{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"380d48e90436","filters":{"venue":"ICST Transactions on Mobile Communications and Applications"}},"results":[{"id":"W2770053105","doi":"10.4108/eai.13-9-2017.153070","title":"An Actor-Based Middleware for Crowd-Sourced Services","year":2017,"lang":"en","type":"article","venue":"ICST Transactions on Mobile Communications and Applications","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Middleware (distributed applications); Computer science; Computer security; World Wide Web; Human–computer interaction; Distributed computing","authors":[{"name":"Ahmed Abdel Moamen","is_ca":false},{"name":"Nadeem Jamali","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1446521509032508,"gpt":0.4354849272590978,"spread":0.290832776355847,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00294245,0.001044544,0.001101,0.0007776828,0.001577636,0.004053916,0.00348124,0.001927953,0.007291948],"category_scores_gemma":[0.005740484,0.0007805794,0.001061689,0.0006253804,0.001288559,0.004026989,0.006466013,0.002463324,0.003448286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001229349,"about_ca_system_score_gemma":0.001868778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004069749,"about_ca_topic_score_gemma":0.003253739,"domain_scores_codex":[0.9982186,0.0004209263,0.0002552538,0.0004036851,0.0005083643,0.0001931787],"domain_scores_gemma":[0.9979693,0.0005586734,0.0001296476,0.000526442,0.0003033886,0.0005124747],"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":[0.002750663,0.0008998156,0.006186929,0.001401483,0.000543298,0.003033014,0.005436176,0.1959223,0.07421446,0.2709298,0.09427997,0.3444021],"study_design_scores_gemma":[0.0001634284,0.0001701143,0.000686193,0.000167708,0.0001571559,0.0003850027,0.0004756113,0.6629285,0.02031291,0.06291708,0.2514704,0.0001658275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00803778,0.0004573545,0.945592,0.0008509856,0.000607342,0.0004184326,0.0003381025,0.03308914,0.01060877],"genre_scores_gemma":[0.3665553,0.001119484,0.5913209,0.0009530147,0.0004207903,0.0009064545,0.002066407,0.004017775,0.03263994],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007291948,"threshold_uncertainty_score":0.02439398,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4293102003","doi":"10.4108/eetmca.v7i2.2415","title":"Intelligent Distributed Data Storage for Wireless Communications in B5G Networks","year":2022,"lang":"en","type":"article","venue":"ICST Transactions on Mobile Communications and Applications","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Huawei Technologies (Canada)","funders":"National Natural Science Foundation of China-China Academy of General Technology Joint Fund for Basic Research","keywords":"Computer science; Overhead (engineering); Distributed computing; Enhanced Data Rates for GSM Evolution; Computer network; Distributed data store; Computer data storage; Edge computing; Wireless; Wireless network; Telecommunications; Computer hardware; Operating system","authors":[{"name":"Yajuan Tang","is_ca":false},{"name":"Shiwei Lai","is_ca":false},{"name":"Yanyi Rao","is_ca":false},{"name":"Wen Zhou","is_ca":true},{"name":"Fusheng Zhu","is_ca":false},{"name":"Liming Chen","is_ca":false},{"name":"Dan Deng","is_ca":false},{"name":"Jing Wang","is_ca":false},{"name":"Tao Cui","is_ca":false},{"name":"Yuwei Zhang","is_ca":false},{"name":"Jun Liu","is_ca":false},{"name":"Di Wu","is_ca":false},{"name":"Zhusong Liu","is_ca":false},{"name":"Huang Huang","is_ca":false},{"name":"Xuan Zhou","is_ca":false},{"name":"Zhao Wang","is_ca":false},{"name":"Zichao Zhao","is_ca":false},{"name":"Chao Li","is_ca":false},{"name":"Kai Chen","is_ca":false},{"name":"Wei Zhou","is_ca":true},{"name":"Yun Li","is_ca":false},{"name":"Kaimeno Dube","is_ca":false},{"name":"Abbarbas Muazu","is_ca":false},{"name":"Nakilavai Rono","is_ca":false},{"name":"Sunli Feng","is_ca":false},{"name":"Jiayin Qin","is_ca":false},{"name":"Haige Xiang","is_ca":false},{"name":"Zhigang Cao","is_ca":false},{"name":"Lieguang Zeng","is_ca":false},{"name":"Zhixing Yang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06061382629451915,"gpt":0.3161431928646933,"spread":0.2555293665701742,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002205244,0.0002932252,0.0002971638,0.0004181102,0.0007790308,0.0009068807,0.0008195767,0.0004073609,0.00253826],"category_scores_gemma":[0.0005059945,0.0001012865,0.00017466,0.0007127241,0.000395154,0.001749318,0.0006268056,0.0003896698,0.0005190038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005579987,"about_ca_system_score_gemma":0.0006023171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001383776,"about_ca_topic_score_gemma":0.001678691,"domain_scores_codex":[0.9998502,0.00002140656,0.00001212796,0.00004025314,0.00005226166,0.00002378034],"domain_scores_gemma":[0.9997879,0.00003656072,0.00001857995,0.00006754052,0.00007684427,0.00001260186],"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":[0.0008826864,0.0001846074,0.003423348,0.0007855089,0.0001028203,0.0007298784,0.0008299274,0.04262894,0.1456133,0.1804417,0.04118012,0.5831971],"study_design_scores_gemma":[0.0001164718,0.0004213392,0.002562813,0.0002081842,0.0001475537,0.00160569,0.0005984096,0.6719576,0.1093283,0.1072234,0.1057135,0.0001168324],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1589662,0.01197016,0.798663,0.00173345,0.0008032846,0.0001608413,0.0003905272,0.002836948,0.02447567],"genre_scores_gemma":[0.9248955,0.00252466,0.06322821,0.0004858182,0.0001959438,0.00007014726,0.0002720369,0.00005369008,0.008273924],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00253826,"threshold_uncertainty_score":0.008491337,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294679913","doi":"10.4108/eetmca.v7i2.2417","title":"Energy-efficient and high-spectrum-efficiency wireless transmission","year":2022,"lang":"en","type":"article","venue":"ICST Transactions on Mobile Communications and Applications","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Huawei Technologies (Canada)","funders":"National Natural Science Foundation of China-China Academy of General Technology Joint Fund for Basic Research","keywords":"Computer science; Computer network; Wireless; Wireless network; Fixed wireless; Wi-Fi array; Transmission (telecommunications); Wireless WAN; Efficient energy use; Key distribution in wireless sensor networks; Wireless sensor network; Radio resource management; Municipal wireless network; Telecommunications; Engineering; Electrical engineering","authors":[{"name":"Yajuan Tang","is_ca":false},{"name":"Shiwei Lai","is_ca":false},{"name":"Zichao Zhao","is_ca":false},{"name":"Yanyi Rao","is_ca":false},{"name":"Wen Zhou","is_ca":true},{"name":"Fusheng Zhu","is_ca":false},{"name":"Liming Chen","is_ca":false},{"name":"Dan Deng","is_ca":false},{"name":"Jing Wang","is_ca":false},{"name":"Tao Cui","is_ca":false},{"name":"Yuwei Zhang","is_ca":false},{"name":"Jun Liu","is_ca":false},{"name":"Di Wu","is_ca":false},{"name":"Zhusong Liu","is_ca":false},{"name":"Huang Huang","is_ca":false},{"name":"Xuan Zhou","is_ca":false},{"name":"Zhao Wang","is_ca":false},{"name":"Chao Li","is_ca":false},{"name":"Kai Chen","is_ca":false},{"name":"Wei Zhou","is_ca":true},{"name":"Yun Li","is_ca":false},{"name":"Kaimeno Dube","is_ca":false},{"name":"Abbarbas Muazu","is_ca":false},{"name":"Nakilavai Rono","is_ca":false},{"name":"Sunli Feng","is_ca":false},{"name":"Jiayin Qin","is_ca":false},{"name":"Haige Xiang","is_ca":false},{"name":"Zhigang Cao","is_ca":false},{"name":"Lieguang Zeng","is_ca":false},{"name":"Zhixing Yang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006871585708189308,"gpt":0.2146134871249568,"spread":0.2077419014167675,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000391857,0.0007030322,0.0006944527,0.0004430816,0.0004728225,0.001461573,0.0008743423,0.000990213,0.002667458],"category_scores_gemma":[0.0009149518,0.0002667606,0.0003454361,0.001056693,0.0006189278,0.002520545,0.0009106775,0.001007504,0.00108221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004020915,"about_ca_system_score_gemma":0.0004560924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003738731,"about_ca_topic_score_gemma":0.0003884723,"domain_scores_codex":[0.9995041,0.00007504158,0.00003407997,0.00008060366,0.000248029,0.00005812334],"domain_scores_gemma":[0.9997512,0.00008971629,0.00003876442,0.00002916956,0.00008118885,0.00001004197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009512875,0.0001357282,0.0007809188,0.001758742,0.00006920665,0.0006237735,0.0001958238,0.08216508,0.08906288,0.5495968,0.01244556,0.2630704],"study_design_scores_gemma":[0.00004380666,0.0002877818,0.001570705,0.0004469442,0.0001164801,0.00270564,0.0002798098,0.5420126,0.05077555,0.2438574,0.1577448,0.0001585246],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01230976,0.02354614,0.917343,0.001639864,0.0006033649,0.00007247981,0.000157439,0.0002890455,0.04403896],"genre_scores_gemma":[0.7057999,0.08024197,0.1865362,0.001310611,0.001970858,0.0002518368,0.0004111234,0.0002310087,0.02324652],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002667458,"threshold_uncertainty_score":0.008923531,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}