{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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"},"query_hash":"6d7396d3118e","filters":{"venue":"Fuzzy Information and Engineering"}},"results":[{"id":"W4365453384","doi":"10.26599/fie.2023.9270001","title":"Advancing Federated Learning with Granular Computing","year":2023,"lang":"en","type":"article","venue":"Fuzzy Information and Engineering","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Credibility; Computer science; Artificial intelligence; Granular computing; Process (computing); Machine learning; Quality (philosophy); Computational intelligence; Data science","retraction":null,"screen_n_in":null,"score":{"opus":0.00478013962708844,"gpt":0.184708787484043,"spread":0.1799286478569546,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001960589,0.00008643742,0.00008204974,0.0001549097,0.0001875637,0.0002982958,0.00009567276,0.00002750953,9.010836e-7],"category_scores_gemma":[0.00002998607,0.0000726306,0.00001227584,0.0005008501,0.00000522445,0.001149444,0.00007416627,0.000121171,0.00004739971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001345777,"about_ca_system_score_gemma":0.00001145917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005747899,"about_ca_topic_score_gemma":4.91245e-7,"domain_scores_codex":[0.9994248,0.000006210888,0.0001463454,0.00007725243,0.0001228942,0.000222544],"domain_scores_gemma":[0.9997626,0.00003172531,0.00003907376,0.00007230049,0.00003220405,0.00006208124],"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":[0.000003088912,0.000002908058,0.001192626,0.0001103118,0.00001275255,0.00001117162,0.003224043,0.847435,0.0001389681,0.009781257,0.0003116952,0.1377762],"study_design_scores_gemma":[0.000192835,0.00003357855,0.005484979,0.00003208342,0.000001289497,0.00001878397,0.0001692599,0.9829966,0.00003424283,0.00003233573,0.01088391,0.0001200549],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.112648,0.00003296597,0.881363,0.0002765573,0.0001750855,0.00009460972,4.392865e-7,0.001250192,0.004159111],"genre_scores_gemma":[0.9771451,0.00002509431,0.02266425,0.0001067355,0.0000242153,0.000002990299,0.00001660796,0.000004810195,0.00001024232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.864497,"threshold_uncertainty_score":0.296179,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2066631941","doi":"10.1016/j.fiae.2015.03.001","title":"From Numeric Models to Granular System Modeling","year":2015,"lang":"en","type":"article","venue":"Fuzzy Information and Engineering","topic":"Modeling, Simulation, and Optimization","field":"Mathematics","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Relevance (law); Data science; Quality (philosophy); Perspective (graphical); Complex system; Semantics (computer science); Management science; Information system; Artificial intelligence; Knowledge management; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.04672144527572264,"gpt":0.2368871132151305,"spread":0.1901656679394079,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001976574,0.0001153595,0.0001390092,0.0001465177,0.00004910486,0.0000904738,0.00006042023,0.00006375026,0.000002308899],"category_scores_gemma":[0.00006330839,0.0001161511,0.00002239158,0.0001365365,0.000001922544,0.001061896,0.00002528055,0.00005795749,0.00002492328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006993889,"about_ca_system_score_gemma":0.00001831372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009763725,"about_ca_topic_score_gemma":0.000001398612,"domain_scores_codex":[0.9992405,0.00000701717,0.0003443092,0.00007724745,0.0001960594,0.0001349162],"domain_scores_gemma":[0.9994878,0.00002326176,0.0000503192,0.0001396379,0.0001437537,0.0001552139],"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":[0.000005724818,0.000002360977,0.000005517017,0.00006673501,0.000006103258,1.260095e-7,0.007273694,0.9778259,0.000003879697,0.01426333,0.0001325465,0.0004140722],"study_design_scores_gemma":[0.0003091017,0.000008281009,0.000001901496,0.00006329168,0.00001395691,0.000001800027,0.001202884,0.9932733,0.000008602346,0.004658521,0.0003194445,0.0001389083],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1246724,0.00003623651,0.8728678,0.00002194679,0.0001888539,0.0001597643,0.000008198183,0.0002511477,0.001793613],"genre_scores_gemma":[0.9151156,0.000005779003,0.08464643,0.00003975919,0.0000959656,0.00001469025,0.00005810228,0.00001327251,0.00001042731],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7904432,"threshold_uncertainty_score":0.4736503,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1997837824","doi":"10.1016/j.fiae.2015.01.004","title":"Hybrid Multi-attribute Decision Making Method of Electric Coal Procurement in Industry","year":2014,"lang":"en","type":"article","venue":"Fuzzy Information and Engineering","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":5,"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":"Procurement; Computer science; Coal; Operations research; Data mining; Business; Industrial engineering; Mathematics; Engineering; Marketing; Waste management","retraction":null,"screen_n_in":null,"score":{"opus":0.05808942066513499,"gpt":0.3652076226331706,"spread":0.3071182019680356,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004403839,0.0001682352,0.0003327823,0.001209138,0.00005648598,0.0002301449,0.0003460362,0.0001395867,0.00004464951],"category_scores_gemma":[0.00553343,0.0001431373,0.00005443673,0.0007418809,0.00001025352,0.001203515,0.0001612132,0.0003393882,0.00003830687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006334336,"about_ca_system_score_gemma":0.00003198825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007183578,"about_ca_topic_score_gemma":0.000002309794,"domain_scores_codex":[0.9972377,0.00007239462,0.001258671,0.0002001371,0.0009500205,0.0002810474],"domain_scores_gemma":[0.9980132,0.001037869,0.0003173689,0.0003124726,0.0002272413,0.00009185138],"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":[0.00005441,0.00004109785,0.01581034,0.00008036228,0.00001310738,0.000002408523,0.001198876,0.2018692,0.002415879,0.001466526,0.000664065,0.7763837],"study_design_scores_gemma":[0.00101556,0.00003847385,0.08516779,0.0002018317,0.000004991754,0.00002722231,0.0001891046,0.901907,0.001822247,0.0005540232,0.008861392,0.0002104082],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2942025,0.00003556663,0.7050872,0.00003328235,0.0002298054,0.0001678206,0.00000603623,0.00003348166,0.0002042619],"genre_scores_gemma":[0.8861639,0.000005827809,0.1136853,0.00008586238,0.00002792961,0.00001189844,0.00000356524,0.000007375811,0.000008326672],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7761733,"threshold_uncertainty_score":0.6624432,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2112830835","doi":"10.1007/s12543-011-0076-7","title":"A Novel FPGA-based H.264/AVC Intra Prediction","year":2011,"lang":"en","type":"article","venue":"Fuzzy Information and Engineering","topic":"Video Coding and Compression Technologies","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":"University of Windsor","funders":"China Scholarship Council","keywords":"Field-programmable gate array; Computer science; Parallel computing; Artificial intelligence; Embedded system","retraction":null,"screen_n_in":null,"score":{"opus":0.0171534726653217,"gpt":0.1783977121831141,"spread":0.1612442395177924,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008721137,0.00007524665,0.00005998788,0.0001783406,0.00005716861,0.00008532109,0.0002095436,0.00005497488,0.000003609015],"category_scores_gemma":[0.00003792403,0.00006841876,0.00001754633,0.0001722675,0.000009179482,0.001100663,0.00007346018,0.00009329472,0.00001728536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001341142,"about_ca_system_score_gemma":0.0000130559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007479735,"about_ca_topic_score_gemma":1.623454e-7,"domain_scores_codex":[0.999552,0.00000210713,0.0001600268,0.00006799787,0.00009717829,0.0001206724],"domain_scores_gemma":[0.999698,0.00001184992,0.00003958351,0.0001774197,0.00003133238,0.00004182196],"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":[0.00002341607,0.00009440932,0.0007068771,0.0003755775,0.0000494067,0.000003220158,0.009045598,0.02765574,0.009557544,0.2041369,0.003543544,0.7448077],"study_design_scores_gemma":[0.0004575645,0.00007279054,0.007834948,0.00007937129,0.000003581172,0.00001743757,0.0001025184,0.9651429,0.01346468,0.0003782175,0.01225756,0.000188415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0113304,0.00002812914,0.9848331,0.0001291216,0.0002690437,0.00006235437,0.000002466104,0.001070488,0.002274855],"genre_scores_gemma":[0.9370943,0.00001096826,0.06272871,0.0001204169,0.00001270367,0.00001976129,0.000003206069,0.000002535594,0.000007378578],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9374872,"threshold_uncertainty_score":0.2790036,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}