{"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":"10d76a57114d","filters":{"venue":"Innovations in Intelligent Systems and Advanced Engineering"}},"results":[{"id":"W4413956541","doi":"10.29284/iisae.1.2.2025.8-15","title":"Efficient Resource Cloud Formation Using Virtualization in SLA-Based Cloud Technologies","year":2025,"lang":"en","type":"article","venue":"Innovations in Intelligent Systems and Advanced Engineering","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":"Cloud computing; Virtualization; Computer science; Resource (disambiguation); Operating system; Computer network","authors":[{"name":"Senthil Kumar Seeni","is_ca":false},{"name":"Lalitha Kalaichelvan","is_ca":false},{"name":"Suman Devi","is_ca":false},{"name":"B Beaula Pinky","is_ca":false},{"name":"Jayabharathi Ramasamy","is_ca":false},{"name":"K Navaz","is_ca":true},{"name":"T. Edwin Prabakaran","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01231695884262077,"gpt":0.2448878949622035,"spread":0.2325709361195827,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007977616,0.0003148081,0.000604408,0.0003933209,0.000832221,0.001747999,0.0009741524,0.0004216543,0.001176561],"category_scores_gemma":[0.00124186,0.00022947,0.000392573,0.0006343098,0.0005592273,0.001559448,0.001915955,0.0008022093,0.0003973985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009029945,"about_ca_system_score_gemma":0.001728503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003070286,"about_ca_topic_score_gemma":0.002865448,"domain_scores_codex":[0.9990917,0.0002936235,0.00004115314,0.0001106533,0.0002133699,0.000249361],"domain_scores_gemma":[0.9995797,0.00007975045,0.00005857353,0.000128115,0.00008953707,0.00006424742],"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":[0.0002445335,0.0001620992,0.001692928,0.000161442,0.00006342946,0.0003718781,0.0002302439,0.6544182,0.03772618,0.129601,0.004890393,0.1704377],"study_design_scores_gemma":[0.000008079628,0.00004587039,0.0002759175,0.00001428014,0.000007874067,0.00007056051,0.00005951534,0.9769861,0.004592193,0.01408245,0.00384504,0.00001203678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04219806,0.0006479769,0.9463705,0.0002955029,0.00009923742,0.0001020096,0.00005164853,0.0007218928,0.009513233],"genre_scores_gemma":[0.8943646,0.0002874924,0.1037995,0.00005654495,0.00002679797,0.00004763652,0.00007457686,0.00005391463,0.001288978],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003070286,"threshold_uncertainty_score":0.006551743,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413956551","doi":"10.29284/iisae.1.2.2025.23-30","title":"Optimized Information Integration in Data Mining Using Ensemble Classification","year":2025,"lang":"en","type":"article","venue":"Innovations in Intelligent Systems and Advanced Engineering","topic":"Data Mining Algorithms and Applications","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; Data mining; Information retrieval; Artificial intelligence","authors":[{"name":"C. Shanmuga Priya","is_ca":false},{"name":"K. Kumuthapriya","is_ca":false},{"name":"Ravi Sankar","is_ca":false},{"name":"Anantha Raman Rathinam","is_ca":false},{"name":"M. Venkatesan","is_ca":false},{"name":"K. Jeevitha","is_ca":true},{"name":"Mohd Miskeen Ali","is_ca":false},{"name":"Dennis Surendar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04827922096538739,"gpt":0.3067864241097575,"spread":0.2585072031443701,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004611872,0.0007673659,0.001325223,0.00197527,0.0007084423,0.001794086,0.001599115,0.001022909,0.0009440122],"category_scores_gemma":[0.01263034,0.0005002431,0.001173881,0.001928769,0.0007591177,0.003348108,0.002614507,0.001351508,0.0005148373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006764557,"about_ca_system_score_gemma":0.001128077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001403793,"about_ca_topic_score_gemma":0.001398096,"domain_scores_codex":[0.9970208,0.0009295456,0.0002322178,0.0004571775,0.001158857,0.0002013912],"domain_scores_gemma":[0.9955094,0.00246864,0.0003003787,0.000698651,0.000920451,0.0001025191],"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":[0.0001687594,0.0001562564,0.003575001,0.0001209768,0.0002057302,0.0001451574,0.0003476159,0.4919468,0.01128399,0.02128444,0.00118437,0.4695808],"study_design_scores_gemma":[0.000005589706,0.00004126222,0.0003914113,0.00001307716,0.00002653212,0.00002903965,0.00002635818,0.9739604,0.004884515,0.01988431,0.0007252194,0.00001225147],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01302693,0.0001243849,0.9859318,0.00005933367,0.00001179773,0.00003200985,0.00002496808,0.0003311131,0.0004577502],"genre_scores_gemma":[0.4518821,0.0002410665,0.5460258,0.0001103495,0.00006551845,0.000190203,0.0003291148,0.0001594927,0.0009964689],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004611872,"threshold_uncertainty_score":0.02439016,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}