{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"d9e989ff1c7d","filters":{"venue":"International Journal of Advanced Networking and Applications"}},"results":[{"id":"W4386642085","doi":"10.35444/ijana.2023.15203","title":"Task Scheduling Optimization in Cloud Computing by Social Group Optimization Algorithm","year":2023,"lang":"en","type":"article","venue":"International Journal of Advanced Networking and Applications","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science; Cloud computing; Optimization algorithm; Scheduling (production processes); Task (project management); Distributed computing; Mathematical optimization; Mathematics; Engineering; Operating system","authors":[{"name":"Ahmed Y. Hamed","is_ca":true},{"name":"M. Kh. Elnahary","is_ca":true},{"name":"Hamdy H. El-Sayed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009392717784444869,"gpt":0.2638125679465238,"spread":0.2544198501620789,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011817,0.0009681147,0.001123331,0.0008234496,0.0009459935,0.0007548353,0.0009328328,0.0009584278,0.00155606],"category_scores_gemma":[0.001270269,0.0003061412,0.0007814435,0.0009917879,0.0006337506,0.0008735741,0.0009391431,0.0006313905,0.0002168844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001028095,"about_ca_system_score_gemma":0.001727736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008595825,"about_ca_topic_score_gemma":0.005445978,"domain_scores_codex":[0.999424,0.0002275536,0.00002118444,0.00008628942,0.0001044732,0.0001365619],"domain_scores_gemma":[0.9994665,0.0002840109,0.00007653284,0.00002375152,0.0000914593,0.00005781979],"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":[0.00006859378,0.00005681127,0.0005198431,0.00002846222,0.00002847006,0.00003642557,0.00003807532,0.9788533,0.0004574914,0.00375389,0.0007903288,0.01536834],"study_design_scores_gemma":[0.000009242681,0.00001519408,0.00004286426,0.000001431112,0.000002887322,0.000003324177,0.00001021757,0.9982554,0.00006558803,0.001445889,0.0001464981,0.000001460658],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08835784,0.0004875533,0.9046579,0.0005238869,0.0001008965,0.0001723062,0.00008373165,0.0002576189,0.005358262],"genre_scores_gemma":[0.7953802,0.0002966292,0.2001113,0.0001712229,0.0000572158,0.0002993121,0.0001746977,0.00006408714,0.003445403],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008595825,"threshold_uncertainty_score":0.01709157,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Overlay; Computer science; Resource allocation; Resource (disambiguation); Distributed computing; Computer network; Operating system","authors":[{"name":"Isma Ayub","is_ca":true},{"name":"Hridi Juberi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05867089417123909,"gpt":0.3555706417158744,"spread":0.2968997475446353,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008203701,0.001049319,0.00113911,0.001982936,0.0003255386,0.001380432,0.001117556,0.0009168246,0.003953281],"category_scores_gemma":[0.00162889,0.0004738728,0.0006614478,0.002864183,0.0003142027,0.001874608,0.0006713546,0.0008145117,0.001523464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006044916,"about_ca_system_score_gemma":0.001298461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001600496,"about_ca_topic_score_gemma":0.001441704,"domain_scores_codex":[0.9996279,0.00006116281,0.00004558143,0.00007548551,0.0001517284,0.00003804449],"domain_scores_gemma":[0.9990803,0.0005498502,0.00009120459,0.0000296747,0.0002168086,0.0000321545],"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":[0.00005487571,0.00009038963,0.0003145907,0.014055,0.0001116664,0.0001194777,0.00005628548,0.005976211,0.001888516,0.01401758,0.01840855,0.9449069],"study_design_scores_gemma":[0.0000223051,0.000367699,0.001186528,0.006818432,0.0004229264,0.001147766,0.0001824458,0.008335515,0.002994449,0.01219166,0.9662358,0.0000945176],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005329786,0.9913605,0.00418929,0.0002497114,0.0002097253,0.00001682299,0.00004230187,0.0000250646,0.003373664],"genre_scores_gemma":[0.005287814,0.9903904,0.002993783,0.0001296691,0.0002626392,0.00002013392,0.00007716021,0.000009665712,0.0008286099],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003953281,"threshold_uncertainty_score":0.01322502,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}