{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"db4932037a35","filters":{"venue":"International Journal of Mobile Computing and Multimedia Communications"}},"results":[{"id":"W2050866242","doi":"10.4018/ijmcmc.2014010102","title":"A Hybrid Technique Using PCA and Wavelets in Network Traffic Anomaly Detection","year":2014,"lang":"en","type":"article","venue":"International Journal of Mobile Computing and Multimedia Communications","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":"Solana Networks (Canada); Carleton University","funders":"","keywords":"Anomaly detection; Computer science; Principal component analysis; Wavelet; Haar wavelet; Pattern recognition (psychology); Data mining; Cluster analysis; Artificial intelligence; Anomaly (physics); Haar; Wavelet transform; Discrete wavelet transform","authors":[{"name":"Stevan Novakov","is_ca":true},{"name":"Chung–Horng Lung","is_ca":true},{"name":"Ioannis Lambadaris","is_ca":true},{"name":"Nabil Seddigh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01496457345521084,"gpt":0.279181505799291,"spread":0.2642169323440802,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001559866,0.001049966,0.001073868,0.004368768,0.0005194554,0.001333247,0.0007934837,0.0008619312,0.0006552272],"category_scores_gemma":[0.00304128,0.0003836469,0.001345724,0.00506839,0.0004438207,0.001700806,0.001113126,0.001149067,0.0006778984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002894957,"about_ca_system_score_gemma":0.000698101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002466075,"about_ca_topic_score_gemma":0.001931023,"domain_scores_codex":[0.9982193,0.0003592658,0.00009856021,0.0003475611,0.0008202161,0.0001550481],"domain_scores_gemma":[0.9986323,0.0004113626,0.0001293031,0.0001994332,0.0005665459,0.00006104993],"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":[0.0002707793,0.0002491911,0.004912986,0.0001563257,0.0002258638,0.0002166538,0.0001809394,0.05385783,0.04065255,0.00634038,0.003563588,0.8893729],"study_design_scores_gemma":[0.00001832909,0.0001942461,0.004699044,0.00002092112,0.00009953314,0.0004280759,0.0001004428,0.9679266,0.0165082,0.004203999,0.005744726,0.0000559796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02521501,0.0004829434,0.9722213,0.0001245598,0.0000857735,0.00004502097,0.0000943981,0.0009563215,0.0007747217],"genre_scores_gemma":[0.2887972,0.001050778,0.7070397,0.00009892243,0.0001570664,0.00009649828,0.0005689521,0.0001709579,0.002019959],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004368768,"threshold_uncertainty_score":0.008249462,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2091688783","doi":"10.4018/jmcmc.2009010103","title":"FCVW","year":2009,"lang":"en","type":"article","venue":"International Journal of Mobile Computing and Multimedia Communications","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Acadia University","funders":"Acadia University","keywords":"Collaborative software; Computer science; Workspace; The Internet; Computer-supported cooperative work; Work (physics); World Wide Web; Knowledge management; Human–computer interaction; Engineering","authors":[{"name":"Ivan Tomek","is_ca":true},{"name":"Elhadi Shakshuki","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02866157682639993,"gpt":0.3358524425396829,"spread":0.307190865713283,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00181672,0.0008218936,0.0004996846,0.002170846,0.00190632,0.003613822,0.002314653,0.001947334,0.4044824],"category_scores_gemma":[0.005272746,0.0004237585,0.0004249656,0.001718141,0.0006124554,0.003073981,0.002739477,0.001157081,0.1875542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001490364,"about_ca_system_score_gemma":0.002359164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01189196,"about_ca_topic_score_gemma":0.00900826,"domain_scores_codex":[0.9982315,0.0001780049,0.00005248403,0.0003820974,0.0009306052,0.0002253968],"domain_scores_gemma":[0.9974082,0.0002495329,0.00008954344,0.0007710463,0.001055905,0.0004257537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004177456,0.0001787061,0.0009834386,0.0002896855,0.00001501419,0.0001297643,0.0006173759,0.0002868741,0.006268468,0.02591265,0.4967296,0.4681707],"study_design_scores_gemma":[0.00003302602,0.00004894549,0.0007028601,0.00004399722,0.0000042898,0.000108656,0.00007614126,0.0005474922,0.001511906,0.001667453,0.9952444,0.00001074249],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008070511,0.0008419294,0.04329296,0.001985425,0.0009510514,0.000828837,0.01272023,0.02872779,0.9025813],"genre_scores_gemma":[0.04748735,0.0005944876,0.03136534,0.000823933,0.0001686761,0.0009239006,0.02656275,0.006197841,0.8858758],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5955176,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1996503089","doi":"10.4018/jmcmc.2010040101","title":"Extended Mobile IPv6 Route Optimization for Mobile Networks in Local and Global Mobility Domain","year":2010,"lang":"en","type":"article","venue":"International Journal of Mobile Computing and Multimedia Communications","topic":"IPv6, Mobility, Handover, Networks, Security","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 Waterloo","funders":"","keywords":"Computer science; Mobile IP; Computer network; Router; Distributed computing; Cellular network; IPv6; Overhead (engineering); Mobile computing; Mobility model; The Internet","authors":[{"name":"Arun Prakash","is_ca":false},{"name":"Rajesh Verma","is_ca":false},{"name":"Rajeev Tripathi","is_ca":false},{"name":"Kshirasagar Naik","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007224223792843089,"gpt":0.2822309115108487,"spread":0.2750066877180056,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008078657,0.0004019145,0.0004192055,0.0004335786,0.0003478147,0.0005652981,0.0007381664,0.0004251176,0.001116522],"category_scores_gemma":[0.001667593,0.0001795886,0.000424931,0.0005161126,0.0002927422,0.0009680861,0.0006048022,0.0005241545,0.0003547308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002931003,"about_ca_system_score_gemma":0.0005056568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009067126,"about_ca_topic_score_gemma":0.001030978,"domain_scores_codex":[0.9994164,0.0002465277,0.00003674474,0.00004671981,0.0001917446,0.00006201168],"domain_scores_gemma":[0.9993862,0.0002006986,0.00006667931,0.0001288456,0.0001939673,0.00002363098],"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":[0.0005729878,0.0001968022,0.001950158,0.0004831414,0.0001477577,0.0005204714,0.0003123278,0.4826899,0.04417282,0.06916901,0.005941182,0.3938434],"study_design_scores_gemma":[0.00008149814,0.0006247098,0.001034276,0.00004496966,0.00007272387,0.0007586909,0.0001064863,0.9138562,0.02250731,0.01619831,0.04466337,0.00005146469],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04746446,0.001863465,0.9411428,0.0002699477,0.0001589466,0.000152214,0.00007779455,0.0006953575,0.008175136],"genre_scores_gemma":[0.6310855,0.00198588,0.359094,0.00009463916,0.00009564622,0.0001837107,0.0003797196,0.000108327,0.006972613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001116522,"threshold_uncertainty_score":0.004272461,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2072498199","doi":"10.4018/jmcmc.2012070101","title":"Progressive Data Synchronization Model for Mobile Devices","year":2012,"lang":"en","type":"article","venue":"International Journal of Mobile Computing and Multimedia Communications","topic":"Distributed systems and fault tolerance","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":"Université du Québec à Rimouski","funders":"","keywords":"Data synchronization; Computer science; Synchronizing; Synchronization (alternating current); Distributed computing; Mobile device; Computer network; Mobile computing; Context (archaeology); Real-time computing; Wireless sensor network; Telecommunications; Channel (broadcasting); Operating system","authors":[{"name":"Mehdi Adda","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05526508567468721,"gpt":0.3751479811107485,"spread":0.3198828954360613,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001938739,0.000485076,0.0005680321,0.001000957,0.0008649531,0.003087591,0.002530252,0.001360072,0.002751984],"category_scores_gemma":[0.004321189,0.0003959468,0.0009394528,0.001405572,0.001141884,0.005972124,0.002590697,0.001926166,0.001347254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001326319,"about_ca_system_score_gemma":0.00164357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003495246,"about_ca_topic_score_gemma":0.001932132,"domain_scores_codex":[0.9977453,0.0003828802,0.0003010772,0.0005099082,0.0008594898,0.00020139],"domain_scores_gemma":[0.9976721,0.0004893679,0.0002184197,0.0009237792,0.0005459052,0.0001502779],"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":[0.0001475685,0.00009184784,0.001474043,0.0001940462,0.00004681796,0.0006768134,0.001308176,0.04046439,0.01024198,0.8810879,0.007014763,0.05725176],"study_design_scores_gemma":[0.0001486348,0.000323025,0.0008703328,0.0001514658,0.0001299218,0.001404862,0.000459094,0.5235386,0.01552005,0.2552193,0.2021332,0.0001014915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01079553,0.0003922651,0.9776369,0.0005511459,0.0001516341,0.0002600064,0.0003469333,0.001015315,0.008850176],"genre_scores_gemma":[0.4420028,0.002094313,0.5238194,0.000675719,0.0003741021,0.001461169,0.00225643,0.0004114402,0.02690465],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003495246,"threshold_uncertainty_score":0.01025319,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2005346846","doi":"10.4018/jmcmc.2009070103","title":"Performance Enhancement of Routing Protocols in Mobile Ad hoc Networks","year":2009,"lang":"en","type":"article","venue":"International Journal of Mobile Computing and Multimedia Communications","topic":"Mobile Ad Hoc Networks","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":"Université du Québec","funders":"","keywords":"Computer science; Backbone network; Connected dominating set; Wireless ad hoc network; Distributed computing; Computer network; Flooding (psychology); Mobile ad hoc network; Scalability; Bundle; Minimum spanning tree; Wireless; Network packet; Algorithm","authors":[{"name":"Kais Mnif","is_ca":false},{"name":"Michel Kadoch","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02063081502145911,"gpt":0.3253002563982422,"spread":0.304669441376783,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002271317,0.0008921674,0.0006815321,0.0009440238,0.0006538511,0.001706568,0.0009810111,0.0008894518,0.001296634],"category_scores_gemma":[0.007561101,0.0002401892,0.0002540287,0.001432484,0.0004351469,0.002396703,0.0009307354,0.0007513267,0.000751827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006483671,"about_ca_system_score_gemma":0.0005700934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004371666,"about_ca_topic_score_gemma":0.0003274616,"domain_scores_codex":[0.9972861,0.0009980076,0.0001411731,0.0002114759,0.001174692,0.0001886019],"domain_scores_gemma":[0.9969499,0.001406706,0.0002564407,0.0004437774,0.000858934,0.00008436732],"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":[0.0008096069,0.0003149269,0.004226774,0.001103409,0.0001547697,0.0005462067,0.0004967279,0.1970815,0.06080973,0.05162258,0.01181397,0.6710198],"study_design_scores_gemma":[0.00009711139,0.002082078,0.003838128,0.0001647522,0.0002889009,0.001689541,0.0003903931,0.8416725,0.04794593,0.03238751,0.06934925,0.00009390544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2139969,0.05120928,0.6479654,0.00379071,0.002238409,0.000355619,0.0002970795,0.006518246,0.07362834],"genre_scores_gemma":[0.8878256,0.00995102,0.09393004,0.0002684785,0.0006805958,0.0001493936,0.0003566248,0.0002653554,0.00657282],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002271317,"threshold_uncertainty_score":0.012012,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}