006763813,0.013058704,0.5477496,0.0077723437,0.00161078,0.4287923],"study_design_scores_gemma":[0.00013056923,0.000064809654,0.0002714074,0.00005033708,0.00001745593,0.000002468835,0.0008654163,0.51779187,0.4732218,0.005193433,0.0022207,0.00016975512],"about_ca_topic_score_codex":0.000005810828,"about_ca_topic_score_gemma":0.0000385173,"teacher_disagreement_score":0.85804135,"about_ca_system_score_codex":0.00007224389,"about_ca_system_score_gemma":0.00000804093,"threshold_uncertainty_score":0.31197178},"labels":[],"label_agreement":null},{"id":"W4408717423","doi":"10.1109/emts57498.2023.10925229","title":"Path Loss Measurements at 3455 MHz in Support of Localised Access to Midband Spectrum","year":2023,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Path (computing); Materials science; Computer science; Computer network","score_opus":0.07040154834541855,"score_gpt":0.2883897794648134,"score_spread":0.21798823111939486,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408717423","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":[0.9907281,0.000030354095,0.0006922434,0.0009675358,0.00006312652,0.00016505926,0.000010997749,0.0009800164,0.0063625914],"genre_scores_gemma":[0.9984312,0.000052779607,0.0011767189,0.000033678374,0.000004340443,0.000023502645,0.00001037444,0.000015713109,0.000251671],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99935955,0.000007882899,0.00020599857,0.00010183933,0.00011897374,0.00020576386],"domain_scores_gemma":[0.99949926,0.000025925794,0.000017228063,0.00041303987,0.000017154964,0.000027416881],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015841587,0.00008393086,0.00013165065,0.0002232542,0.000023509256,0.000017618735,0.00046201886,0.00005212741,0.00012436973],"category_scores_gemma":[0.000043489377,0.000077803656,0.000023331615,0.0007246059,0.00002239098,0.00006942288,0.0002906728,0.000072769166,0.00011115276],"study_design_candidate":"observational","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":[0.00006137406,0.00025619238,0.6243388,0.000605618,0.00016234479,0.000048270285,0.0008941612,0.107811175,0.066927,0.00061473256,0.17466693,0.023613416],"study_design_scores_gemma":[0.0015404592,0.00019342979,0.41886783,0.00018849177,0.00002085246,0.000011604984,0.0002825597,0.013841896,0.5031768,0.0016574089,0.059358977,0.0008596932],"about_ca_topic_score_codex":0.000077281904,"about_ca_topic_score_gemma":0.0005549588,"teacher_disagreement_score":0.4362498,"about_ca_system_score_codex":0.00007583496,"about_ca_system_score_gemma":0.000008310104,"threshold_uncertainty_score":0.3172741},"labels":[],"label_agreement":null},{"id":"W4410056640","doi":"10.2139/ssrn.5240354","title":"Aka + Oauth 2.0 — an Approach to “Bring Your Own Identity” in Cellular Communications","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"AKA; Identity (music); Computer science; Computer security; Business; Internet privacy; Art; Library science; Aesthetics","score_opus":0.03337669849395805,"score_gpt":0.2929649945132934,"score_spread":0.2595882960193353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410056640","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":[0.5308042,0.035447177,0.40745655,0.0015752986,0.00072230573,0.001094635,0.000052366464,0.00209891,0.020748548],"genre_scores_gemma":[0.9551909,0.015558216,0.028605089,0.00001975727,0.000082519924,0.00006422199,0.000068918474,0.00005349505,0.0003569073],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99698013,0.00014496724,0.0006414645,0.00032362127,0.00022011198,0.0016896824],"domain_scores_gemma":[0.9971404,0.000049420243,0.00013926698,0.0024929396,0.00009393993,0.00008404725],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0016738286,0.00035154182,0.0004281871,0.00091427483,0.00023132053,0.00027563536,0.004439209,0.00039355812,0.0000030151616],"category_scores_gemma":[0.00011542948,0.00038941213,0.00014786056,0.00074869854,0.00006042008,0.0002824613,0.0019852866,0.008395196,0.000016609643],"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":[0.000024245768,0.0010402034,0.0035858788,0.0005077274,0.0009500038,0.000006605381,0.0036458306,0.38956645,0.002299645,0.4228533,0.00033415412,0.17518596],"study_design_scores_gemma":[0.0013489763,0.00021337534,0.0037358939,0.0016547237,0.0003226474,0.0003020255,0.017063882,0.2544237,0.0009048224,0.7083034,0.008845178,0.0028813886],"about_ca_topic_score_codex":0.00033093826,"about_ca_topic_score_gemma":0.0024563798,"teacher_disagreement_score":0.42438665,"about_ca_system_score_codex":0.0019741843,"about_ca_system_score_gemma":0.0008885958,"threshold_uncertainty_score":0.99985576},"labels":[],"label_agreement":null},{"id":"W4410227464","doi":"10.1109/wcnc61545.2025.10978263","title":"Compression and Transmission of 8K Stereoscopic VR Using VAE-GAN Latents and Standard Encoders","year":2025,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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 Calgary","funders":"","keywords":"Encoder; Computer science; Stereoscopy; Transmission (telecommunications); Data compression; Computer graphics (images); Computer vision; Artificial intelligence; Telecommunications","score_opus":0.015346004595948096,"score_gpt":0.2552021791156974,"score_spread":0.23985617451974933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410227464","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":[0.93180543,0.0017521604,0.06454807,0.00006254553,0.00002699461,0.00007321246,0.0000030400126,0.00021208549,0.0015164621],"genre_scores_gemma":[0.9571855,0.0005535839,0.04221588,0.0000042988577,8.893389e-7,9.674126e-7,9.72342e-7,0.000004631035,0.000033265882],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99970335,0.000008358349,0.0001161261,0.000065461485,0.00003679586,0.000069908376],"domain_scores_gemma":[0.99978894,0.000028138835,0.000012796311,0.00014182636,0.000013801222,0.000014508028],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000039532417,0.000060465303,0.000104933526,0.00008375481,0.00005230038,0.000013430394,0.00007417007,0.000055927885,0.0000064016417],"category_scores_gemma":[0.0000058427927,0.00004964765,0.000008861516,0.00008853982,0.000045174005,0.00004677883,0.000045641696,0.00007308625,6.46409e-8],"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":[0.000030978437,0.000033625656,0.016250158,0.0007341761,0.00008165953,9.879135e-7,0.0005892266,0.0044686357,0.28714433,0.00072735094,0.00029225682,0.6896466],"study_design_scores_gemma":[0.0017775387,0.00014941322,0.027531508,0.0022696203,0.00010546064,0.000007829781,0.0014991614,0.5408827,0.41207346,0.0033369353,0.009933528,0.00043282096],"about_ca_topic_score_codex":0.000022800574,"about_ca_topic_score_gemma":0.0000042878883,"teacher_disagreement_score":0.68921375,"about_ca_system_score_codex":0.000009561842,"about_ca_system_score_gemma":0.000005550944,"threshold_uncertainty_score":0.20245723},"labels":[],"label_agreement":null},{"id":"W4410852353","doi":"10.1109/comst.2025.3575041","title":"A Survey on Intent-Driven End-to-End 6G Mobile Communication System","year":2025,"lang":"en","type":"article","venue":"IEEE Communications Surveys & Tutorials","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"National Key Research and Development Program of China","keywords":"End-to-end principle; End user; Telecommunications; Computer science; Business; Computer network; World Wide Web","score_opus":0.04671739061439124,"score_gpt":0.3006620172819933,"score_spread":0.2539446266676021,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410852353","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":[0.73728997,0.018884763,0.08680775,0.0045241914,0.015147158,0.0101768095,0.0038511117,0.025161484,0.09815677],"genre_scores_gemma":[0.9877626,0.0013267823,0.008789098,0.000053496693,0.00005465853,0.0010683347,0.0005302781,0.0000679113,0.00034687037],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949189,0.0029832225,0.0010194652,0.0003568042,0.00026633425,0.00045528056],"domain_scores_gemma":[0.9861463,0.0040972745,0.00018169121,0.0089469375,0.00052526506,0.00010254117],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0046895975,0.00039158185,0.0006204307,0.00067730446,0.0007358696,0.000218521,0.0050754948,0.00030691203,0.000026051737],"category_scores_gemma":[0.0010580304,0.00041829623,0.00013590055,0.0017961441,0.00034377186,0.00018910778,0.0010099187,0.00075764535,0.00029863743],"study_design_candidate":"not_applicable","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":[0.00014555854,0.0024804038,0.025591606,0.00069469924,0.0022485969,0.0000055151013,0.0037919602,0.109024994,0.038439114,0.08722473,0.22697738,0.5033755],"study_design_scores_gemma":[0.0034094695,0.00063675176,0.25896978,0.0039857808,0.0003943322,0.000017248423,0.0043568956,0.06782896,0.02528421,0.0014040943,0.62976104,0.0039514424],"about_ca_topic_score_codex":0.0016989276,"about_ca_topic_score_gemma":0.0031034483,"teacher_disagreement_score":0.499424,"about_ca_system_score_codex":0.000659792,"about_ca_system_score_gemma":0.00011640243,"threshold_uncertainty_score":0.9998269},"labels":[],"label_agreement":null},{"id":"W4411026514","doi":"10.1007/978-981-96-6459-7_3","title":"Interference Study of 5G Network Deployment on Meteorological Satellite System in 1800 MHz Band","year":2025,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Concordia University","funders":"","keywords":"Software deployment; Satellite; Interference (communication); Telecommunications; Computer science; Remote sensing; Meteorology; Environmental science; Astronomy; Physics; Geography","score_opus":0.03994362441390055,"score_gpt":0.26858604880384657,"score_spread":0.22864242438994603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411026514","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":[0.045871325,0.0045148456,0.03218384,0.00031330835,0.0008249252,0.0030471089,0.00004345636,0.0012744991,0.9119267],"genre_scores_gemma":[0.9860191,0.002957973,0.010855732,0.000032268097,0.0000058332184,0.000048118127,0.00001254414,0.0000054723787,0.00006297873],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99868596,0.000035397417,0.000785053,0.000147811,0.00017718106,0.00016858033],"domain_scores_gemma":[0.99773383,0.00031829343,0.0001582115,0.0016465292,0.00011713618,0.00002597827],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00072249316,0.00018041083,0.00030938495,0.00086292217,0.00014580504,0.00009733895,0.0018517672,0.0001257989,0.0000018302222],"category_scores_gemma":[0.000032711687,0.0001678426,0.000023837463,0.00048740467,0.00034875434,0.0005598749,0.00079721364,0.00051533966,0.000005375062],"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":[0.000016530972,0.00014505882,0.0014351129,0.00023475123,0.000035443827,7.1971544e-7,0.003099281,0.06100524,0.000006936607,0.25920305,0.00018370524,0.67463416],"study_design_scores_gemma":[0.0015083445,0.0010157119,0.035458397,0.004880595,0.00004431683,0.000017184366,0.0014786473,0.88727474,0.00006682514,0.0037780944,0.0634258,0.0010513221],"about_ca_topic_score_codex":0.000015562739,"about_ca_topic_score_gemma":0.000068310284,"teacher_disagreement_score":0.94014776,"about_ca_system_score_codex":0.00018657502,"about_ca_system_score_gemma":0.00004421504,"threshold_uncertainty_score":0.6844423},"labels":[],"label_agreement":null},{"id":"W4411150538","doi":"10.1016/j.jmir.2025.101925","title":"Mobile Phone Acquisition of Patient-Reported Outcomes During and After Head and Neck Radiation Therapy","year":2025,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; BP (Canada); Princess Margaret Cancer Centre","funders":"","keywords":"Mobile phone; Head and neck; Medicine; Radiation therapy; Head (geology); Medical physics; Radiology; Computer science; Surgery; Telecommunications","score_opus":0.008575507447947824,"score_gpt":0.2856908834943559,"score_spread":0.27711537604640807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411150538","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":[0.97256833,0.025447732,0.00036752247,0.001380492,0.00013992873,0.00003917292,6.4321443e-7,0.000025905212,0.000030249175],"genre_scores_gemma":[0.9825648,0.016348496,0.0010105678,0.000053150936,0.000015158541,0.0000029409148,2.689883e-7,0.000001998563,0.0000026080918],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9993331,0.000020346846,0.0002960478,0.00006193629,0.00021817193,0.00007041915],"domain_scores_gemma":[0.9996434,0.00010048037,0.00012338712,0.00005720099,0.000038840037,0.000036680125],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037640202,0.000053192238,0.00012567845,0.00022936128,0.00008562287,0.000046971025,0.00007957144,0.000036740035,0.000006028365],"category_scores_gemma":[0.00015003621,0.000037938422,0.000017018998,0.00019869168,0.00019713824,0.0002204805,0.000027700638,0.00010234205,4.843853e-8],"study_design_candidate":"observational","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":[0.000010116425,0.00002606113,0.3196587,0.0000319807,0.000029040395,0.0000032138296,0.00078092737,0.00018268688,0.0012378853,0.000036062174,0.00012784605,0.6778755],"study_design_scores_gemma":[0.0011464943,0.00008393122,0.9698471,0.00022879115,0.00001690813,0.000090403686,0.0015363103,0.02236825,0.0028562064,0.0005415743,0.0011944936,0.00008957328],"about_ca_topic_score_codex":0.000008202646,"about_ca_topic_score_gemma":0.0000010141657,"teacher_disagreement_score":0.67778593,"about_ca_system_score_codex":0.000011779371,"about_ca_system_score_gemma":0.000025238414,"threshold_uncertainty_score":0.1547084},"labels":[],"label_agreement":null},{"id":"W4411214024","doi":"10.1007/978-981-96-6468-9_11","title":"Dynamic Load Balancing with Agent-Based Algorithm in Cloud Computing via OpenStack","year":2025,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University; École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Computer science; Cloud computing; Parallel computing; Load balancing (electrical power); Distributed computing; Operating system; Mathematics","score_opus":0.014418837061744374,"score_gpt":0.25093299774780276,"score_spread":0.23651416068605838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411214024","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00034712083,0.0013077931,0.9044277,0.00035073693,0.00021860487,0.0005178535,0.000023474275,0.00046990937,0.092336774],"genre_scores_gemma":[0.19860817,0.0026380068,0.7980215,0.0002632057,0.00001010418,0.000030059908,0.0001304614,0.000021341357,0.0002771686],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987334,0.000016105452,0.0006020228,0.00017191013,0.00023954976,0.00023703692],"domain_scores_gemma":[0.99777925,0.00020455512,0.00014628646,0.0016215418,0.00021154454,0.000036793892],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063513726,0.00022598772,0.0002664711,0.0010227741,0.0002781001,0.0002392917,0.0018820268,0.00013785527,0.0000032399969],"category_scores_gemma":[0.000022830303,0.00022720799,0.000025163854,0.0006375543,0.0005703016,0.0011495927,0.0010189757,0.00066578673,0.000010884181],"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":[0.0000014503613,0.000011059138,0.00006371602,0.000067892266,0.0000063319703,5.923465e-7,0.0003826393,0.026134066,0.0000025972756,0.006194837,0.00010223933,0.96703255],"study_design_scores_gemma":[0.00028351822,0.000021299098,0.0005058173,0.0007147146,0.000004540357,0.000008004095,0.00003813694,0.97452074,0.000006735515,0.00037921872,0.023271326,0.00024594378],"about_ca_topic_score_codex":0.000029083885,"about_ca_topic_score_gemma":0.000112489564,"teacher_disagreement_score":0.9667866,"about_ca_system_score_codex":0.00050539785,"about_ca_system_score_gemma":0.00024410406,"threshold_uncertainty_score":0.92652726},"labels":[],"label_agreement":null},{"id":"W4411472006","doi":"10.1109/access.2025.3582024","title":"Measurement-Based Analysis of 5G Cellular Network Interference on Radar Altimeters and Joint Power-Angle Control Mitigation Strategy","year":2025,"lang":"en","type":"article","venue":"IEEE Access","topic":"Telecommunications and Broadcasting Technologies","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":"University of Ottawa","funders":"Directorate for Engineering","keywords":"Interference (communication); Joint (building); Computer science; Power control; Radar; Remote sensing; Power (physics); Cellular network; Electronic engineering; Telecommunications; Engineering; Geology","score_opus":0.03192743209323397,"score_gpt":0.2568773846112266,"score_spread":0.22494995251799266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411472006","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":[0.80062884,0.00096502487,0.19697598,0.00012738442,0.0001248917,0.00016012111,0.000012706086,0.00026135988,0.00074372755],"genre_scores_gemma":[0.9991636,0.000022262198,0.0007463133,0.00003246194,0.000004619757,0.000015883883,0.0000054213,0.0000066367006,0.0000027639753],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999378,0.00003421142,0.00024084475,0.000120565106,0.00009984088,0.00012653913],"domain_scores_gemma":[0.99940085,0.000063756204,0.00006578873,0.0003761398,0.00007670077,0.000016764512],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020151,0.00010090994,0.00023037023,0.00030081766,0.00004790251,0.000056590332,0.000276481,0.00006092764,0.000008798847],"category_scores_gemma":[0.00003960829,0.000096749725,0.00005891254,0.0006980704,0.000049266248,0.000075061456,0.000020053962,0.000114749746,5.864766e-7],"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":[0.000037571375,0.00008521439,0.008834383,0.00012905724,0.0015280597,0.000001858332,0.000041037372,0.84441286,0.11303214,0.00063549797,0.0011064978,0.030155823],"study_design_scores_gemma":[0.00091751193,0.00016173227,0.058930337,0.00042443583,0.0007971226,1.651385e-7,0.000079367,0.53368443,0.40367365,0.0008633315,0.00014724242,0.0003206604],"about_ca_topic_score_codex":0.00004699494,"about_ca_topic_score_gemma":0.000056229186,"teacher_disagreement_score":0.3107284,"about_ca_system_score_codex":0.000048011418,"about_ca_system_score_gemma":0.000016146587,"threshold_uncertainty_score":0.39453393},"labels":[],"label_agreement":null},{"id":"W4411639592","doi":"10.2139/ssrn.5316400","title":"Achieving Ubiquitous Broadband Access Through Next-Generation Non-Terrestrial Networks","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Broadband; Computer science; Telecommunications","score_opus":0.052895005577529894,"score_gpt":0.2901197999230728,"score_spread":0.2372247943455429,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411639592","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":[0.26263848,0.040490698,0.68647605,0.0007601569,0.00510142,0.00065851706,0.000015297974,0.0013386022,0.0025208038],"genre_scores_gemma":[0.9227226,0.073087305,0.0018859269,0.000029907698,0.001868068,0.00005444352,0.000082621824,0.000056168745,0.00021298956],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99677444,0.00008924001,0.0006638475,0.0003442777,0.00020782868,0.0019203787],"domain_scores_gemma":[0.9986759,0.000087831104,0.0002603588,0.0008606172,0.000071544404,0.00004375665],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00078812655,0.0004523334,0.00047990822,0.00026011557,0.00041884242,0.0008230115,0.0020237074,0.0006913732,0.000009740646],"category_scores_gemma":[0.00007722665,0.00045207667,0.00024057437,0.00032624704,0.0000579871,0.00044405498,0.0009809096,0.008722175,0.0000035645662],"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":[0.000024322311,0.00005060046,0.00022501196,0.00006669335,0.000608106,0.0000044099834,0.00012154413,0.81296927,0.000386287,0.002676456,0.0030741207,0.17979316],"study_design_scores_gemma":[0.0017335538,0.00026687013,0.00025584392,0.0011673033,0.0004897633,0.00039602467,0.00058964716,0.8960109,0.0011041671,0.08639405,0.009685144,0.0019067636],"about_ca_topic_score_codex":0.00014117212,"about_ca_topic_score_gemma":0.00083944545,"teacher_disagreement_score":0.6845901,"about_ca_system_score_codex":0.0013650582,"about_ca_system_score_gemma":0.0012020904,"threshold_uncertainty_score":0.9997931},"labels":[],"label_agreement":null},{"id":"W4412509357","doi":"10.1007/978-981-96-6462-7_15","title":"Integration Challenges for 5G and Beyond Wireless Communications","year":2025,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Concordia University","funders":"","keywords":"Wireless; Computer science; Telecommunications","score_opus":0.04916633683968127,"score_gpt":0.28360931293932573,"score_spread":0.23444297609964446,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412509357","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00016982997,0.023638356,0.113505125,0.007692134,0.00037458717,0.001628291,0.00014875284,0.0009950682,0.8518478],"genre_scores_gemma":[0.2532003,0.34499115,0.39924082,0.00041182048,0.000033934095,0.00046055345,0.0004533865,0.00003754061,0.0011705362],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99897355,0.000015038521,0.0005519402,0.00016193022,0.00012696855,0.00017054492],"domain_scores_gemma":[0.9964077,0.00048292213,0.00013657597,0.002634244,0.0002965112,0.000042051928],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057928433,0.00021200854,0.0002465981,0.00094330974,0.0005215531,0.00024611704,0.00221499,0.00019387786,0.0000013621554],"category_scores_gemma":[0.00006532524,0.00022373039,0.000033273074,0.00023500904,0.0011636105,0.0017151048,0.001031572,0.00045816434,0.0000037438724],"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":[7.111388e-7,0.0000053265044,0.000002592419,0.00006007798,0.0000057894895,9.3355e-9,0.0004970396,0.000045071414,0.0000068690797,0.4279976,0.0002339431,0.571145],"study_design_scores_gemma":[0.0002654153,0.00004257288,0.00032405302,0.00047427873,0.000017817325,0.0000081835415,0.00021694886,0.66265035,0.000042873733,0.0228557,0.31273907,0.00036274182],"about_ca_topic_score_codex":0.000004598912,"about_ca_topic_score_gemma":0.00005399198,"teacher_disagreement_score":0.8506773,"about_ca_system_score_codex":0.00011696903,"about_ca_system_score_gemma":0.0000823691,"threshold_uncertainty_score":0.912346},"labels":[],"label_agreement":null},{"id":"W4413060109","doi":"10.1007/978-981-96-6465-8_1","title":"Inter-system Interference and Optimal Utilisation of Resources in 1800 MHz Band 5G Networks","year":2025,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Concordia University","funders":"","keywords":"Interference (communication); Computer science; Telecommunications","score_opus":0.02461925703582301,"score_gpt":0.24542093311152946,"score_spread":0.22080167607570644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413060109","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":[0.026052501,0.0075035943,0.45743272,0.0005624505,0.0005395769,0.0012175147,0.00006708514,0.00080906175,0.5058155],"genre_scores_gemma":[0.9731854,0.00387368,0.0227786,0.000017292798,0.0000056601516,0.000018438994,0.00002234053,0.0000053349577,0.000093244606],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989765,0.000018998495,0.00065118127,0.00012297736,0.00010168708,0.00012862058],"domain_scores_gemma":[0.99840325,0.000217993,0.00015745277,0.0010666285,0.00012998134,0.000024679292],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054575637,0.00015142576,0.0002354604,0.001039275,0.00012417098,0.00014279912,0.0012186556,0.00014368503,0.0000019008389],"category_scores_gemma":[0.00003934978,0.00015664917,0.000019011351,0.00034803225,0.0007148133,0.001116405,0.0008099763,0.00043073753,0.0000011169353],"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":[0.000008438023,0.000016763146,0.000932034,0.0003554174,0.00001543067,1.8330778e-7,0.0040306523,0.024278069,0.000014055413,0.12395218,0.00019374948,0.846203],"study_design_scores_gemma":[0.00016231758,0.000030553507,0.002308742,0.0012916481,0.0000052681876,0.0000070657093,0.0002920796,0.98034406,0.00002142016,0.00031692913,0.015048573,0.0001713663],"about_ca_topic_score_codex":0.000022139131,"about_ca_topic_score_gemma":0.00003899255,"teacher_disagreement_score":0.95606595,"about_ca_system_score_codex":0.000113879665,"about_ca_system_score_gemma":0.000039054725,"threshold_uncertainty_score":0.6387968},"labels":[],"label_agreement":null},{"id":"W4414405608","doi":"10.1109/iccworkshops67674.2025.11162426","title":"Personalized Federated Learning based Joint Latency and Power Optimization for UAV-assisted C-V2X Communications","year":2025,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Toronto Metropolitan University","funders":"","keywords":"Latency (audio); Energy consumption; Transmission (telecommunications); Federated learning; Optimization problem; Power consumption; Reduction (mathematics); Joint (building); Power control; Key (lock)","score_opus":0.028316719644290275,"score_gpt":0.2577107631021761,"score_spread":0.22939404345788583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414405608","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":[0.020099238,0.0017300157,0.9545238,0.0043036276,0.00007218187,0.0005201323,0.000009485189,0.0031911978,0.015550321],"genre_scores_gemma":[0.77122325,0.0002018543,0.22789405,0.000050421113,0.0000013569226,0.00008970362,0.00006337219,0.000013717115,0.0004622927],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995062,0.000030862055,0.00019451951,0.00010464541,0.000035046967,0.00012874822],"domain_scores_gemma":[0.9992917,0.0001711024,0.000029485664,0.00038669034,0.00010353688,0.000017469281],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012575938,0.00010198212,0.00013145179,0.00015048926,0.0003754184,0.000088909896,0.00019705162,0.000094263,0.0000511462],"category_scores_gemma":[0.00018291129,0.00009905385,0.000035889,0.00029275235,0.00007558056,0.00006481735,0.000089669236,0.00016643257,0.000001370267],"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":[0.000075546974,0.00045607903,0.0032755856,0.0005930509,0.0005601069,0.000001135279,0.0008234414,0.7221381,0.025239747,0.046805378,0.015551191,0.18448064],"study_design_scores_gemma":[0.0004949092,0.00002296323,0.0009632045,0.00005440745,0.00001831929,9.071499e-7,0.0003856103,0.9874949,0.00068330596,0.00012634203,0.009637028,0.0001181416],"about_ca_topic_score_codex":0.000012928694,"about_ca_topic_score_gemma":0.00001645534,"teacher_disagreement_score":0.75112396,"about_ca_system_score_codex":0.000043326305,"about_ca_system_score_gemma":0.00002255958,"threshold_uncertainty_score":0.40392986},"labels":[],"label_agreement":null},{"id":"W4414513122","doi":"10.3233/scc-2008-335","title":"Introduction of mobility aspects for DVB-S2/RCS broadband systems","year":2008,"lang":"en","type":"article","venue":"Space Communications","topic":"Telecommunications and Broadcasting Technologies","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":"Advantech AMT (Canada)","funders":"","keywords":"Broadband; Exploit; Broadband networks; Software deployment; Communications satellite; Broadcasting (networking); Key (lock); Mobile telephony; Adaptation (eye)","score_opus":0.037481404166228395,"score_gpt":0.25305022858733345,"score_spread":0.21556882442110506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414513122","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":[0.7653512,0.047384582,0.11987546,0.022797627,0.0012416639,0.0039815833,0.00034222557,0.007002683,0.032023028],"genre_scores_gemma":[0.96364397,0.002443324,0.033410177,0.0000024512149,0.000050782786,0.00020520101,0.000059627593,0.000021270787,0.00016318526],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99933845,0.000041694544,0.000280497,0.000114625145,0.00007114461,0.00015360834],"domain_scores_gemma":[0.9965719,0.00023348125,0.000082379505,0.0029139074,0.0001718652,0.000026475002],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019036754,0.00010796462,0.00019195818,0.000113208975,0.00028486233,0.000013774922,0.00087426446,0.000092111186,0.0000069735174],"category_scores_gemma":[0.00024914055,0.00011371803,0.00006130795,0.00034260502,0.0002802885,0.00010534655,0.00018206616,0.00020122678,0.000007859251],"study_design_candidate":"not_applicable","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":[0.000058240017,0.0019273104,0.008873636,0.0015145685,0.0007152161,0.0000010934247,0.004653316,0.10617153,0.0903473,0.44567978,0.3115816,0.028476382],"study_design_scores_gemma":[0.00094281725,0.00021620706,0.0121136885,0.00011862754,0.00009807832,0.00009332043,0.0021837035,0.15837112,0.020536928,0.003846101,0.80074894,0.0007304646],"about_ca_topic_score_codex":0.000079362246,"about_ca_topic_score_gemma":0.00007220925,"teacher_disagreement_score":0.48916733,"about_ca_system_score_codex":0.00007450367,"about_ca_system_score_gemma":0.000026472428,"threshold_uncertainty_score":0.46372867},"labels":[],"label_agreement":null},{"id":"W4414538637","doi":"10.1109/icc52391.2025.11161979","title":"LLM-Driven Green Spectrum Management for 6G Non-Terrestrial Networks","year":2025,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Communications Research Centre Canada","funders":"","keywords":"Energy consumption; Spectrum management; Energy (signal processing); Frequency allocation; Telecommunications network; Spectrum (functional analysis); Spectral efficiency; Efficient energy use","score_opus":0.010776579636934609,"score_gpt":0.2336692991653372,"score_spread":0.22289271952840262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414538637","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":[0.010173843,0.0002221481,0.9269767,0.0015241496,0.0006280653,0.00061903626,0.0000038810367,0.0019450214,0.05790717],"genre_scores_gemma":[0.9547648,0.00017242951,0.042793814,0.00003520377,0.00006498508,0.00011073886,0.00001210432,0.000013421577,0.002032506],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995617,0.0000031674754,0.00013361966,0.00009470995,0.000028524726,0.00017827487],"domain_scores_gemma":[0.9995312,0.000044631568,0.000011368661,0.00039645753,0.0000049637715,0.0000113636],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000046557056,0.00008465068,0.00009581694,0.0001041436,0.000065916334,0.00002917797,0.0003517711,0.0000658455,0.000013124613],"category_scores_gemma":[0.0000039594825,0.00007934543,0.000045555284,0.0001922288,0.000018392884,0.000031651536,0.00013798776,0.00009512507,0.0000065185495],"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":[0.000033158092,0.000101262965,0.00069157674,0.0001707384,0.00043712484,0.000004430569,0.00003568417,0.26038444,0.000097501885,0.050240964,0.14491746,0.54288566],"study_design_scores_gemma":[0.00056556414,0.000035562578,0.00101267,0.000046364614,0.000029586556,5.743596e-7,0.00006377271,0.91095287,0.00039273532,0.0037674084,0.082983516,0.0001493909],"about_ca_topic_score_codex":0.000025526493,"about_ca_topic_score_gemma":0.00007165049,"teacher_disagreement_score":0.9445909,"about_ca_system_score_codex":0.000036235153,"about_ca_system_score_gemma":0.0000030805634,"threshold_uncertainty_score":0.32356128},"labels":[],"label_agreement":null},{"id":"W4414539303","doi":"10.1109/icc52391.2025.11161411","title":"Federated Variational Autoencoder and Transformers for Temporal Data Augmentation and Interference Detection in Heterogeneous 5G Networks","year":2025,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","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":"Ericsson (Canada)","funders":"","keywords":"Autoencoder; Robustness (evolution); Synthetic data; Data modeling; Labeled data; Training set; Deep learning; Transformer","score_opus":0.025021695083193796,"score_gpt":0.2659243060668478,"score_spread":0.240902610983654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414539303","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":[0.06987412,0.0002372337,0.9291848,0.00014168804,0.000050734823,0.00016290674,0.000008710444,0.00019729922,0.00014253047],"genre_scores_gemma":[0.98547995,0.00014867523,0.014231225,0.000014777161,0.0000032530138,0.00003378649,0.00006834147,0.000004275734,0.000015687212],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99967194,0.0000072598727,0.00012386148,0.00010551753,0.000017070826,0.000074359166],"domain_scores_gemma":[0.99983394,0.0000580881,0.000009957887,0.00007709878,0.000012929845,0.000008008823],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008101315,0.00005691142,0.000059572147,0.00008102421,0.000063406755,0.000049629645,0.0000659801,0.000057493977,0.000003055628],"category_scores_gemma":[0.000016858117,0.00005589292,0.0000047241156,0.000110178415,0.000019207542,0.00012356724,0.000029533827,0.00006886075,8.8800505e-8],"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":[0.000039206854,0.000024872663,0.0032721218,0.000077323275,0.000058887657,2.938487e-7,0.00008202066,0.043800272,0.0016534611,0.0003669838,0.00020824869,0.9504163],"study_design_scores_gemma":[0.00026146977,0.000018974866,0.0034925845,0.000018032408,0.000005844791,0.0000023622883,0.000079732476,0.9948689,0.0007300491,0.00032306934,0.00014375508,0.00005524598],"about_ca_topic_score_codex":0.000056143712,"about_ca_topic_score_gemma":0.001228765,"teacher_disagreement_score":0.9510686,"about_ca_system_score_codex":0.000024939543,"about_ca_system_score_gemma":0.000006814977,"threshold_uncertainty_score":0.22792472},"labels":[],"label_agreement":null},{"id":"W4414871503","doi":"10.1109/access.2025.3618587","title":"Pre-Connect Handover Management for 5G Networks Using Multi-Agent Deep Q-Networks","year":2025,"lang":"en","type":"article","venue":"IEEE Access","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","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":"Ericsson (Canada); Carleton University","funders":"Mitacs","keywords":"Handover; Quality of service; Reliability (semiconductor); Network packet; Wireless network; Wireless; Soft handover; Low latency (capital markets); Mobility management","score_opus":0.038523993968017554,"score_gpt":0.3143019338170496,"score_spread":0.27577793984903204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414871503","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":[0.05368188,0.0020652683,0.9413439,0.000032271626,0.00086416374,0.0005326211,0.0000022788076,0.00079322787,0.00068439107],"genre_scores_gemma":[0.97367716,0.0004602451,0.025375921,0.00006434588,0.000058380887,0.00018965699,0.000008205419,0.000028083145,0.00013799866],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921083,0.000013010378,0.00023129648,0.00018413446,0.00005002849,0.00031069963],"domain_scores_gemma":[0.9992173,0.000112174996,0.00004018047,0.0005733633,0.00003507025,0.000021950418],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012060411,0.00015865959,0.00016689066,0.00013783111,0.00016976117,0.00015980544,0.00076574885,0.00012548805,0.000007063422],"category_scores_gemma":[0.000016928048,0.00015837334,0.000068816786,0.00035235778,0.000031679436,0.0001514474,0.00013327094,0.00016872906,0.0000011989399],"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":[0.000008078007,0.000025576344,0.00087437197,0.00008175598,0.000115805604,0.000001217973,0.000013892766,0.9332998,0.00003988155,0.00021095673,0.0015891532,0.06373954],"study_design_scores_gemma":[0.00049359293,0.000007134036,0.0024840448,0.00011049749,0.000053333504,8.84777e-7,0.000019309471,0.9915924,0.0009870217,0.00021017474,0.0038611344,0.00018046364],"about_ca_topic_score_codex":0.000027254082,"about_ca_topic_score_gemma":0.00006670717,"teacher_disagreement_score":0.9199953,"about_ca_system_score_codex":0.00009238827,"about_ca_system_score_gemma":0.0000044284766,"threshold_uncertainty_score":0.6458277},"labels":[],"label_agreement":null},{"id":"W4416011303","doi":"10.1109/tbc.2025.3627776","title":"Architecture for Efficient Local Content Insertion in ATSC 3.0 SFNs","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","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":"Humber Polytechnic","funders":"Eusko Jaurlaritza","keywords":"Backward compatibility; Default gateway; Architecture; Transmitter; Single-frequency network; Internetworking; Physical layer; Key (lock); Software","score_opus":0.02852137839347954,"score_gpt":0.24546220885937678,"score_spread":0.21694083046589724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416011303","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":[0.19871587,0.00016159049,0.7990346,0.0002654974,0.000337708,0.00032764772,0.000016599754,0.00070884766,0.00043165416],"genre_scores_gemma":[0.98785883,0.000027863527,0.011713721,0.00004475162,0.00001066607,0.00022862619,0.0000032666528,0.000024193132,0.00008809053],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990558,0.000021783684,0.00033119184,0.00020629265,0.00008162349,0.00030328913],"domain_scores_gemma":[0.999275,0.00028206533,0.000028657698,0.00034064462,0.00004619663,0.000027405104],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014470336,0.00017676185,0.00018536787,0.00046449236,0.00018880631,0.0000319697,0.00022895676,0.0001379466,0.000006392484],"category_scores_gemma":[0.000029194836,0.00018016002,0.00009428359,0.00056774874,0.00006680298,0.00003889266,0.0000029538637,0.0004397283,0.000005957696],"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":[0.000019868241,0.00006390999,0.000013857199,0.000051862506,0.000016654149,6.279121e-7,0.0000852046,0.67099684,0.005863014,0.000081114944,0.000038482267,0.32276857],"study_design_scores_gemma":[0.0010491566,0.000092973285,0.0006900396,0.0004941311,0.000031135893,0.000009434788,0.0006845104,0.93472123,0.059278443,0.00029663582,0.0023509823,0.0003013374],"about_ca_topic_score_codex":0.000047556572,"about_ca_topic_score_gemma":0.00020588408,"teacher_disagreement_score":0.78914297,"about_ca_system_score_codex":0.00019776542,"about_ca_system_score_gemma":0.000023428955,"threshold_uncertainty_score":0.73467124},"labels":[],"label_agreement":null},{"id":"W616036526","doi":"","title":"メ〜テレ HD Quarter対応 新SNG中継車 (特集 DVB-S.2によるHD-SNG伝送)","year":2008,"lang":"ja","type":"article","venue":"放送技術","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","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":"Quarter (Canadian coin); Digital Video Broadcasting; Computer science; Telecommunications; Geography; Archaeology","score_opus":0.031260416040350826,"score_gpt":0.22538992630741678,"score_spread":0.19412951026706596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W616036526","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":[0.93407524,0.012975048,0.003113485,0.003036585,0.0013943616,0.0004887618,0.00008039467,0.0048240344,0.040012073],"genre_scores_gemma":[0.9794645,0.0027788226,0.014985177,0.0000781098,0.00022470129,0.000043280757,0.000028306356,0.000088281704,0.0023088348],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99808204,0.00005404236,0.00054925587,0.00037812014,0.00024851385,0.0006880483],"domain_scores_gemma":[0.9976958,0.00018067294,0.000117837975,0.0018194737,0.000075335374,0.000110903115],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017854455,0.00040332708,0.00043880744,0.00026031164,0.0004585015,0.000079002675,0.0011238796,0.00042010576,0.00043309017],"category_scores_gemma":[0.0001734106,0.00042685392,0.00018428094,0.00061035634,0.00025979755,0.00021172501,0.0002980131,0.00082737673,0.0016953367],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008184038,0.0015636646,0.020164963,0.0009359911,0.0011108717,0.00064119964,0.016942028,0.0076503414,0.026101574,0.014400094,0.48033035,0.43007708],"study_design_scores_gemma":[0.0019771317,0.00063820364,0.05090081,0.00063566817,0.00019027258,0.00074532203,0.003026401,0.03753585,0.01206837,0.00223307,0.88732785,0.0027210347],"about_ca_topic_score_codex":0.00018485531,"about_ca_topic_score_gemma":0.000053567874,"teacher_disagreement_score":0.42735603,"about_ca_system_score_codex":0.00014724265,"about_ca_system_score_gemma":0.00004583253,"threshold_uncertainty_score":0.9998183},"labels":[],"label_agreement":null},{"id":"W6977285686","doi":"10.6084/m9.figshare.23632734.v1","title":"Additional file 5 of Development of consensus-driven SPIRIT and CONSORT extensions for early phase dose-finding trials: the DEFINE study","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Telecommunications and Broadcasting Technologies","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 Toronto","funders":"","keywords":"Development (topology); Phase (matter); Statistical analysis; File format","score_opus":0.20138917792857244,"score_gpt":0.3475635443476502,"score_spread":0.14617436641907774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6977285686","genre_codex":"dataset","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032583117,0.00006174191,0.0000023322243,0.000030968702,0.000008663316,0.00044201277,0.9665766,0.00020688391,0.00008767402],"genre_scores_gemma":[0.52625436,0.0000033316526,0.015478517,0.0000045330085,0.000019894724,0.00262918,0.4554988,0.000026223517,0.00008513522],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994034,0.000021486117,0.00032488361,0.00007914958,0.000071154354,0.000099926874],"domain_scores_gemma":[0.9948309,0.0047592157,0.00010471522,0.0002008034,0.00008979223,0.000014579546],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001066854,0.00007371668,0.00018943338,0.00009112655,0.00011282909,0.000010332861,0.00015110151,0.000040723346,0.23736286],"category_scores_gemma":[0.0062139784,0.00005702747,0.000038739257,0.0002085754,0.000018688994,0.000016355114,0.00010392743,0.00007305995,0.00004179007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004557704,0.000036182446,0.000005280687,0.000044865585,0.000049549315,7.685824e-7,0.00016281841,0.00006935943,0.00015012763,0.000004468745,0.98607516,0.013396855],"study_design_scores_gemma":[0.0017951296,0.00025802403,0.03293065,0.0023373214,0.00004144929,0.00000852071,0.002207966,0.010154176,0.0017312261,0.00009232097,0.94815886,0.0002843697],"about_ca_topic_score_codex":6.6733446e-7,"about_ca_topic_score_gemma":0.000007640362,"teacher_disagreement_score":0.51107776,"about_ca_system_score_codex":0.000009113757,"about_ca_system_score_gemma":0.000048682068,"threshold_uncertainty_score":0.7633343},"labels":[],"label_agreement":null},{"id":"W7002104400","doi":"","title":"Misguided: My Jesus Freak Life In A Doomsday Cult with Perry Bulwer","year":2024,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"FREAK; Cult; Everyday life; Mythology; Human life","score_opus":0.006107905385341505,"score_gpt":0.1784378061329925,"score_spread":0.172329900747651,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7002104400","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00016791583,0.0029971069,0.0000013585242,0.00019251835,0.00017927351,0.00031959597,0.000087400265,0.0014287904,0.99462605],"genre_scores_gemma":[0.0042158123,0.0009425681,0.0055734403,0.000055674605,0.00006659357,0.000050463645,0.00007844527,0.00023562898,0.9887814],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986788,0.0000220277,0.0005805534,0.00017805891,0.00023944618,0.0003011194],"domain_scores_gemma":[0.99901354,0.000058915255,0.00016537576,0.00063112506,0.00006274478,0.000068321446],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00013564156,0.00036831613,0.0004202156,0.00021942111,0.000025733325,0.00006659996,0.00049775245,0.00046969028,0.060107112],"category_scores_gemma":[0.000102686485,0.0003242686,0.00008990404,0.000028410319,0.0001268786,2.8400234e-7,0.000119685035,0.0005662184,0.0072432356],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013234651,0.000021480286,0.0000037389218,0.0007719958,0.00008202259,0.000021641503,0.00016352582,0.0021615368,3.4081447e-7,0.00003154401,0.9953043,0.0014246809],"study_design_scores_gemma":[0.00030967905,0.00006217378,0.0000072891326,0.00085779285,0.00003895343,0.00006245949,0.0002959017,0.0002835198,0.000005840638,0.000014405939,0.9976832,0.00037876662],"about_ca_topic_score_codex":0.002613812,"about_ca_topic_score_gemma":0.0028893882,"teacher_disagreement_score":0.052863877,"about_ca_system_score_codex":0.00007182496,"about_ca_system_score_gemma":0.00002540663,"threshold_uncertainty_score":0.99992096},"labels":[],"label_agreement":null},{"id":"W7024685699","doi":"","title":"Statistical modeling of extreme rainfall processes in the context of climate change","year":2013,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Telecommunications and Broadcasting Technologies","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":true,"ca_institutions":"McGill University","funders":"","keywords":"Downscaling; Precipitation; Context (archaeology); Climate change; Storm; Return period; Moment (physics); Climate model; Statistical model; Estimation","score_opus":0.050396259803039696,"score_gpt":0.25540977944487286,"score_spread":0.20501351964183318,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7024685699","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":[0.98077124,0.0017991891,0.000004051891,0.000011253795,0.00016225649,0.00077875564,0.0011088703,0.00033352923,0.015030863],"genre_scores_gemma":[0.9922257,0.0038566038,0.0029921248,0.000017018103,0.0000094035695,0.00036805385,0.00041421235,0.000090847054,0.000026013913],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99791193,0.00010630391,0.0009172321,0.00030099525,0.00034280677,0.00042071912],"domain_scores_gemma":[0.99812055,0.00042602865,0.0002861248,0.00078573095,0.00033970963,0.000041831718],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00052344275,0.00039147353,0.0006017132,0.00036793304,0.00016885824,0.00002942743,0.0010506966,0.00045666308,0.0000396973],"category_scores_gemma":[0.0008540413,0.00033500066,0.00009443561,0.00058096845,0.0000662243,0.0003302237,0.000102957,0.0009840246,0.000016563052],"study_design_candidate":"design_other","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":[0.00010358419,0.00044992586,0.00012460553,0.008506342,0.00021120251,0.000015814823,0.000544699,0.0025308696,0.013807848,0.16051954,0.000008807,0.81317675],"study_design_scores_gemma":[0.010518514,0.002404497,0.012185576,0.03351001,0.002212505,0.00018128796,0.11229939,0.33838317,0.22910069,0.20784405,0.0376938,0.0136665115],"about_ca_topic_score_codex":0.00039675334,"about_ca_topic_score_gemma":0.0016788718,"teacher_disagreement_score":0.79951024,"about_ca_system_score_codex":0.00010547228,"about_ca_system_score_gemma":0.000019283569,"threshold_uncertainty_score":0.9999102},"labels":[],"label_agreement":null},{"id":"W7029209026","doi":"","title":"Impact of Land Rolling on Wind-Eroded Sediment in Soybean Production","year":2021,"lang":"en","type":"other","venue":"University Library (University of Saskatchewan)","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sediment; Erosion; Aeolian processes; Hydrology (agriculture); Productivity; Soil texture; Soil loss; Particle-size distribution; Particle (ecology)","score_opus":0.009309165350368787,"score_gpt":0.17685800967248191,"score_spread":0.16754884432211312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7029209026","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":[0.93195474,0.00039272808,0.00015416367,0.00021778747,0.00013665395,0.0002905944,0.00019353809,0.0008025741,0.0658572],"genre_scores_gemma":[0.91694576,0.0006855202,0.010921975,0.0000022234033,0.000031864445,3.0004568e-8,0.0002219749,0.00011015885,0.071080476],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9993546,0.000042298998,0.00009536111,0.00022425246,0.00011998326,0.0001634844],"domain_scores_gemma":[0.99927133,0.000025016796,0.00012790035,0.00052032113,0.000016849592,0.000038589482],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000040396102,0.00018964107,0.00036184414,0.0007603005,0.000044327546,0.0000058783176,0.0005391338,0.00028489658,0.0007820942],"category_scores_gemma":[0.0000033481188,0.00024758407,0.00015298056,0.00057207973,0.00011739296,0.00018699084,0.00022295558,0.0003183661,0.000004847538],"study_design_candidate":"not_applicable","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":[0.0009606142,0.0030764537,0.3731076,0.0040948894,0.005030301,0.00074507925,0.061989,0.12380008,0.009466398,0.0003853639,0.3913189,0.02602532],"study_design_scores_gemma":[0.013412704,0.002193388,0.1942034,0.016662562,0.0008430843,0.000041400508,0.4504083,0.0066570584,0.0102199,0.0009141383,0.2979301,0.006513944],"about_ca_topic_score_codex":0.0015580362,"about_ca_topic_score_gemma":0.0012071524,"teacher_disagreement_score":0.3884193,"about_ca_system_score_codex":0.00011475864,"about_ca_system_score_gemma":0.000109782115,"threshold_uncertainty_score":0.9999976},"labels":[],"label_agreement":null},{"id":"W7038182201","doi":"","title":"Global Research and Standardization Progress of 5G","year":2015,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Standardization; Work (physics); Plan (archaeology); Key (lock); Promotion (chess); Metis","score_opus":0.4785803750213779,"score_gpt":0.610641259343628,"score_spread":0.1320608843222501,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7038182201","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":[0.95312,0.039053295,0.0015594509,0.00009852593,0.0001392559,0.00029209864,0.000053717147,0.00015620704,0.0055274526],"genre_scores_gemma":[0.99115855,0.0058343494,0.00291712,0.000002946375,0.000024276991,0.000020030933,0.0000051719653,0.000018970566,0.000018615785],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9987051,0.00009706774,0.0004150366,0.0001446587,0.00041586952,0.00022229111],"domain_scores_gemma":[0.9985307,0.00011222141,0.0001592156,0.00047072847,0.0006247633,0.00010239741],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013813208,0.000121444995,0.00031536652,0.00043156516,0.000104876235,0.00043988056,0.0016328363,0.00009264282,0.00011789931],"category_scores_gemma":[0.00039796613,0.000111244146,0.000030136982,0.0013162192,0.0002921259,0.0008013564,0.0007494683,0.00023865058,0.0000014048529],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006672397,0.00012897022,0.85530406,0.0001407226,0.00011334852,0.0000057750376,0.00014106085,0.0026112336,0.0037900605,0.0008262276,0.033351123,0.103520684],"study_design_scores_gemma":[0.0010338601,0.00007430899,0.8606143,0.0009003384,0.00004610371,0.000034828667,0.0007786349,0.0025819666,0.048075557,0.061814427,0.023498973,0.0005467273],"about_ca_topic_score_codex":0.00017257535,"about_ca_topic_score_gemma":0.000045724322,"teacher_disagreement_score":0.10297395,"about_ca_system_score_codex":0.000115398754,"about_ca_system_score_gemma":0.000071549155,"threshold_uncertainty_score":0.45364046},"labels":[],"label_agreement":null},{"id":"W7092178144","doi":"10.1109/tbc.2025.3579222","title":"Geographic Segmented Localcasting Co-Channel Interference Mitigation Using Iterative Joint Detection and Decoding","year":2025,"lang":"","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Telecommunications and Broadcasting Technologies","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":"Western University","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Decoding methods; Interference (communication); Orthogonal frequency-division multiplexing; Unicast; Wireless broadband; Digital television; Spectral efficiency; Multiplexing; Channel (broadcasting); Wireless","score_opus":0.03318636501675469,"score_gpt":0.2708341174449355,"score_spread":0.23764775242818081,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7092178144","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":[0.31735396,0.00076488015,0.67923516,0.000080521306,0.0008356239,0.0004957722,0.0000398244,0.0007721547,0.00042207693],"genre_scores_gemma":[0.9829555,0.0006392769,0.01606324,0.000046910798,0.0000518881,0.00009637087,0.000005591271,0.00008110086,0.000060081544],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9965546,0.00022762742,0.0012572947,0.00086904987,0.0002607824,0.0008306226],"domain_scores_gemma":[0.9978605,0.00065966195,0.00035565102,0.0006978663,0.0002891659,0.00013713911],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005716917,0.0007556119,0.00064368884,0.0019251769,0.0021323343,0.00052800914,0.0003632008,0.00050450093,0.000036909525],"category_scores_gemma":[0.00015697523,0.00090310833,0.00023384148,0.0019179428,0.00040088582,0.0006589309,0.00002651403,0.001748302,0.000009529551],"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":[0.0000654077,0.0001592221,0.00009472508,0.0005178853,0.00037624547,0.000008316632,0.001125016,0.34992158,0.13815759,0.000036693014,0.0000042897473,0.50953305],"study_design_scores_gemma":[0.0006931606,0.00018285742,0.0002616477,0.003667708,0.00022998787,0.00008050314,0.002298213,0.79709756,0.19469796,0.0001880372,0.000019351508,0.0005829879],"about_ca_topic_score_codex":0.00024880955,"about_ca_topic_score_gemma":0.00011543539,"teacher_disagreement_score":0.6656016,"about_ca_system_score_codex":0.00057997,"about_ca_system_score_gemma":0.00008395368,"threshold_uncertainty_score":0.99934196},"labels":[],"label_agreement":null},{"id":"W7100420531","doi":"","title":"Ref: ISO_IEC_FDIS_14496-17__E_.pdf: Coding of audio-visual objects-- Part 17: Streaming text format (Attached)","year":2006,"lang":"en","type":"article","venue":"","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Decodes; Byte; Paragraph; Decoding methods; Encoder; Sentence; Order (exchange)","score_opus":0.011372824450193228,"score_gpt":0.23120852787491247,"score_spread":0.21983570342471925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7100420531","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":[0.7984061,0.0010910683,0.011676757,0.00013648286,0.00019532583,0.00024037497,0.000014934835,0.0028129676,0.18542595],"genre_scores_gemma":[0.9855392,0.00015483522,0.012852653,0.000009812962,0.000052766914,0.000022168188,0.000028556513,0.00003260753,0.0013073768],"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988353,0.0000157149,0.00047680674,0.00015868667,0.00014966511,0.00036378216],"domain_scores_gemma":[0.9991377,0.0001247712,0.00008933311,0.0005641483,0.00005358478,0.000030482846],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014683728,0.00020690884,0.00027065637,0.00019701706,0.00012431781,0.000044569333,0.00040463268,0.0001519498,0.00025648798],"category_scores_gemma":[0.000050020444,0.00019311684,0.00008663989,0.00038414783,0.0000876705,0.00023026476,0.0001553896,0.0002430195,0.000072212286],"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":[0.00005591866,0.001364721,0.050858606,0.0018045892,0.00064507197,0.000033865006,0.0017525174,0.08892088,0.17057241,0.036632955,0.36329597,0.2840625],"study_design_scores_gemma":[0.002823482,0.00064766593,0.024670219,0.0011724913,0.00017895196,0.00015169031,0.010300984,0.3853527,0.4299392,0.004034465,0.13762344,0.0031046874],"about_ca_topic_score_codex":0.00011410911,"about_ca_topic_score_gemma":0.00015279521,"teacher_disagreement_score":0.2964318,"about_ca_system_score_codex":0.00008547959,"about_ca_system_score_gemma":0.00001590103,"threshold_uncertainty_score":0.7875076},"labels":[],"label_agreement":null},{"id":"W7119493501","doi":"10.5281/zenodo.18174677","title":"D5.1 Sustainable platform and validation requirements definition","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Telecommunications and Broadcasting Technologies","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":"Pancreas Centre (Canada)","funders":"European Commission","keywords":"Deliverable; Benchmarking; Sustainability; Key (lock); Performance indicator; Sustainable development","score_opus":0.04748993759315535,"score_gpt":0.24720993537963418,"score_spread":0.19971999778647884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7119493501","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":[0.34024346,0.00066274346,0.03807232,0.0010758047,0.00012425132,0.0007395338,0.000062201696,0.0077943327,0.61122537],"genre_scores_gemma":[0.9971814,0.00028890584,0.0014295899,0.000020627815,0.000010690417,9.059751e-8,0.00042201285,0.0002391957,0.00040749743],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999428,0.00003020864,0.00013676904,0.00012906731,0.00008358732,0.00019240411],"domain_scores_gemma":[0.99946827,0.000015702704,0.00002369539,0.00029123583,0.0001736679,0.000027433209],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025890392,0.000072542694,0.0000652865,0.00023517887,0.0011046332,0.00037910117,0.0003645366,0.000050869156,0.00038772015],"category_scores_gemma":[0.00027378966,0.000081421036,0.000012995365,0.00041928262,0.00006564793,0.00025492182,0.00055746146,0.00013857396,0.00023763253],"study_design_candidate":"not_applicable","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":[0.000028459119,0.00010851622,0.000036636542,0.00047011723,0.000099801015,0.0000065057716,0.0007178274,0.0006855509,0.010025458,0.25257388,0.16760753,0.5676397],"study_design_scores_gemma":[0.00033102426,0.00005987702,0.00077068893,0.000049133465,0.000012829396,0.000017264318,0.00095769565,0.0024299563,0.0033118578,0.008043267,0.9838798,0.00013658387],"about_ca_topic_score_codex":0.000006744544,"about_ca_topic_score_gemma":1.0757418e-7,"teacher_disagreement_score":0.81627226,"about_ca_system_score_codex":0.00011975724,"about_ca_system_score_gemma":0.0000013150805,"threshold_uncertainty_score":0.8496057},"labels":[],"label_agreement":null},{"id":"W7119519371","doi":"10.5281/zenodo.18174676","title":"D5.1 Sustainable platform and validation requirements definition","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Telecommunications and Broadcasting Technologies","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":"Pancreas Centre (Canada)","funders":"European Commission","keywords":"Deliverable; Benchmarking; Sustainability; Key (lock); Performance indicator; Sustainable development","score_opus":0.04748993759315535,"score_gpt":0.24720993537963418,"score_spread":0.19971999778647884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7119519371","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":[0.34024346,0.00066274346,0.03807232,0.0010758047,0.00012425132,0.0007395338,0.000062201696,0.0077943327,0.61122537],"genre_scores_gemma":[0.9971814,0.00028890584,0.0014295899,0.000020627815,0.000010690417,9.059751e-8,0.00042201285,0.0002391957,0.00040749743],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999428,0.00003020864,0.00013676904,0.00012906731,0.00008358732,0.00019240411],"domain_scores_gemma":[0.99946827,0.000015702704,0.00002369539,0.00029123583,0.0001736679,0.000027433209],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025890392,0.000072542694,0.0000652865,0.00023517887,0.0011046332,0.00037910117,0.0003645366,0.000050869156,0.00038772015],"category_scores_gemma":[0.00027378966,0.000081421036,0.000012995365,0.00041928262,0.00006564793,0.00025492182,0.00055746146,0.00013857396,0.00023763253],"study_design_candidate":"not_applicable","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":[0.000028459119,0.00010851622,0.000036636542,0.00047011723,0.000099801015,0.0000065057716,0.0007178274,0.0006855509,0.010025458,0.25257388,0.16760753,0.5676397],"study_design_scores_gemma":[0.00033102426,0.00005987702,0.00077068893,0.000049133465,0.000012829396,0.000017264318,0.00095769565,0.0024299563,0.0033118578,0.008043267,0.9838798,0.00013658387],"about_ca_topic_score_codex":0.000006744544,"about_ca_topic_score_gemma":1.0757418e-7,"teacher_disagreement_score":0.81627226,"about_ca_system_score_codex":0.00011975724,"about_ca_system_score_gemma":0.0000013150805,"threshold_uncertainty_score":0.8496057},"labels":[],"label_agreement":null},{"id":"W7132884875","doi":"","title":"Layered Division Multiplexing Enabled Broadcast Unicast Convergence in 5G and Beyond","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Telecommunications and Broadcasting Technologies","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 Toronto","funders":"","keywords":"Unicast; Multimedia Broadcast Multicast Service; Broadcasting (networking); Multicast; Multiplexing; Single-frequency network; Interference (communication); Antenna (radio); Physical layer","score_opus":0.022397172125126052,"score_gpt":0.30736326322629653,"score_spread":0.2849660911011705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7132884875","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":[0.9483577,0.022911038,0.002897578,0.0014567054,0.0010154251,0.0012569415,0.000053861833,0.000874765,0.021175973],"genre_scores_gemma":[0.97519314,0.010087049,0.008624535,0.000015175803,0.000022654674,0.00010036182,0.00027244195,0.00007721595,0.0056074345],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972583,0.00012435198,0.00086893,0.0007797181,0.0002469302,0.0007217599],"domain_scores_gemma":[0.9974671,0.00059781846,0.0002895347,0.0013823055,0.0001584246,0.0001048328],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037884485,0.00071528956,0.0008372712,0.0008931,0.0003670907,0.00019139319,0.0010010288,0.0008912467,0.000195254],"category_scores_gemma":[0.000849176,0.00083027,0.00011703972,0.0013945118,0.00012612276,0.00023270265,0.00045079156,0.0014641248,0.000031240204],"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":[0.0003658374,0.00074819947,0.014315229,0.00668995,0.0006028266,0.00010357015,0.045347743,0.105683714,0.13944235,0.011413627,0.0017695817,0.67351735],"study_design_scores_gemma":[0.005623327,0.000394744,0.07432517,0.011291587,0.00021697066,0.000030321857,0.0692891,0.77432805,0.038277242,0.002676476,0.019143896,0.004403135],"about_ca_topic_score_codex":0.0015517436,"about_ca_topic_score_gemma":0.00177927,"teacher_disagreement_score":0.66911423,"about_ca_system_score_codex":0.00024523816,"about_ca_system_score_gemma":0.0001334037,"threshold_uncertainty_score":0.9994148},"labels":[],"label_agreement":null},{"id":"W7147310406","doi":"10.5281/zenodo.19365775","title":"D5.1 Sustainable platform and validation requirements definition","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Telecommunications and Broadcasting Technologies","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":"Pancreas Centre (Canada)","funders":"European Commission","keywords":"Deliverable; Benchmarking; Sustainability; Key (lock); Performance indicator; Sustainable development","score_opus":0.04748993759315535,"score_gpt":0.24720993537963418,"score_spread":0.19971999778647884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7147310406","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":[0.34024346,0.00066274346,0.03807232,0.0010758047,0.00012425132,0.0007395338,0.000062201696,0.0077943327,0.61122537],"genre_scores_gemma":[0.9971814,0.00028890584,0.0014295899,0.000020627815,0.000010690417,9.059751e-8,0.00042201285,0.0002391957,0.00040749743],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999428,0.00003020864,0.00013676904,0.00012906731,0.00008358732,0.00019240411],"domain_scores_gemma":[0.99946827,0.000015702704,0.00002369539,0.00029123583,0.0001736679,0.000027433209],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025890392,0.000072542694,0.0000652865,0.00023517887,0.0011046332,0.00037910117,0.0003645366,0.000050869156,0.00038772015],"category_scores_gemma":[0.00027378966,0.000081421036,0.000012995365,0.00041928262,0.00006564793,0.00025492182,0.00055746146,0.00013857396,0.00023763253],"study_design_candidate":"not_applicable","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":[0.000028459119,0.00010851622,0.000036636542,0.00047011723,0.000099801015,0.0000065057716,0.0007178274,0.0006855509,0.010025458,0.25257388,0.16760753,0.5676397],"study_design_scores_gemma":[0.00033102426,0.00005987702,0.00077068893,0.000049133465,0.000012829396,0.000017264318,0.00095769565,0.0024299563,0.0033118578,0.008043267,0.9838798,0.00013658387],"about_ca_topic_score_codex":0.000006744544,"about_ca_topic_score_gemma":1.0757418e-7,"teacher_disagreement_score":0.81627226,"about_ca_system_score_codex":0.00011975724,"about_ca_system_score_gemma":0.0000013150805,"threshold_uncertainty_score":0.8496057},"labels":[],"label_agreement":null},{"id":"W93272588","doi":"","title":"Equalization Digital On-Channel Repeater Part 1 : Laboratory Test Results","year":2005,"lang":"en","type":"article","venue":"Journal of Broadcast Engineering","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Repeater (horology); Transmitter; Channel (broadcasting); Digital television; Electronic engineering; Transmission (telecommunications); Telecommunications; Equalization (audio); Computer science; Noise (video); SIGNAL (programming language); Electrical engineering; Engineering","score_opus":0.01094167215843355,"score_gpt":0.2004758808221732,"score_spread":0.18953420866373966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W93272588","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":[0.8971258,0.0072205,0.07598773,0.00296501,0.002966447,0.0004669683,0.00063927064,0.0043929867,0.008235313],"genre_scores_gemma":[0.99447733,0.00026627068,0.004713068,0.000018872517,0.0004084486,0.0000031548725,0.000008443055,0.00004597005,0.000058444664],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99888223,0.000006349563,0.00060520356,0.00009457194,0.00018505867,0.00022656129],"domain_scores_gemma":[0.9991487,0.00017466169,0.00013538836,0.00034074957,0.0001298452,0.00007062241],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002235679,0.00017349719,0.0002047802,0.000300969,0.000041706167,0.000101004734,0.0002990266,0.00009938306,0.0000074931827],"category_scores_gemma":[0.00062709383,0.00016157547,0.00007371637,0.00030620722,0.000018025989,0.00046989898,0.000042560776,0.00037191145,0.000028488455],"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":[0.000016554708,0.00008030555,0.000066883826,0.000035717578,0.000056745164,0.000020019896,0.00025835744,0.9428141,0.0058912584,0.00007830525,0.008535742,0.042146],"study_design_scores_gemma":[0.0017539408,0.00053552474,0.00097387127,0.0009475475,0.000044386492,0.00031452352,0.00029917716,0.25981116,0.04625713,0.000055231492,0.6881531,0.000854422],"about_ca_topic_score_codex":2.222034e-7,"about_ca_topic_score_gemma":2.909293e-7,"teacher_disagreement_score":0.68300295,"about_ca_system_score_codex":0.00012211395,"about_ca_system_score_gemma":0.000016049871,"threshold_uncertainty_score":0.65888566},"labels":[],"label_agreement":null}]}