{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"7e1d33b0bbff","filters":{"venue":"International Journal of Interdisciplinary Telecommunications and Networking"}},"results":[{"id":"W2125614604","doi":"10.4018/jitn.2009040105","title":"User-Based Channel Assignment Algorithm in a Load-Balanced IEEE 802.11 WLAN","year":2009,"lang":"en","type":"article","venue":"International Journal of Interdisciplinary Telecommunications and Networking","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Wi-Fi; Computer network; Algorithm; Throughput; Channel (broadcasting); IEEE 802.11; Local area network; Load balancing (electrical power); Wireless; Interference (communication); Process (computing); Network congestion; Wireless network; Telecommunications; Network packet; Operating system","authors":[{"name":"Mohamad Haidar","is_ca":true},{"name":"Hussain M. Al‐Rizzo","is_ca":false},{"name":"Yupo Chan","is_ca":false},{"name":"Robert Akl","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01883702715924503,"gpt":0.3153015082803072,"spread":0.2964644811210622,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008641749,0.0001802331,0.0002816845,0.000292325,0.0001668564,0.0002696537,0.002041752,0.00008032747,0.00000715669],"category_scores_gemma":[0.000008675805,0.0001615337,0.0001272034,0.000309965,0.00004895768,0.0005172748,0.0004614208,0.0004341813,0.000001612053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002632684,"about_ca_system_score_gemma":0.0001426409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009302089,"about_ca_topic_score_gemma":0.00005340343,"domain_scores_codex":[0.9981818,0.0001622714,0.000747558,0.0002120041,0.0004323159,0.0002640287],"domain_scores_gemma":[0.9983615,0.0002377561,0.000526474,0.0004465411,0.0003192023,0.0001085033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001827746,0.001048507,0.004346598,0.000007329886,0.0001385548,0.0002168103,0.002233609,0.02417254,0.0004233169,0.0019,0.002525416,0.9628046],"study_design_scores_gemma":[0.00263895,0.0008199075,0.0190787,0.001782466,0.00001470398,0.0003797651,0.000176572,0.9520078,0.0002544528,0.01352727,0.008846783,0.000472676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01423626,0.001296888,0.9675074,0.01404824,0.001244931,0.0006903674,0.000003800395,0.00004596687,0.0009261202],"genre_scores_gemma":[0.9567096,0.000346253,0.04175429,0.0005822267,0.0005066521,0.00006224154,0.000004392497,0.000009540066,0.00002480326],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9623319,"threshold_uncertainty_score":0.6587153,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3107863635","doi":"10.4018/ijitn.2021010104","title":"Improving Area Coverage With Mobile Nodes in Wireless Sensor Networks","year":2020,"lang":"en","type":"article","venue":"International Journal of Interdisciplinary Telecommunications and Networking","topic":"Energy Efficient Wireless Sensor Networks","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science; Wireless sensor network; Computer network; Node (physics); Relay; Key distribution in wireless sensor networks; Heuristic; Integer programming; Sensor node; Mobile wireless sensor network; Software deployment; Distributed computing; Wireless; Real-time computing; Wireless network; Algorithm; Telecommunications; Artificial intelligence","authors":[{"name":"Dhruvi Patel","is_ca":true},{"name":"Arunita Jaekel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01328164796537138,"gpt":0.253405654078264,"spread":0.2401240061128926,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000369795,0.0002024924,0.0003132181,0.0002215474,0.0001715282,0.000294268,0.001868092,0.00007897376,0.000008545042],"category_scores_gemma":[0.00001250051,0.0001718173,0.00009283504,0.0004563181,0.00009795569,0.0006049201,0.001510358,0.000658809,8.623575e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001159432,"about_ca_system_score_gemma":0.00006371735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000010089,"about_ca_topic_score_gemma":0.0000354437,"domain_scores_codex":[0.9982827,0.0001465064,0.0006961328,0.0002713206,0.0003323719,0.0002709231],"domain_scores_gemma":[0.9981396,0.0004140152,0.000611741,0.0003690335,0.0003174912,0.0001480818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002150376,0.0001991818,0.01178408,0.000008417789,0.0001460707,0.0002508682,0.002326583,0.8044404,0.000363464,0.001295557,0.0001172987,0.178853],"study_design_scores_gemma":[0.0008088957,0.0002842062,0.001507877,0.0003820542,0.00001167292,0.0003228934,0.0003940105,0.995411,0.00007030863,0.00009992128,0.000482307,0.0002248997],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2994924,0.001391143,0.6941377,0.003526532,0.0004955251,0.0001292061,0.000001611821,0.00004871377,0.0007772145],"genre_scores_gemma":[0.9706519,0.001225703,0.02728541,0.0004012272,0.0003907475,0.00001044737,0.000006110352,0.00002074493,0.000007679486],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6711596,"threshold_uncertainty_score":0.7006505,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1982814053","doi":"10.4018/ijitn.2014010104","title":"Broadband and e-Government Services in South East Europe","year":2014,"lang":"en","type":"article","venue":"International Journal of Interdisciplinary Telecommunications and Networking","topic":"ICT Impact and Policies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Broadband; Quarter (Canadian coin); Government (linguistics); Commission; European union; Strengths and weaknesses; European commission; Telecommunications; Order (exchange); Computer science; Business; Finance; Economic policy; Geography","authors":[{"name":"Konstantinos Antonis","is_ca":false},{"name":"Fabrizio D'Elia","is_ca":false},{"name":"Annalisa Di Vincenzo","is_ca":false},{"name":"Georgios Diles","is_ca":false},{"name":"Vasileios Kokkinos","is_ca":false},{"name":"Andreas Koskeris","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009321071585321696,"gpt":0.2525315679587957,"spread":0.243210496373474,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002540823,0.00009216571,0.000131998,0.0001104693,0.00006413189,0.00009362894,0.0003248562,0.00002982736,0.000006985136],"category_scores_gemma":[0.00000515591,0.00008174189,0.00002855527,0.00007624336,0.00003880527,0.000184744,0.0003172466,0.0002052917,0.000001050352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004030535,"about_ca_system_score_gemma":0.000004871268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002919825,"about_ca_topic_score_gemma":0.00004452666,"domain_scores_codex":[0.9993556,0.00004012933,0.0003195964,0.00003551879,0.0001405808,0.0001085586],"domain_scores_gemma":[0.9995754,0.00008979996,0.0001088611,0.00011503,0.00005946866,0.00005149204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003100101,0.000269033,0.2390537,0.000144694,0.0007594175,0.00002542108,0.1529683,0.02522503,0.002910475,0.003070309,0.001009001,0.5742547],"study_design_scores_gemma":[0.004164184,0.0007017802,0.4807599,0.004066829,0.0001250702,0.001521431,0.02558924,0.3318295,0.0005296335,0.004690686,0.144871,0.001150767],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887568,0.00226893,0.0008773683,0.0008201675,0.0004301776,0.00003306269,0.000004195233,0.00001483574,0.006794489],"genre_scores_gemma":[0.9977793,0.00139954,0.0003991791,0.00008311924,0.0002950296,0.000001429751,0.000002475494,0.00001295866,0.00002700376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5731039,"threshold_uncertainty_score":0.3333338,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2058140845","doi":"10.4018/jitn.2013070106","title":"Cloud Computing in the Education Environment for Developing Nations","year":2013,"lang":"en","type":"article","venue":"International Journal of Interdisciplinary Telecommunications and Networking","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université TÉLUQ; Université du Québec à Montréal","funders":"","keywords":"Cloud computing; Computer science; Virtual machine; World Wide Web; Open source; Software; Data science","authors":[{"name":"Willie K. Ofosu","is_ca":false},{"name":"Hamadou Saliah-Hassane","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01096739371572839,"gpt":0.2817539632304764,"spread":0.270786569514748,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003063069,0.0000865447,0.00009510386,0.0002165796,0.0001344487,0.00009814128,0.0005163555,0.00003059302,0.000007384006],"category_scores_gemma":[0.00001413742,0.00007358458,0.00004806938,0.0001002036,0.00002794527,0.0002107186,0.0001603405,0.000228536,0.000002233321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001706221,"about_ca_system_score_gemma":0.00001977612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003522328,"about_ca_topic_score_gemma":0.00000869076,"domain_scores_codex":[0.9992841,0.00003603558,0.0003968924,0.0000583498,0.0001160657,0.0001085576],"domain_scores_gemma":[0.9992781,0.0003858967,0.0001088866,0.0001241104,0.00008248754,0.00002049828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003267527,0.0003720625,0.006699014,0.00007611865,0.0004468981,0.000004646588,0.02446384,0.3468955,0.003364882,0.01324848,0.006059261,0.5983367],"study_design_scores_gemma":[0.001528863,0.0003030717,0.04358782,0.002394666,0.00005458007,0.0009077716,0.02255623,0.751511,0.0006881562,0.009996773,0.1656185,0.0008526403],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7165106,0.009636109,0.2567055,0.007255912,0.003872393,0.0007343115,0.000003284049,0.00007012196,0.005211759],"genre_scores_gemma":[0.9604057,0.0006840286,0.03833016,0.00007023243,0.0004358014,0.00004081648,0.000008446456,0.00001486187,0.000009926013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5974841,"threshold_uncertainty_score":0.3000692,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2071455347","doi":"10.4018/jitn.2012010103","title":"Evolution of Standards for Smart Grid Communications","year":2012,"lang":"en","type":"article","venue":"International Journal of Interdisciplinary Telecommunications and Networking","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Smart grid; Telecommunications; Grid; Transmission (telecommunications); Work (physics); Range (aeronautics); Electrical engineering","authors":[{"name":"David J. Wright","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01676635681090462,"gpt":0.3120751977843496,"spread":0.295308840973445,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007461304,0.00008917187,0.0001682859,0.0001925747,0.0001551996,0.00002564332,0.0008099703,0.00005230058,0.00000837577],"category_scores_gemma":[0.00002995619,0.00008289354,0.0001103152,0.0001160697,0.0001403409,0.0003576668,0.0004083091,0.0002192571,4.350775e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001745061,"about_ca_system_score_gemma":0.00004373478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002997189,"about_ca_topic_score_gemma":0.00002368453,"domain_scores_codex":[0.9990381,0.00004750767,0.0005225196,0.00004536647,0.000201036,0.0001454582],"domain_scores_gemma":[0.9985731,0.0003340522,0.0002209008,0.0003157233,0.0004894956,0.00006678084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001344717,0.003156933,0.216381,0.0006058789,0.00467052,0.000007468198,0.04508976,0.03844319,0.01759019,0.08701819,0.06845826,0.5172339],"study_design_scores_gemma":[0.003654616,0.0008534622,0.07326327,0.003206518,0.000403818,0.001290908,0.009779622,0.2606124,0.003206623,0.01729833,0.6252841,0.001146315],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5814402,0.13332,0.2512986,0.004306525,0.01503734,0.0006423814,0.0003467003,0.0001324192,0.01347588],"genre_scores_gemma":[0.9856381,0.004345002,0.009267791,0.00001236792,0.0006914211,0.00001002776,0.00001516787,0.00001291244,0.000007243081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5568259,"threshold_uncertainty_score":0.3380301,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2035717928","doi":"10.4018/jitn.2011040104","title":"Data Transmission Oriented on the Object, Communication Media, Application, and State of Communication Systems","year":2011,"lang":"en","type":"article","venue":"International Journal of Interdisciplinary Telecommunications and Networking","topic":"Advanced Data Compression Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Orthogonal frequency-division multiplexing; Lossless compression; Wireless; Channel (broadcasting); Transmission (telecommunications); JPEG 2000; Fading; Communications system; OSI model; Computer network; Real-time computing; Interconnection; Image compression; Data compression; Telecommunications; Image processing; Image (mathematics); Algorithm; Artificial intelligence","authors":[{"name":"Mike Sabelkin","is_ca":true},{"name":"François Gagnon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04697827447212501,"gpt":0.3180524181200378,"spread":0.2710741436479128,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001461182,0.0001431229,0.0002241037,0.000238952,0.0003320001,0.00009575616,0.005368784,0.00004639219,0.000004342413],"category_scores_gemma":[0.00004618541,0.0001033065,0.00004255774,0.0002533378,0.0002496585,0.0009446752,0.004053995,0.0004319319,6.967663e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004254694,"about_ca_system_score_gemma":0.00004301979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003280478,"about_ca_topic_score_gemma":0.000024209,"domain_scores_codex":[0.9980539,0.0004291175,0.0008567821,0.000205224,0.0003373689,0.0001175784],"domain_scores_gemma":[0.9948852,0.001139579,0.001087219,0.00224457,0.0005734565,0.00006997291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002361127,0.0005601323,0.0008669903,0.00001694392,0.0002857742,0.000004425067,0.01293658,0.0003016595,0.0007672285,0.08998658,0.002356581,0.891681],"study_design_scores_gemma":[0.002090328,0.0008036364,0.01848809,0.00587843,0.0001412439,0.0009426767,0.004147466,0.6544876,0.003785884,0.2246719,0.08357418,0.0009885617],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01441178,0.009415234,0.9708288,0.003454494,0.0002105428,0.0003294872,0.00004524028,0.00005774404,0.001246618],"genre_scores_gemma":[0.88375,0.01104797,0.1050022,0.00006924123,0.00003417139,0.00001908592,0.00005791969,0.00001146742,0.000007907257],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8906924,"threshold_uncertainty_score":0.9976626,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}