{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"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":"280e91eee4e1","filters":{"venue":"International Journal of Security and Its Applications"}},"results":[{"id":"W2183963012","doi":"10.14257/ijsia.2014.8.3.12","title":"A Cooperative Intrusion Detection Model for Cloud Computing Networks","year":2014,"lang":"en","type":"article","venue":"International Journal of Security and Its Applications","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nipissing University","funders":"","keywords":"Cloud computing; Intrusion detection system; Computer science; Intrusion; Intrusion prevention system; Computer security; Geology; Operating system","authors":[{"name":"Shaohua Teng","is_ca":false},{"name":"Chaoyu Zheng","is_ca":false},{"name":"Haibin Zhu","is_ca":true},{"name":"Dongning Liu","is_ca":false},{"name":"Wei Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01247095253316534,"gpt":0.2624148053631221,"spread":0.2499438528299567,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005701723,0.000102768,0.0001475632,0.0001402265,0.0002637054,0.0001779838,0.0005093251,0.00008551251,0.000003150506],"category_scores_gemma":[0.00008539505,0.00009606682,0.00007788664,0.0001646853,0.00003074046,0.0005458167,0.0001420953,0.0002393525,0.000002047801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004831969,"about_ca_system_score_gemma":0.00003168102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003150254,"about_ca_topic_score_gemma":0.00001194705,"domain_scores_codex":[0.9989861,0.00005138974,0.000405109,0.0001898004,0.0002405717,0.0001270754],"domain_scores_gemma":[0.9982874,0.0002167626,0.0003585458,0.0001102727,0.000937267,0.00008972458],"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":[0.0001433979,0.0002480813,0.00001727539,0.00002221529,0.0001190803,0.000001063501,0.003519344,0.08398551,0.002342538,0.5403339,0.0005816784,0.368686],"study_design_scores_gemma":[0.0004493835,0.0001253675,0.00002095737,0.00002998544,0.000009954838,0.00007221426,0.00002737983,0.9564844,0.001325079,0.02844906,0.01290928,0.00009695233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0212468,0.0002361699,0.9761855,0.001306152,0.0006467701,0.0002172385,0.000003550493,0.000031244,0.0001265754],"genre_scores_gemma":[0.9914596,0.0002967765,0.006521992,0.0005005513,0.001182881,0.00001741678,0.000003333394,0.000006322527,0.00001111056],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9702128,"threshold_uncertainty_score":0.3917491,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2527737216","doi":"10.14257/ijsia.2016.10.8.29","title":"Developing Data Mining Techniques for Intruder Detection in Network Traffic","year":2016,"lang":"en","type":"article","venue":"International Journal of Security and Its Applications","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"","keywords":"Computer science; Data mining","authors":[{"name":"Amar Agrawal","is_ca":true},{"name":"Sabah Mohammed","is_ca":true},{"name":"Jinan Fiaidhi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03335691671698496,"gpt":0.3046277565276133,"spread":0.2712708398106284,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006753449,0.0000795048,0.0001172437,0.0001838705,0.00009552079,0.0000940741,0.0009157843,0.00006988471,0.000004369831],"category_scores_gemma":[0.00009958768,0.00006283699,0.00003168657,0.0002175973,0.00002496283,0.001092564,0.0002249137,0.0001064625,0.000001442332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007986643,"about_ca_system_score_gemma":0.00006556706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002253839,"about_ca_topic_score_gemma":0.00007659162,"domain_scores_codex":[0.9990204,0.00003416078,0.0004090651,0.0002086206,0.000197959,0.000129822],"domain_scores_gemma":[0.9988828,0.0002659534,0.0002734832,0.0001729911,0.0003586081,0.00004612131],"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":[0.00003880152,0.00004728869,0.00003833796,0.000008583438,0.00003268385,0.000001939409,0.000388207,0.00003234687,0.0009289566,0.0396604,0.0002731923,0.9585493],"study_design_scores_gemma":[0.002611778,0.0004494411,0.00139416,0.001020424,0.00003914466,0.0007776933,0.0002280407,0.1418151,0.02710247,0.1841634,0.6396479,0.0007503841],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04518308,0.0004667788,0.9482386,0.005366993,0.0004064996,0.0002404282,0.00001048569,0.00003645953,0.00005068352],"genre_scores_gemma":[0.9647238,0.001137384,0.03308865,0.0002168989,0.0007795766,0.00003939569,0.000003235489,0.000005548766,0.000005576945],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9577989,"threshold_uncertainty_score":0.2562418,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2119468697","doi":"10.14257/ijsia.2014.8.1.35","title":"Security Vulnerabilities Tests Generation from SysML and Event-B Models for EMV Cards","year":2014,"lang":"en","type":"article","venue":"International Journal of Security and Its Applications","topic":"Information and Cyber Security","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Computer security; Event (particle physics); Computer science; Systems Modeling Language; Unified Modeling Language; Physics; Software; Operating system","authors":[{"name":"Noura Ouerdi","is_ca":false},{"name":"Mostafa Azizi","is_ca":false},{"name":"M’hammed Ziane","is_ca":false},{"name":"Abdelmalek Azizi","is_ca":false},{"name":"Jean-Louis Lanet","is_ca":false},{"name":"Aymerick Savary","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01639299895374701,"gpt":0.2724627201691486,"spread":0.2560697212154016,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005118356,0.000113273,0.0001639453,0.0001109839,0.0001708797,0.0002818221,0.0004635685,0.00007328164,0.000006881712],"category_scores_gemma":[0.00008287081,0.000106042,0.00006902834,0.0000717196,0.00004182848,0.001406899,0.000109813,0.0001563444,0.000002318414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000424352,"about_ca_system_score_gemma":0.00006233335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003610586,"about_ca_topic_score_gemma":0.00002954869,"domain_scores_codex":[0.9988568,0.0000521113,0.0004596018,0.0001774899,0.0003408009,0.0001132286],"domain_scores_gemma":[0.9983524,0.0001986841,0.0003013369,0.0001512489,0.0008845288,0.0001118118],"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":[0.000008999898,0.00007982734,0.000067922,0.00001490633,0.00005490772,3.362287e-7,0.004604036,0.0004123049,0.0002804523,0.9866346,0.0005988949,0.007242796],"study_design_scores_gemma":[0.0007384549,0.00007845553,0.000345742,0.00002647678,0.00001971191,0.00005172783,0.0002164423,0.604936,0.001293511,0.3625189,0.02961023,0.0001643203],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2050845,0.0009643763,0.7876171,0.004403105,0.0004605073,0.0003386486,0.0001306121,0.00003501902,0.0009660407],"genre_scores_gemma":[0.9946437,0.0002658,0.003953535,0.0004870611,0.000554988,0.00004689742,0.00003096382,0.000004879923,0.00001215083],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7895592,"threshold_uncertainty_score":0.4324266,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2926010155","doi":"10.14257/ijsia.2015.9.5.01","title":"Security Model for Sensitive Information Systems and Its Applications in Sensor Networks","year":2015,"lang":"en","type":"article","venue":"International Journal of Security and Its Applications","topic":"Network Security and Intrusion Detection","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":"Civil Aviation Administration of China; National Development and Reform Commission; China Scholarship Council; National Natural Science Foundation of China","keywords":"Computer science; Information security; Computer security","authors":[{"name":"Tianbo Lu","is_ca":true},{"name":"Xiaobo Guo","is_ca":false},{"name":"Lingling Zhao","is_ca":false},{"name":"Yang Li","is_ca":false},{"name":"Peng Lin","is_ca":false},{"name":"Binxing Fang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01960044002227816,"gpt":0.2663442219267086,"spread":0.2467437819044304,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006817614,0.0001384671,0.0002064426,0.0002882705,0.0001319162,0.0002633316,0.0003910009,0.0001293222,6.4586e-7],"category_scores_gemma":[0.00009220397,0.0001349998,0.00005365174,0.000264454,0.00003329054,0.001808078,0.0001436436,0.0002830091,0.000003143095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001018556,"about_ca_system_score_gemma":0.0001006463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001475833,"about_ca_topic_score_gemma":0.00001875714,"domain_scores_codex":[0.9986386,0.00005301478,0.0006010618,0.0001897161,0.0003520732,0.0001655268],"domain_scores_gemma":[0.9975215,0.000213352,0.0004498198,0.0001275237,0.001499873,0.0001879925],"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":[0.0001879569,0.0003630385,0.0001458099,0.0001021592,0.0001432686,0.000004326188,0.01419162,0.1151517,0.0001473901,0.8576384,0.0009332913,0.01099099],"study_design_scores_gemma":[0.0007148682,0.00006188318,0.00006475915,0.00004335719,0.00001339895,0.0001410948,0.0005014053,0.9709887,0.0001329694,0.01359909,0.01359886,0.0001396543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04233674,0.001593204,0.952801,0.001495866,0.0003526859,0.0009858378,0.00007035484,0.00003946076,0.0003247802],"genre_scores_gemma":[0.9967478,0.0009961119,0.001524303,0.0002167769,0.000333422,0.0001396404,0.00002399308,0.000005988593,0.00001198008],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.954411,"threshold_uncertainty_score":0.5505131,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2991198244","doi":"10.33832/ijsia.2019.13.3.01","title":"Ensemble Technique for Intruder Detection in Network Traffic","year":2019,"lang":"en","type":"article","venue":"International Journal of Security and Its Applications","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"","keywords":"Computer science","authors":[{"name":"Amar Agrawal","is_ca":true},{"name":"Sabah Mohammed","is_ca":true},{"name":"Jinan Fiaidhi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008083808823821025,"gpt":0.2514972387241232,"spread":0.2434134299003021,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000492984,0.00008032283,0.0001317045,0.0001940069,0.00006203366,0.00009005976,0.0004536229,0.00008761086,0.00001314366],"category_scores_gemma":[0.00002622887,0.00007884711,0.00006435792,0.0002591718,0.00001404715,0.0005721557,0.00007231478,0.0002244551,0.000007739651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006006341,"about_ca_system_score_gemma":0.00003943813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003374088,"about_ca_topic_score_gemma":0.00003551767,"domain_scores_codex":[0.9991052,0.00003304061,0.0003642305,0.0001650794,0.0002050549,0.0001273901],"domain_scores_gemma":[0.9990902,0.0001438917,0.0002415854,0.0001088428,0.0003641639,0.00005130284],"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":[0.0004335867,0.0008212506,0.0003799795,0.0001218678,0.0002075621,0.00001140248,0.003671672,0.01526387,0.05395555,0.4170511,0.0009771468,0.507105],"study_design_scores_gemma":[0.003607982,0.001100607,0.001633637,0.0003532222,0.00003304929,0.001064213,0.0002347784,0.3220765,0.07141431,0.3135056,0.2842582,0.0007178558],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.201112,0.0006650129,0.7942806,0.00164672,0.0009201539,0.0009323145,0.000004014836,0.00003186478,0.0004072628],"genre_scores_gemma":[0.9949398,0.0003321334,0.004006702,0.0001819889,0.0004193962,0.00009750538,0.000001704988,0.000005320458,0.00001544848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7938278,"threshold_uncertainty_score":0.3215292,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3182704732","doi":"","title":"The Proactive and Reactive Digital Forensics Investigation Process : A Systematic Literature Review","year":2011,"lang":"en","type":"article","venue":"International Journal of Security and Its Applications","topic":"Digital and Cyber Forensics","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 Victoria","funders":"","keywords":"Digital forensics; Process (computing); Computer science; Digital evidence; Computer forensics; Automation; Component (thermodynamics); Data science; Systematic review; Computer security; Engineering","authors":[{"name":"Soltan Alharbi","is_ca":true},{"name":"Jens H. Weber-Jahnke","is_ca":true},{"name":"Issa Traoré","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01267989284098777,"gpt":0.2378670376515301,"spread":0.2251871448105423,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002045066,0.00008085368,0.0001252957,0.00004485689,0.00009158987,0.0003546469,0.0004274821,0.00002774717,2.990355e-7],"category_scores_gemma":[0.000120742,0.00005011653,0.00003829644,0.0001682795,0.00008145365,0.001597044,0.00008609857,0.000144366,0.000001586641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001742058,"about_ca_system_score_gemma":0.00004940758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.576658e-7,"about_ca_topic_score_gemma":0.000001120966,"domain_scores_codex":[0.9992207,0.00001912962,0.0003037347,0.0001133961,0.0002739429,0.00006903819],"domain_scores_gemma":[0.998365,0.0001018623,0.0003661671,0.00009940574,0.0009932134,0.00007435818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002383173,0.0001118685,0.0001336626,0.003296852,0.0003089838,0.00001640778,0.01718982,2.50555e-7,0.00001811979,0.9450955,0.0002132248,0.03359152],"study_design_scores_gemma":[0.0003601955,0.0001737738,0.0007007323,0.01551563,0.00009589415,0.002043515,0.0009296316,0.0009597111,0.001177234,0.9759991,0.001788695,0.0002559009],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2228097,0.5029109,0.1445381,0.04968215,0.002347479,0.01152661,0.000434834,0.0003406715,0.0654095],"genre_scores_gemma":[0.989624,0.009402254,0.0004498326,0.0003510558,0.00007332305,0.00006145916,0.000004953552,0.000004336664,0.00002874949],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7668143,"threshold_uncertainty_score":0.3419868,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2743289809","doi":"10.14257/ijsia.2017.11.5.03","title":"Mobile App User Licensing with Little or No Backend Server","year":2017,"lang":"en","type":"article","venue":"International Journal of Security and Its Applications","topic":"Web Data Mining and Analysis","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":"Lakehead University","funders":"","keywords":"Computer science; Mobile apps; Operating system; World Wide Web","authors":[{"name":"Anis Prasla","is_ca":true},{"name":"Sabah Mohammad","is_ca":true},{"name":"Jinan Fiaidhi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01600736018877535,"gpt":0.2906695556797215,"spread":0.2746621954909461,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002045708,0.00007695721,0.0001207468,0.00008542629,0.0002447465,0.0005842709,0.001150239,0.00003238759,0.00003752473],"category_scores_gemma":[0.00005048611,0.0000546001,0.00004384392,0.00006379186,0.00005062752,0.001138071,0.0002120788,0.0001380043,0.00003583863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001878311,"about_ca_system_score_gemma":0.00007193255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001878777,"about_ca_topic_score_gemma":0.00002334263,"domain_scores_codex":[0.9992251,0.00001416895,0.000214789,0.0001559801,0.0002999394,0.00009004722],"domain_scores_gemma":[0.9985024,0.00005529716,0.0003739129,0.0003193275,0.0006611063,0.00008797204],"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":[0.0008978603,0.003562204,0.02459151,0.0002456761,0.004471709,0.0006459517,0.02261765,0.0006434117,0.007639624,0.4447409,0.02889802,0.4610455],"study_design_scores_gemma":[0.002388774,0.0006796097,0.00784423,0.0004078956,0.0001481477,0.001184619,0.0005257453,0.024864,0.003309408,0.004697832,0.9533484,0.0006013287],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7773917,0.001250184,0.1991121,0.009472675,0.0008766318,0.0004898683,0.0001639373,0.0001022069,0.01114075],"genre_scores_gemma":[0.9898119,0.0003816032,0.00878436,0.0001665152,0.0003445518,0.000008586542,0.0000050732,0.000004967653,0.0004924245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9244504,"threshold_uncertainty_score":0.5634138,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}