{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":13,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":13,"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":"97e7abc02da6","filters":{"venue":"IEEE Communications Standards Magazine"}},"results":[{"id":"W4405440011","doi":"10.1109/mcomstd.0001.2400032","title":"An Overview of Intelligent Meta-Surfaces for 6G and Beyond: Opportunities, Trends, and Challenges","year":2024,"lang":"en","type":"article","venue":"IEEE Communications Standards Magazine","topic":"Advanced Wireless Communication Technologies","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"Canada Research Chairs; National Science Council; European Commission","keywords":"Data science; Computer science","authors":[{"name":"Mayur Katwe","is_ca":false},{"name":"Aryan Kaushik","is_ca":false},{"name":"Lina Mohjazi","is_ca":false},{"name":"Mohammad Abualhayja’a","is_ca":false},{"name":"Davide Dardari","is_ca":false},{"name":"Keshav K. Singh","is_ca":false},{"name":"Muhammad Ali Imran","is_ca":false},{"name":"M. Majid Butt","is_ca":false},{"name":"Octavia A. Dobre","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2666031345763994,"gpt":0.3829355544322033,"spread":0.1163324198558039,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009148032,0.0008990455,0.0004265759,0.002798869,0.0007456263,0.003284171,0.0009887867,0.00224709,0.007195958],"category_scores_gemma":[0.001152823,0.0005849163,0.0005543208,0.00330946,0.0009203767,0.005869363,0.00135547,0.00249574,0.003952179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009415608,"about_ca_system_score_gemma":0.0008638041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001115174,"about_ca_topic_score_gemma":0.001661868,"domain_scores_codex":[0.9994405,0.0001146611,0.00006457809,0.00007179926,0.0002480749,0.00006035987],"domain_scores_gemma":[0.9994557,0.0002614747,0.00004484666,0.00004028852,0.0001469709,0.00005071461],"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":[0.00004704567,0.00008365804,0.0007207652,0.004120712,0.00003062608,0.0003658058,0.0008342834,0.004132737,0.007552795,0.3244758,0.06051083,0.597125],"study_design_scores_gemma":[0.000001669697,0.00006824172,0.0002105976,0.0007403493,0.00001118338,0.0006209368,0.0002013253,0.001694878,0.0008278671,0.01752519,0.9780762,0.00002149626],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004606316,0.7229738,0.1193615,0.01117352,0.004296787,0.0001870051,0.0002206013,0.0006023634,0.136578],"genre_scores_gemma":[0.03266466,0.8364592,0.07957122,0.003567119,0.003078453,0.0001894165,0.0004450396,0.0002149394,0.04380986],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007195958,"threshold_uncertainty_score":0.02407283,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4290998100","doi":"10.1109/mcomstd.0001.2100092","title":"Can 5G Fixed Broadband Bridge the Rural Digital Divide?","year":2022,"lang":"en","type":"article","venue":"IEEE Communications Standards Magazine","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Digital divide; Telecommunications; Bridge (graph theory); Context (archaeology); Broadband; Rural area; Mobile broadband; Computer science; The Internet; Internet access; Broadband networks; Business; Wireless; Geography; World Wide Web; Political science","authors":[{"name":"Andrew Lappalainen","is_ca":true},{"name":"Catherine Rosenberg","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01688975235718311,"gpt":0.260546455146093,"spread":0.2436567027889099,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008706087,0.0004259684,0.0003529463,0.0002881319,0.0005210536,0.001413142,0.0006407443,0.001820796,0.007345927],"category_scores_gemma":[0.002642686,0.0001821075,0.0001942365,0.0004692803,0.001327044,0.006143671,0.001291135,0.001884094,0.0015499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008337378,"about_ca_system_score_gemma":0.0008700544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002527971,"about_ca_topic_score_gemma":0.004503099,"domain_scores_codex":[0.9997199,0.00009808659,0.000004307602,0.00003171476,0.00006117216,0.00008487991],"domain_scores_gemma":[0.9995534,0.0002192426,0.00004270588,0.00004282885,0.000084376,0.00005747072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001282845,0.00006945981,0.002394841,0.0003050048,0.00003019452,0.0003519862,0.0003809259,0.02634013,0.002384343,0.604746,0.05369651,0.3091723],"study_design_scores_gemma":[0.00002326535,0.0001678059,0.002454369,0.000474275,0.00002689035,0.0005080383,0.001933868,0.04529369,0.001091321,0.6269737,0.3210114,0.00004145367],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09409145,0.06358698,0.2432501,0.3645048,0.005640782,0.00007561146,0.0004955386,0.0006212868,0.2277334],"genre_scores_gemma":[0.8541454,0.06032056,0.03859183,0.01720066,0.003129936,0.00005792502,0.0002073034,0.0001388436,0.02620752],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007345927,"threshold_uncertainty_score":0.02457452,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402263596","doi":"10.1109/mcomstd.0002.2300027","title":"Digi-Infrastructure: Digital Twin-Enabled Traffic Shaping with Low-Latency for 6G Smart Cities","year":2024,"lang":"en","type":"article","venue":"IEEE Communications Standards Magazine","topic":"Vehicular Ad Hoc Networks (VANETs)","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"Türkiye Bilimsel ve Teknolojik Araştırma Kurumu; Canada Excellence Research Chairs, Government of Canada","keywords":"Latency (audio); Computer science; Telecommunications; Computer security","authors":[{"name":"Yagmur Yigit","is_ca":false},{"name":"Hamed Ahmadi","is_ca":false},{"name":"Gökhan Yurdakul","is_ca":false},{"name":"Berk Canberk","is_ca":false},{"name":"Trang Hoang","is_ca":false},{"name":"Trung Q. Duong","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01242622576978131,"gpt":0.2474813118127293,"spread":0.2350550860429479,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003077205,0.0006892528,0.0003880937,0.0006013291,0.0005016106,0.0009584196,0.001674238,0.0005404328,0.002584201],"category_scores_gemma":[0.0005677731,0.0002070503,0.0003389567,0.0005590162,0.0005380159,0.001149611,0.001438226,0.0009727933,0.0009618647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001424827,"about_ca_system_score_gemma":0.0008952304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003156909,"about_ca_topic_score_gemma":0.00499934,"domain_scores_codex":[0.999724,0.00003439987,0.00001220209,0.00007291821,0.00007716512,0.00007946327],"domain_scores_gemma":[0.9997935,0.00002537457,0.00002183032,0.00004516201,0.00007119883,0.00004301763],"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":[0.0004864842,0.0003065939,0.003336815,0.0002164739,0.00008496066,0.0004243862,0.0003381738,0.3126716,0.09704825,0.07738689,0.02493163,0.4827677],"study_design_scores_gemma":[0.00002515986,0.0001977273,0.0004815579,0.00002134361,0.00003073847,0.0002414572,0.00006212722,0.9402438,0.02019654,0.01405041,0.02441351,0.00003568687],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05740243,0.0008236527,0.9116141,0.0006103365,0.0002852944,0.0001334219,0.0002889716,0.006156444,0.02268543],"genre_scores_gemma":[0.9067992,0.0003883202,0.08505941,0.0003383628,0.00006504792,0.00008231938,0.0004652442,0.0001789696,0.006623006],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003156909,"threshold_uncertainty_score":0.01033795,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3088858156","doi":"10.1109/mcomstd.001.1800030","title":"Multi-Radio Dual Connectivity for 5G Small Cells Interworking","year":2020,"lang":"en","type":"article","venue":"IEEE Communications Standards Magazine","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre Casa","funders":"","keywords":"Software deployment; Interconnection; Computer science; Backward compatibility; Computer network; Dual (grammatical number); Compatibility (geochemistry); Dual role; Core network; Cellular network; Distributed computing; Telecommunications; Engineering; Operating system","authors":[{"name":"José F. Monserrat","is_ca":false},{"name":"Faiza Bouchmal","is_ca":true},{"name":"David Martín‐Sacristán","is_ca":false},{"name":"Óscar Carrasco","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05418095248600816,"gpt":0.2914419775439849,"spread":0.2372610250579767,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003943791,0.0005288873,0.0002272231,0.0002901448,0.0002836507,0.0007154404,0.0003911969,0.0005020342,0.002352115],"category_scores_gemma":[0.0008624709,0.00017691,0.0002558573,0.0003236577,0.0004438451,0.000765711,0.000956441,0.0008260038,0.0005641919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000437666,"about_ca_system_score_gemma":0.0003550678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004116544,"about_ca_topic_score_gemma":0.0008820936,"domain_scores_codex":[0.9995698,0.0001668322,0.00001122211,0.00004974204,0.0001465794,0.00005584237],"domain_scores_gemma":[0.9998187,0.00007361732,0.00002777921,0.00002553409,0.00004084195,0.00001344753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000195819,0.00007329809,0.0016537,0.0002069912,0.00003820736,0.0005296698,0.0001955947,0.1869002,0.03295875,0.5452614,0.009418458,0.2225679],"study_design_scores_gemma":[0.00002913162,0.0004856224,0.00149032,0.0001650532,0.00004418361,0.001529994,0.0001634769,0.7663999,0.01142311,0.1377915,0.08041968,0.00005805449],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02940104,0.002640512,0.9431533,0.0006077813,0.0003389966,0.00004306903,0.00005861406,0.0001028789,0.02365385],"genre_scores_gemma":[0.8345614,0.005010898,0.1501108,0.0003599009,0.0003538299,0.0001566053,0.0001277905,0.00006392417,0.009254951],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002352115,"threshold_uncertainty_score":0.007868648,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4312558647","doi":"10.1109/mcomstd.0001.2200022","title":"Autonomous Aerial Networks with Wireless Power Transfer: Resource Optimization, Standardization, and Challenges","year":2022,"lang":"en","type":"article","venue":"IEEE Communications Standards Magazine","topic":"Energy Harvesting in Wireless Networks","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Standardization; Computer science; Resource (disambiguation); Wireless network; Wireless; Quality of service; Wireless power transfer; Open research; Computer network; Telecommunications","authors":[{"name":"Reda Khalid","is_ca":true},{"name":"Muhammad Naeem","is_ca":false},{"name":"Waleed Ejaz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01387123593833983,"gpt":0.217032551313166,"spread":0.2031613153748261,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001424154,0.0004400369,0.0004131751,0.0006812114,0.0004176759,0.00178338,0.0008964271,0.001221416,0.0009671882],"category_scores_gemma":[0.001180274,0.0002901094,0.0003249305,0.00143839,0.001091482,0.004106603,0.001047664,0.001644971,0.0003496549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000697425,"about_ca_system_score_gemma":0.0007130189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007158711,"about_ca_topic_score_gemma":0.0009847957,"domain_scores_codex":[0.9994009,0.0001775308,0.00004394438,0.0000794735,0.0002474633,0.00005069451],"domain_scores_gemma":[0.9992523,0.0004103307,0.00007687909,0.00006500856,0.000162813,0.0000327637],"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":[0.00002810614,0.00005674782,0.0007711648,0.002402841,0.00005151149,0.0002437666,0.0003871292,0.01856663,0.008803413,0.3529867,0.01456338,0.6011385],"study_design_scores_gemma":[0.00001260797,0.0002396618,0.001296036,0.001390982,0.00006212481,0.001173993,0.0008841888,0.04548277,0.007695605,0.2391775,0.7025098,0.00007471033],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.0169515,0.6127623,0.2883316,0.022282,0.001884893,0.0001086222,0.00007717445,0.0002461061,0.0573558],"genre_scores_gemma":[0.1860722,0.696437,0.09759093,0.003225875,0.003439855,0.0001961005,0.0001654297,0.00009544607,0.01277727],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00178338,"threshold_uncertainty_score":0.007531703,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407831631","doi":"10.1109/mcomstd.0001.2300054","title":"Toward 6G-Enabled URLLCs: Digital Twin, Open Ran, and Semantic Communications","year":2025,"lang":"en","type":"article","venue":"IEEE Communications Standards Magazine","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Ran; Telecommunications; Computer network","authors":[{"name":"Antonino Masaracchia","is_ca":false},{"name":"Van-Linh Nguyen","is_ca":false},{"name":"Daniel Benevides da Costa","is_ca":false},{"name":"Elif Ak","is_ca":false},{"name":"Berk Canberk","is_ca":false},{"name":"Vishal Sharma","is_ca":false},{"name":"Trung Q. Duong","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03998603399522638,"gpt":0.3098374726713112,"spread":0.2698514386760848,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002618229,0.0005398258,0.000325295,0.001003933,0.0009603528,0.004566898,0.0009700726,0.001976732,0.002293245],"category_scores_gemma":[0.001896868,0.0002960762,0.0003630309,0.00116556,0.00243709,0.009270229,0.003465035,0.003533181,0.001135742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001014265,"about_ca_system_score_gemma":0.001790271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001138855,"about_ca_topic_score_gemma":0.001564787,"domain_scores_codex":[0.9987697,0.0003528385,0.00006371808,0.0001387715,0.0005043961,0.0001706497],"domain_scores_gemma":[0.9989506,0.00025913,0.000110767,0.0001777405,0.0003540599,0.0001477563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005091033,0.00002991939,0.0003139962,0.0001312501,0.000007504964,0.000155953,0.000493245,0.00190087,0.005716812,0.9126142,0.003498814,0.07508653],"study_design_scores_gemma":[0.00001433209,0.0002052177,0.0003944846,0.0003650367,0.0000290702,0.0009272798,0.001343016,0.04357741,0.01019679,0.5513432,0.391539,0.00006522165],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02164195,0.008424923,0.8542333,0.008893397,0.001280615,0.0001011624,0.00008175618,0.001028173,0.1043147],"genre_scores_gemma":[0.4552355,0.01813773,0.487807,0.003893819,0.001552862,0.0001814032,0.000340784,0.0002945022,0.03255643],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004566898,"threshold_uncertainty_score":0.01384664,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3143314798","doi":"10.1109/mcomstd.2021.9392785","title":"Guest Editorial: Data Analytics Streamlines Autonomous Driving","year":2021,"lang":"en","type":"editorial","venue":"IEEE Communications Standards Magazine","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph; Exfo Electro-Optical Engineering (Canada)","funders":"","keywords":"Big data; Computer science; Automation; Augmented reality; Set (abstract data type); Analytics; Human–computer interaction; Key (lock); Virtual reality; Data science; Artificial intelligence; Data mining; Computer security; Engineering","authors":[{"name":"Anwer Al‐Dulaimi","is_ca":true},{"name":"Xiaodong Lin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02961020465889903,"gpt":0.3144424575640681,"spread":0.2848322529051691,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004865741,0.002959404,0.002465381,0.002863757,0.002224078,0.007705349,0.002807762,0.013514,0.01183292],"category_scores_gemma":[0.01387457,0.0008608908,0.001604721,0.001551689,0.002550285,0.004293109,0.001499152,0.01915736,0.01347841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001949491,"about_ca_system_score_gemma":0.002001508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001124118,"about_ca_topic_score_gemma":0.003117435,"domain_scores_codex":[0.9964325,0.0005016004,0.0003976302,0.0004840833,0.001968917,0.0002151299],"domain_scores_gemma":[0.985173,0.005464446,0.000786561,0.0003590253,0.006202445,0.00201464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002998583,0.00001157128,0.00002931181,0.000139606,0.00001064132,0.00009561284,0.00000933356,0.00003236036,0.00006354949,0.0003642421,0.9929496,0.006264132],"study_design_scores_gemma":[0.00003440112,0.00002707604,0.000186405,0.0002660439,0.00002371624,0.0002005571,0.00002819797,0.0002223839,0.000119227,0.0009557782,0.9979219,0.00001428499],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00006371445,0.00851826,0.0004441172,0.04962934,0.9380375,0.00002535798,0.00009861683,0.0001221174,0.003060905],"genre_scores_gemma":[0.0005803106,0.006910337,0.000194627,0.01901813,0.9620413,0.00002281351,0.00005686624,0.00005639837,0.01111924],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.013514,"threshold_uncertainty_score":0.03958505,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4240159411","doi":"10.1109/mcomstd.2018.8515139","title":"\"Just Wait a Year or Two\"","year":2018,"lang":"en","type":"article","venue":"IEEE Communications Standards Magazine","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ericsson (Canada)","funders":"","keywords":"Psychology","authors":[{"name":"Glenn Parsons","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1677968832938782,"gpt":0.4711389357934269,"spread":0.3033420524995488,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007001192,0.0009082621,0.0006559429,0.0008427262,0.01016105,0.009540163,0.001549784,0.01006063,0.04258471],"category_scores_gemma":[0.02347898,0.0006370974,0.00083683,0.0006366504,0.005488619,0.01052113,0.007201069,0.02174446,0.03485569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002970267,"about_ca_system_score_gemma":0.01243286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01319636,"about_ca_topic_score_gemma":0.03351067,"domain_scores_codex":[0.9923679,0.002007784,0.0003981119,0.0007514679,0.002710003,0.001764765],"domain_scores_gemma":[0.9868594,0.001703547,0.0007279681,0.0008556701,0.004000876,0.005852524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003054853,0.00004521352,0.0007664053,0.0000274605,0.000008745269,0.00007640926,0.0007285598,0.00002639646,0.0002551147,0.01756341,0.957185,0.02328667],"study_design_scores_gemma":[0.00001946707,0.0000520938,0.0009513216,0.00009736711,0.000009649462,0.0001479869,0.003200576,0.00008661505,0.0001911107,0.0113653,0.9838361,0.00004239997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003542892,0.002119212,0.004560385,0.8487124,0.07526372,0.000051919,0.0002069543,0.0006724641,0.06487004],"genre_scores_gemma":[0.03486489,0.001347988,0.002219345,0.7317714,0.008913417,0.0001148507,0.0002081484,0.0003369118,0.2202231],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04258471,"threshold_uncertainty_score":0.14246,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4239101104","doi":"10.1109/mcomstd.2018.8412451","title":"The Important Contributions of Standards Professionals","year":2018,"lang":"en","type":"article","venue":"IEEE Communications Standards Magazine","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ericsson (Canada)","funders":"","keywords":"Engineering ethics; Engineering","authors":[{"name":"Glenn Parsons","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02041102658711955,"gpt":0.387577255253418,"spread":0.3671662286662984,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03088303,0.0007842596,0.0006831744,0.004658739,0.005046039,0.01748199,0.001276921,0.01166355,0.0106313],"category_scores_gemma":[0.08185282,0.0005812653,0.0004885305,0.002742135,0.01025697,0.0148335,0.009190545,0.01562787,0.003818484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003779029,"about_ca_system_score_gemma":0.01187333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001693612,"about_ca_topic_score_gemma":0.003129509,"domain_scores_codex":[0.9635601,0.01366678,0.001960397,0.002478224,0.01589481,0.002439591],"domain_scores_gemma":[0.8192339,0.07537419,0.005143799,0.01100263,0.05314188,0.03610359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001048029,0.0001682286,0.003630164,0.0004254295,0.00005327318,0.0003435397,0.007421809,0.0002242906,0.0009226158,0.1993561,0.5954815,0.1918683],"study_design_scores_gemma":[0.00002532719,0.00004290481,0.001463445,0.0004826787,0.00001633775,0.0003981877,0.005411695,0.0002207503,0.0003902604,0.1002322,0.8912742,0.00004203445],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00396678,0.03031234,0.006285399,0.8695731,0.04154627,0.00002835101,0.00004833582,0.0001336771,0.04810573],"genre_scores_gemma":[0.2586135,0.06709988,0.01833591,0.4180208,0.09776809,0.0001563044,0.000230591,0.0004388792,0.1393361],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03088303,"threshold_uncertainty_score":0.163327,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2597978384","doi":"10.1109/comstd.2017.7885226","title":"Welcome to the Inaugural Issue","year":2017,"lang":"en","type":"article","venue":"IEEE Communications Standards Magazine","topic":"Human auditory perception and evaluation","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":"Ericsson (Canada)","funders":"","keywords":"Political science","authors":[{"name":"Glenn Parsons","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05244812435350411,"gpt":0.3544003758409707,"spread":0.3019522514874666,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007402535,0.001807485,0.001916686,0.002442694,0.003302385,0.01026507,0.001965759,0.009839017,0.08084418],"category_scores_gemma":[0.03282454,0.000672474,0.00156622,0.0008990702,0.001839078,0.005419706,0.002284342,0.01474588,0.06123272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001650682,"about_ca_system_score_gemma":0.002914582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009573656,"about_ca_topic_score_gemma":0.00316058,"domain_scores_codex":[0.9946606,0.000794673,0.0004425996,0.0005699619,0.003090838,0.0004413398],"domain_scores_gemma":[0.9541177,0.008996855,0.002079889,0.001136779,0.02628044,0.007388443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001833614,0.00001057017,0.00002764335,0.00005181166,0.000002906868,0.00005179402,0.00001222555,0.000007559131,0.00009089433,0.0003957951,0.9944223,0.004908205],"study_design_scores_gemma":[0.00001170254,0.00003008449,0.0001626338,0.000104711,0.000006451262,0.0000840568,0.00005182927,0.00004365536,0.00009191633,0.0005503754,0.9988507,0.00001190713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00005646321,0.001685811,0.0002293988,0.03976889,0.9535111,0.000019475,0.00005082918,0.0001044908,0.004573711],"genre_scores_gemma":[0.000810348,0.001801079,0.0002572984,0.03571447,0.8880861,0.00003819165,0.0000966418,0.0002645657,0.07293133],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.08084418,"threshold_uncertainty_score":0.2704507,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7113898804","doi":"10.1109/mcomstd.2025.3632897","title":"Toward 6G-Enabled Robots—A Case Study of Cooperative Multi-Quadrotor 3-D Mapping","year":2025,"lang":"","type":"article","venue":"IEEE Communications Standards Magazine","topic":"Robotics and Sensor-Based Localization","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":"Defence Research and Development Canada; University of New Brunswick","funders":"","keywords":"Simultaneous localization and mapping; Slicing; Representation (politics); Feature (linguistics); Control (management); Robot; Data sharing; Noise (video)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.06003645950756997,"gpt":0.3304298383195416,"spread":0.2703933788119717,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000662484,0.0004005097,0.0002433068,0.0002655167,0.0006625427,0.0008056667,0.0007238063,0.001120713,0.0008637659],"category_scores_gemma":[0.0009314429,0.0000985989,0.0002303582,0.0005367443,0.0007352568,0.0008369775,0.001154881,0.000533102,0.000269054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004024348,"about_ca_system_score_gemma":0.0003418077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002544546,"about_ca_topic_score_gemma":0.003240442,"domain_scores_codex":[0.9994965,0.0002309469,0.00001302492,0.00006114344,0.0001292695,0.00006913517],"domain_scores_gemma":[0.9995342,0.0001919112,0.00003681933,0.0001023471,0.00006356891,0.00007102983],"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":[0.0005018805,0.0003762667,0.01078104,0.0004688606,0.0001034676,0.01439821,0.003108318,0.6288858,0.04263504,0.08215031,0.008184112,0.2084067],"study_design_scores_gemma":[0.00006327295,0.0006525727,0.003792377,0.00005228675,0.00004053073,0.004182952,0.002752721,0.8635194,0.02458083,0.03339323,0.06692068,0.00004925296],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3987415,0.0009791021,0.5661726,0.001726793,0.0001477381,0.000256157,0.0001319569,0.0007755912,0.03106862],"genre_scores_gemma":[0.9277387,0.0003419066,0.06879162,0.0001174652,0.00002358049,0.00005826211,0.00006685539,0.00002765306,0.00283397],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002544546,"threshold_uncertainty_score":0.005059421,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416323611","doi":"10.1109/mcomstd.2025.3630439","title":"Anchor-and-Connect: Robotic Aerial Base Stations Transforming 6G Infrastructure","year":2025,"lang":"","type":"article","venue":"IEEE Communications Standards Magazine","topic":"UAV Applications and Optimization","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":"Carleton University","funders":"","keywords":"Base station; GRASP; Anchoring; Key (lock); Wireless; Service (business); Base (topology)","authors":[{"name":"Wen Shang","is_ca":false},{"name":"Yuan Liao","is_ca":false},{"name":"Vasilis Friderikos","is_ca":false},{"name":"Halim Yanıkömeroğlu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0106405657957529,"gpt":0.2747192017587559,"spread":0.264078635963003,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001738802,0.0005424905,0.0001785317,0.0003773853,0.0003140266,0.000535934,0.0007062669,0.0006503034,0.005089629],"category_scores_gemma":[0.0003528669,0.0001317644,0.000240211,0.0003840777,0.0004181897,0.0008056674,0.001058141,0.0006792276,0.001552075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002790087,"about_ca_system_score_gemma":0.0002575817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00125059,"about_ca_topic_score_gemma":0.001927382,"domain_scores_codex":[0.9998469,0.00003617091,0.000004387937,0.00002833699,0.00005109938,0.00003293785],"domain_scores_gemma":[0.9998924,0.0000219424,0.00001842344,0.00002922294,0.00002104516,0.00001691107],"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":[0.0007141195,0.00018949,0.005123361,0.0004406896,0.0001285446,0.001747582,0.0004217552,0.128038,0.07002055,0.1866428,0.04420879,0.5623243],"study_design_scores_gemma":[0.0001882282,0.00177474,0.005617579,0.0001994981,0.0001516308,0.003545396,0.0005891095,0.5316691,0.04286635,0.06155097,0.351735,0.000112324],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1130264,0.001926903,0.7655528,0.002173242,0.0007726412,0.0003174187,0.0004916094,0.00405993,0.111679],"genre_scores_gemma":[0.8857411,0.001297249,0.09543359,0.0006128012,0.0002066443,0.0001866005,0.000338405,0.00006218406,0.01612142],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005089629,"threshold_uncertainty_score":0.01702654,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2971926688","doi":"10.1109/mcomstd.2019.8823834","title":"Standards for Open Source Development","year":2019,"lang":"en","type":"article","venue":"IEEE Communications Standards Magazine","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ericsson (Canada)","funders":"","keywords":"Open source; Engineering ethics; Computer science; Data science; Engineering; Programming language; Software","authors":[{"name":"Glenn Parsons","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.164146930222637,"gpt":0.4500261588124295,"spread":0.2858792285897925,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.02393161,0.0009486683,0.0009316084,0.004157559,0.002202873,0.01065533,0.003669199,0.00873677,0.02939258],"category_scores_gemma":[0.1007289,0.0009024002,0.001006856,0.003150675,0.00314806,0.008017453,0.005188601,0.01357174,0.03763254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002122679,"about_ca_system_score_gemma":0.009060943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001401177,"about_ca_topic_score_gemma":0.001905771,"domain_scores_codex":[0.9748848,0.004092772,0.004937056,0.001560528,0.01356764,0.0009571402],"domain_scores_gemma":[0.8872804,0.03594605,0.006271074,0.01176536,0.05320871,0.005528348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002155192,0.00003415694,0.0001140974,0.0004255574,0.00001507284,0.00009428119,0.0001648135,0.0001886657,0.0008003605,0.04457708,0.8672233,0.08634105],"study_design_scores_gemma":[0.000006023759,0.00001096115,0.0000814162,0.0002739055,0.00000395577,0.00007229632,0.00003991432,0.0001735015,0.0003315051,0.009569525,0.989424,0.00001301841],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"methods","genre_scores_codex":[0.0007607557,0.01404047,0.1616927,0.215344,0.483656,0.0005518069,0.001405451,0.00714206,0.1154066],"genre_scores_gemma":[0.02124358,0.04964475,0.152483,0.09408951,0.3243076,0.001998969,0.01033159,0.01274683,0.333154],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9963308,"threshold_uncertainty_score":0.126564,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}