{"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","author_layer_release":"2026-06-26"},"query_hash":"e676739e2ed4","filters":{"venue":"The International journal of networked and distributed computing"}},"results":[{"id":"W2117073511","doi":"10.2991/ijndc.2014.2.2.5","title":"Multi-Objective Optimization for Milling Operations using Genetic Algorithms under Various Constraints","year":2014,"lang":"en","type":"article","venue":"The International journal of networked and distributed computing","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Collège de Maisonneuve; Concordia University","funders":"Natural Science Foundation of Hebei Province; Ministry of Education of the People's Republic of China; National Natural Science Foundation of China","keywords":"Computer science; Genetic algorithm; Mathematical optimization; Algorithm; Machine learning; Mathematics","authors":[{"name":"Libao An","is_ca":true},{"name":"Peiqing Yang","is_ca":true},{"name":"Hong Zhang","is_ca":true},{"name":"Mingyuan Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01528961434894643,"gpt":0.2600290921234231,"spread":0.2447394777744766,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000920339,0.001325919,0.001352014,0.000830172,0.0004780395,0.001135283,0.0009688067,0.001526642,0.001507289],"category_scores_gemma":[0.001700872,0.000601391,0.0009569753,0.00117532,0.0004968037,0.000876069,0.0006149972,0.001059828,0.000255612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009444845,"about_ca_system_score_gemma":0.001103607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005638515,"about_ca_topic_score_gemma":0.004248113,"domain_scores_codex":[0.9996402,0.000140663,0.0000135712,0.0000563594,0.0001088908,0.0000402824],"domain_scores_gemma":[0.9994235,0.0004083663,0.00006852794,0.00001979962,0.00006369295,0.00001607939],"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":[0.000007109836,0.00001031013,0.00007169184,0.00002456371,0.00001280498,0.00001617886,0.00001056131,0.9911646,0.0002806643,0.001958721,0.00009240687,0.006350352],"study_design_scores_gemma":[0.000004085102,0.00001098207,0.00002364139,0.000003720538,0.00000374387,0.000004069649,0.000004099973,0.9987336,0.0001140382,0.0009628198,0.0001334077,0.000001880447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02156943,0.0005073432,0.9743774,0.0001238939,0.00002538927,0.00005792417,0.00004831758,0.0001395899,0.003150735],"genre_scores_gemma":[0.6064049,0.0008826785,0.3881227,0.0001103149,0.00004366062,0.0004684349,0.0001857107,0.0001186227,0.003662958],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005638515,"threshold_uncertainty_score":0.0112114,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2819044370","doi":"10.2991/ijndc.2018.6.2.4","title":"Real-time Multi-Agents Architecture for E-commerce Servers","year":2018,"lang":"en","type":"article","venue":"The International journal of networked and distributed computing","topic":"Mobile Agent-Based Network Management","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Server; Architecture; Operating system; Distributed computing; Embedded system; Computer architecture","authors":[{"name":"Sylvanus A. Ehikioya","is_ca":false},{"name":"Cong Zhang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01962192796965818,"gpt":0.27059230945242,"spread":0.2509703814827619,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009394895,0.0003981279,0.0004028094,0.0003237888,0.0009859867,0.002589155,0.002302841,0.001393114,0.002620355],"category_scores_gemma":[0.001243292,0.0003421293,0.0005847321,0.0003416351,0.00073966,0.001709873,0.001080318,0.001664638,0.00154728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009370562,"about_ca_system_score_gemma":0.001671752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002835162,"about_ca_topic_score_gemma":0.003619793,"domain_scores_codex":[0.9993105,0.000210648,0.00008633592,0.0001146242,0.0002090393,0.0000688303],"domain_scores_gemma":[0.9994566,0.00008799235,0.00005773508,0.0001086484,0.0002027207,0.00008634895],"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":[0.0004708669,0.0004963933,0.002231238,0.0005607501,0.0002266371,0.001222554,0.001731762,0.240423,0.07692075,0.5162655,0.01106127,0.1483893],"study_design_scores_gemma":[0.00006798344,0.000205631,0.0005100291,0.00006050005,0.0001191665,0.0003845054,0.0002010564,0.8400243,0.01530477,0.05319329,0.08986123,0.00006762489],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02183264,0.0008911791,0.9595253,0.0007490116,0.0002173747,0.0002225013,0.00004331296,0.002199816,0.01431877],"genre_scores_gemma":[0.3949804,0.0009885392,0.5777171,0.0004038224,0.0001269585,0.0003714369,0.0002297948,0.0002333185,0.02494861],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002835162,"threshold_uncertainty_score":0.008765996,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2241203405","doi":"10.2991/ijndc.2015.3.4.4","title":"Hybrid Approach of Ontology and Image Clustering for Automatic Generation of Hierarchic Image Database","year":2015,"lang":"en","type":"article","venue":"The International journal of networked and distributed computing","topic":"Image Retrieval and Classification Techniques","field":"Computer Science","cited_by":2,"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":"Japan Society for the Promotion of Science; Ritsumeikan University; Chubu University; Research Promotion Foundation; Artificial Intelligence Research Promotion Foundation","keywords":"Computer science; Cluster analysis; Image (mathematics); Ontology; Data mining; Information retrieval; Artificial intelligence; Database","authors":[{"name":"Ryosuke Yamanishi","is_ca":false},{"name":"Ryoya Fujimoto","is_ca":false},{"name":"Yuji Iwahori","is_ca":false},{"name":"Robert J. Woodham","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04686733170463816,"gpt":0.2899484579519082,"spread":0.24308112624727,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008983505,0.0006244099,0.0007881682,0.004363459,0.0008371011,0.001327563,0.001452532,0.0006066323,0.00200114],"category_scores_gemma":[0.001665719,0.0003750607,0.001322789,0.002893327,0.0004637383,0.002050098,0.001387499,0.0005597657,0.0007620259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009030716,"about_ca_system_score_gemma":0.001561879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00894847,"about_ca_topic_score_gemma":0.01050733,"domain_scores_codex":[0.998489,0.0001525289,0.0001415811,0.0004246974,0.0006784106,0.0001137635],"domain_scores_gemma":[0.9993843,0.00009713449,0.00005074785,0.000149516,0.0002868937,0.00003138601],"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":[0.0001154398,0.0002465074,0.002901183,0.0003448184,0.0001494472,0.0002489788,0.0005750773,0.01347026,0.04589611,0.01627042,0.006831967,0.9129498],"study_design_scores_gemma":[0.00006424822,0.0001851681,0.008180859,0.000111899,0.0002594547,0.001359674,0.001418449,0.7820325,0.1118365,0.02765885,0.06669965,0.0001927799],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009235603,0.0001817344,0.9860973,0.00007509512,0.00002308686,0.0001804499,0.0002305277,0.002168816,0.001807311],"genre_scores_gemma":[0.0978639,0.0002973359,0.8982317,0.00008367936,0.00001328313,0.0002187305,0.001300899,0.0002050895,0.001785369],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00894847,"threshold_uncertainty_score":0.01779276,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4255962326","doi":"10.2991/ijndc.2016.4.1.7","title":"Using SPIN to Check Simulink Stateflow Models","year":2016,"lang":"en","type":"article","venue":"The International journal of networked and distributed computing","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Education, Culture, Sports, Science and Technology; CMC Microsystems","keywords":"Stateflow; Computer science; Programming language; Embedded system; Software engineering; MATLAB","authors":[{"name":"Chikatoshi Yamada","is_ca":false},{"name":"D. Michael Miller","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0414733582807776,"gpt":0.2750858829101968,"spread":0.2336125246294192,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002815317,0.001136195,0.0006538486,0.001386238,0.0008062015,0.001623014,0.00127755,0.0006718794,0.004979831],"category_scores_gemma":[0.01432833,0.0006909473,0.001256645,0.0007455443,0.001372502,0.003007564,0.001370474,0.001077736,0.0005783414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082986,"about_ca_system_score_gemma":0.002988152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01100554,"about_ca_topic_score_gemma":0.01494038,"domain_scores_codex":[0.9966744,0.001159795,0.0002720141,0.0003820086,0.001278174,0.0002336341],"domain_scores_gemma":[0.9875171,0.007496512,0.001231,0.002384221,0.001243849,0.0001272871],"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":[0.0004923847,0.000242153,0.008630012,0.000602864,0.0002544461,0.0003831788,0.0003582942,0.8240571,0.01800126,0.07678585,0.00253439,0.0676581],"study_design_scores_gemma":[0.00005884891,0.0001298989,0.0002962866,0.00004893167,0.00006098759,0.00005997699,0.00005942778,0.9444998,0.02912514,0.02200842,0.003624949,0.00002729446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07423329,0.0001157562,0.9081361,0.00012057,0.00008123308,0.0001456988,0.0006508895,0.01363158,0.002884981],"genre_scores_gemma":[0.6948291,0.0001870546,0.300622,0.00009213173,0.00002235803,0.0002661315,0.00122229,0.0009245317,0.001834415],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01100554,"threshold_uncertainty_score":0.02188301,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}