{"meta":{"query_hash":"39c3eedffa59","filters":{"venue":"Conference on Local Computer Networks"},"cohort_total":10,"direct_labels_cover":0,"predictions_cover":10,"exported":10,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/39c3eedffa59","api":"https://metacan.xera.ac/api/v1/cohort?venue=Conference+on+Local+Computer+Networks"},"results":[{"id":"W2108526696","doi":"10.1109/lcn.2006.322070","title":"Buffer Management for 3D Image-based Rendering over Wireless Network with QoS Adaptation","year":2006,"lang":"en","type":"article","venue":"Conference on Local Computer Networks","topic":"Image and Video Quality Assessment","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Rendering (computer graphics); Computer science; Tiled rendering; Image-based modeling and rendering; Mobile device; 3D rendering; Parallel rendering; Real-time rendering; Quality of service; Image quality; Software rendering; Alternate frame rendering; Artificial intelligence; Computer vision; Computer network; Image (mathematics); Computer graphics; 3D computer graphics; Operating system","score_opus":0.024634807926528272,"score_gpt":0.25612769271244856,"score_spread":0.23149288478592028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2108526696","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24762335,0.002053208,0.7408522,0.00031781482,0.00019756636,0.00018300292,0.00010532854,0.0050921976,0.0035752514],"genre_scores_gemma":[0.93840545,0.00046790676,0.059352156,0.000066483015,0.00003446818,0.000060465918,0.00008886049,0.00017849477,0.0013457203],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938226,0.00019111896,0.000048232247,0.00007915291,0.0001933943,0.000105850544],"domain_scores_gemma":[0.998069,0.0009568088,0.0001976165,0.0002423357,0.00037854898,0.0001556603],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014005837,0.00074839086,0.00057354255,0.00065173267,0.00067416194,0.0015297324,0.0012463619,0.0005253607,0.0019082833],"category_scores_gemma":[0.0056507704,0.00031165403,0.00027217486,0.0005121893,0.00045213135,0.0016004264,0.00067273225,0.0006563847,0.00028938786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0055233706,0.00054447516,0.00805333,0.0005006468,0.00017037454,0.0008854772,0.000965917,0.3262621,0.29225424,0.023248266,0.0066969995,0.33489475],"study_design_scores_gemma":[0.00008735571,0.00015245093,0.0008741397,0.00001662702,0.00004988936,0.00015932169,0.0000633449,0.9505227,0.0433274,0.0021178636,0.002582884,0.000046030415],"about_ca_topic_score_codex":0.004904095,"about_ca_topic_score_gemma":0.0029250986,"teacher_disagreement_score":0.004904095,"about_ca_system_score_codex":0.0009666944,"about_ca_system_score_gemma":0.00080053584,"threshold_uncertainty_score":0.0097510815},"labels":[],"label_agreement":null},{"id":"W2122544102","doi":"10.1109/lcn.2006.322163","title":"Towards Minimizing Service Degradation during MIPv6 Handovers","year":2006,"lang":"en","type":"article","venue":"Conference on Local Computer Networks","topic":"IPv6, Mobility, Handover, Networks, Security","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Handover; Quality of service; Computer science; Computer network; Path (computing); Service (business); Scheme (mathematics); Mobile QoS; Degradation (telecommunications); Distributed computing; Service provider; Telecommunications","score_opus":0.011762552361472752,"score_gpt":0.19648969043655184,"score_spread":0.1847271380750791,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122544102","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7525214,0.0025549924,0.23532718,0.0007403591,0.00014304469,0.00012311224,0.00014197672,0.002459987,0.005987862],"genre_scores_gemma":[0.9715043,0.0002947452,0.025868813,0.00016201474,0.00005832892,0.000036977384,0.0002035097,0.00013688531,0.001734399],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99790883,0.00041340553,0.00011047253,0.00021120488,0.00088379666,0.00047235494],"domain_scores_gemma":[0.99562776,0.0012580968,0.00051074155,0.0008377155,0.0014543784,0.00031131896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016339001,0.0010375951,0.0009502631,0.000616608,0.0009459087,0.0013440204,0.0011929361,0.0012414444,0.0011974712],"category_scores_gemma":[0.009147234,0.0002498004,0.00022358088,0.0006880698,0.00039823493,0.0012196068,0.001109576,0.00092647085,0.0007394401],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0037089721,0.00084504654,0.018501215,0.00046626618,0.00012699202,0.00077400944,0.0009775157,0.15694451,0.40563515,0.00473038,0.004376059,0.40291396],"study_design_scores_gemma":[0.00009459847,0.002080924,0.021052644,0.000076110366,0.00017667944,0.0019864424,0.0008458167,0.7299513,0.22760254,0.0046686456,0.011406266,0.000058004618],"about_ca_topic_score_codex":0.0022470122,"about_ca_topic_score_gemma":0.0016251727,"teacher_disagreement_score":0.0022470122,"about_ca_system_score_codex":0.00075665343,"about_ca_system_score_gemma":0.00079225475,"threshold_uncertainty_score":0.008641005},"labels":[],"label_agreement":null},{"id":"W2122912686","doi":"10.1109/lcn.2006.322030","title":"Optimal Multi-hop Cellular Architecture for Wireless Communications","year":2006,"lang":"en","type":"article","venue":"Conference on Local Computer Networks","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Computer network; Hop (telecommunications); Cellular network; Base station; Wireless network; Wireless; Distributed computing; Network architecture; Throughput; Cellular architecture; Architecture; Network topology; Telecommunications; Reference architecture; Software architecture; Software","score_opus":0.051770489924519277,"score_gpt":0.28068162479560865,"score_spread":0.22891113487108938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122912686","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.041524887,0.005212327,0.9378374,0.0006201309,0.00022399152,0.000056571742,0.00007562025,0.00031146017,0.01413761],"genre_scores_gemma":[0.84588027,0.0034878138,0.14516559,0.00022236399,0.00014240404,0.00009374243,0.00011749886,0.00002921831,0.004861135],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99973327,0.000085715656,0.000007928207,0.000037946855,0.00010027293,0.000034835306],"domain_scores_gemma":[0.9997794,0.000057288333,0.00002036569,0.00004361572,0.00008462768,0.000014671583],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022716526,0.00034332075,0.00026449343,0.0003492561,0.0003601812,0.00063200644,0.00051231333,0.0006074509,0.0011249648],"category_scores_gemma":[0.00066663243,0.0001184457,0.0002051248,0.000620393,0.00036011665,0.0004371533,0.00036268376,0.0005119682,0.00041947255],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009808433,0.0000611756,0.0010405154,0.00014143014,0.00004984105,0.00015328308,0.00008058938,0.6224747,0.017927947,0.19026658,0.0058848243,0.16182107],"study_design_scores_gemma":[0.000018268469,0.000110082954,0.00045804738,0.000017996188,0.000028627932,0.00018077041,0.000037989666,0.9197172,0.0026274577,0.059291296,0.017491093,0.000021214137],"about_ca_topic_score_codex":0.0019921276,"about_ca_topic_score_gemma":0.003163996,"teacher_disagreement_score":0.0019921276,"about_ca_system_score_codex":0.00074652507,"about_ca_system_score_gemma":0.0005231834,"threshold_uncertainty_score":0.0054163933},"labels":[],"label_agreement":null},{"id":"W2127748885","doi":"10.1109/lcn.2006.322207","title":"Sensor Networks Routing via Bayesian Exploration","year":2006,"lang":"en","type":"article","venue":"Conference on Local Computer Networks","topic":"Energy Efficient Wireless Sensor Networks","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Reinforcement learning; Reliability (semiconductor); Routing (electronic design automation); Bayesian probability; Bayesian network; Process (computing); Machine learning; Artificial intelligence; Data mining; Computer network","score_opus":0.016584603160102764,"score_gpt":0.216520573269759,"score_spread":0.19993597010965622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127748885","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006997699,0.00057135127,0.98912674,0.0003739889,0.00002439927,0.000040430707,0.000032301563,0.00022816581,0.0026049376],"genre_scores_gemma":[0.65465546,0.001752246,0.3362824,0.0003244897,0.00016190195,0.0004880169,0.00021105,0.00011241485,0.006011909],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988456,0.00059336936,0.000039621176,0.00013138141,0.00031205243,0.00007788666],"domain_scores_gemma":[0.99800414,0.0013347275,0.00022032007,0.00014701443,0.00021720426,0.000076527205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002325187,0.00074531126,0.0010610926,0.00094962324,0.0005477893,0.0010109778,0.0011950737,0.0010408316,0.0016053735],"category_scores_gemma":[0.007185017,0.0006840788,0.000555128,0.0009351011,0.0011898772,0.002192413,0.0018442438,0.0011747355,0.00039397273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000084615116,0.000027111653,0.00047187723,0.0000715918,0.000048906502,0.000032001168,0.00008350188,0.8768342,0.000966082,0.055418324,0.0016239705,0.064337716],"study_design_scores_gemma":[0.000016387694,0.000014163929,0.00007146282,0.000009659366,0.000004919577,0.000013494992,0.0000049702007,0.9616119,0.00016193104,0.037263416,0.0008218707,0.0000058024084],"about_ca_topic_score_codex":0.0032709686,"about_ca_topic_score_gemma":0.003465618,"teacher_disagreement_score":0.0032709686,"about_ca_system_score_codex":0.0010569748,"about_ca_system_score_gemma":0.0013458636,"threshold_uncertainty_score":0.012296915},"labels":[],"label_agreement":null},{"id":"W2131737590","doi":"10.1109/lcn.2006.322039","title":"Impact of Stochastic Traffic Characteristics on Effective Capacity in CDMA Networks","year":2006,"lang":"en","type":"article","venue":"Conference on Local Computer Networks","topic":"Wireless Communication Networks Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Traffic generation model; Network traffic simulation; Stochastic process; Process (computing); Stochastic modelling; Traffic system; Traffic model; Simulation; Real-time computing; Computer network; Engineering; Transport engineering; Network traffic control; Mathematics; Statistics","score_opus":0.03291914600010963,"score_gpt":0.27794516485355036,"score_spread":0.24502601885344072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131737590","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8870433,0.00021576918,0.109614484,0.00026832864,0.000022800452,0.000028684268,0.00010731912,0.00023865303,0.0024606872],"genre_scores_gemma":[0.9990144,0.000038959588,0.0008120491,0.00001125372,0.0000046737614,0.000005875845,0.000020698011,0.000011290906,0.00008084479],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977641,0.00095053384,0.000070945025,0.00017394741,0.0006243534,0.0004161769],"domain_scores_gemma":[0.9860379,0.010367152,0.0013937085,0.0008415769,0.0010456677,0.0003139592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024971433,0.0006135926,0.0004705664,0.0008218975,0.00069098186,0.0014956731,0.000740915,0.0010298486,0.0005039525],"category_scores_gemma":[0.016162144,0.00069272757,0.0003424754,0.00067757705,0.001430423,0.0028526334,0.0007967474,0.0008624648,0.00009399107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044208333,0.00002691021,0.0023303356,0.0000105044555,0.00001542723,0.00007739538,0.00002803449,0.98889065,0.0017906715,0.005427957,0.00005520437,0.0013027362],"study_design_scores_gemma":[0.000005110857,0.00003211369,0.00074563787,0.000003040917,0.000008654575,0.000041046547,0.00001663804,0.99568695,0.0014687584,0.0019125354,0.000069152426,0.0000103496095],"about_ca_topic_score_codex":0.0043749795,"about_ca_topic_score_gemma":0.0029813345,"teacher_disagreement_score":0.0043749795,"about_ca_system_score_codex":0.0021824548,"about_ca_system_score_gemma":0.0011433178,"threshold_uncertainty_score":0.015834868},"labels":[],"label_agreement":null},{"id":"W2140964532","doi":"10.1109/lcn.2006.322168","title":"A New Bandwidth Access Framework in Slotted-OPS Networks","year":2006,"lang":"en","type":"article","venue":"Conference on Local Computer Networks","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer network; Computer science; Network packet; Frame (networking); Bandwidth (computing); Packet switching; Access network","score_opus":0.013929136027516668,"score_gpt":0.23884475172157835,"score_spread":0.22491561569406168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2140964532","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007370012,0.0014899118,0.9732334,0.00054764654,0.00034181477,0.000110450594,0.00009791074,0.00072321965,0.016085625],"genre_scores_gemma":[0.37578958,0.0028191402,0.59788144,0.00045965106,0.0010901652,0.00060640794,0.00028057766,0.000220773,0.020852318],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990308,0.0002331022,0.00004584079,0.00014991692,0.0004059838,0.00013429459],"domain_scores_gemma":[0.9994816,0.00014721396,0.00004181888,0.00014311723,0.00011179536,0.00007451659],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001426482,0.00061451324,0.00063522207,0.0007205461,0.0011501433,0.0028747756,0.0024398144,0.0009643942,0.0035605493],"category_scores_gemma":[0.0014037618,0.00038272017,0.0005932096,0.0008882966,0.0018595974,0.0045446875,0.0017963398,0.0019808223,0.0009704531],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045871202,0.00003510506,0.00009178814,0.00005003234,0.000010914606,0.00010478306,0.00013731293,0.018034281,0.0033919942,0.9434647,0.0031838361,0.031449366],"study_design_scores_gemma":[0.000053012176,0.00013499887,0.00014697033,0.000054575277,0.000034740613,0.00033958885,0.00007590001,0.43318275,0.0038016278,0.411377,0.15074413,0.000054730597],"about_ca_topic_score_codex":0.0021152967,"about_ca_topic_score_gemma":0.002252322,"teacher_disagreement_score":0.0035605493,"about_ca_system_score_codex":0.0014008303,"about_ca_system_score_gemma":0.0013422238,"threshold_uncertainty_score":0.011911213},"labels":[],"label_agreement":null},{"id":"W2145835133","doi":"10.1109/lcn.2006.322074","title":"An Adaptive Non-preemptive Scheduling Framework for Delay Bounded Traffic in Cellular Networks","year":2006,"lang":"en","type":"article","venue":"Conference on Local Computer Networks","topic":"Advanced Wireless Network Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Scheduling (production processes); Provisioning; Traffic generation model; Wireless network; Software deployment; Distributed computing; Cellular network; Online algorithm; Wireless","score_opus":0.012440546789555933,"score_gpt":0.2294168713468777,"score_spread":0.21697632455732174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2145835133","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011398892,0.00033841652,0.98678046,0.00010585274,0.000050777613,0.00005165319,0.000019405707,0.000118123426,0.0011364094],"genre_scores_gemma":[0.8358865,0.00068460195,0.1608435,0.00009142567,0.00014383768,0.00022212359,0.000044797445,0.000054006257,0.0020292385],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992041,0.0002910353,0.00003199351,0.0000969417,0.00027292693,0.00010303009],"domain_scores_gemma":[0.99906,0.00046266287,0.00010890397,0.00005803317,0.00022531235,0.00008517503],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016848504,0.0009893333,0.0007412328,0.0004963817,0.0006226437,0.0010349803,0.001548102,0.00075995404,0.00084743614],"category_scores_gemma":[0.002888,0.00033256147,0.000404489,0.0006718712,0.0010131814,0.000695967,0.00059694547,0.000935967,0.00018871701],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051839223,0.000046618585,0.0001756383,0.00005047853,0.000015728408,0.00007058388,0.00006613514,0.9418437,0.0045108856,0.036484677,0.00055336586,0.016130332],"study_design_scores_gemma":[0.0000065160434,0.000024578112,0.000022852542,0.0000020525454,0.000003808288,0.000007729348,0.000005043209,0.99704605,0.00019269911,0.002375251,0.0003101871,0.0000031359782],"about_ca_topic_score_codex":0.006704019,"about_ca_topic_score_gemma":0.005603781,"teacher_disagreement_score":0.006704019,"about_ca_system_score_codex":0.0016965937,"about_ca_system_score_gemma":0.002070017,"threshold_uncertainty_score":0.013330042},"labels":[],"label_agreement":null},{"id":"W2153756842","doi":"10.1109/lcn.2006.322201","title":"ZONER: A ZONE-based Sensor Relocation Protocol for Mobile Sensor Networks","year":2006,"lang":"en","type":"article","venue":"Conference on Local Computer Networks","topic":"Energy Efficient Wireless Sensor Networks","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Wireless sensor network; Computer science; Correctness; Relocation; Network topology; Computer network; Distributed computing; Flooding (psychology); Software deployment; Mobile wireless sensor network; Key distribution in wireless sensor networks; Topology (electrical circuits); Real-time computing; Engineering; Wireless network; Telecommunications; Wireless","score_opus":0.02067837064916784,"score_gpt":0.26327866758496943,"score_spread":0.2426002969358016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2153756842","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0051516797,0.0011931527,0.9888576,0.00021512827,0.0001229745,0.00022116523,0.00011211519,0.0026466087,0.001479555],"genre_scores_gemma":[0.3661344,0.0030116695,0.6218558,0.00041179423,0.00022358375,0.0010374907,0.00087464176,0.00050547253,0.005945143],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988544,0.0003365521,0.00011315932,0.00015911885,0.0004268902,0.00010987417],"domain_scores_gemma":[0.9990305,0.00027416524,0.00016129397,0.00028342986,0.00019641752,0.00005426849],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013995643,0.0006901145,0.00102461,0.0010269393,0.0007644439,0.0008504599,0.0027144407,0.0010049648,0.0018495427],"category_scores_gemma":[0.0029952673,0.00036721688,0.00072780834,0.00086472026,0.0012393101,0.0029459174,0.0024771756,0.0014247885,0.00089754333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009358128,0.00015915962,0.00095439964,0.0018268838,0.00022394411,0.00080460845,0.0012191648,0.15507151,0.10006046,0.1912697,0.018965364,0.52850896],"study_design_scores_gemma":[0.00042615295,0.0012280609,0.00082772196,0.00019292282,0.00022073467,0.0029276412,0.00031842408,0.7239542,0.065704055,0.044202894,0.15967773,0.0003194538],"about_ca_topic_score_codex":0.0012106887,"about_ca_topic_score_gemma":0.0008674072,"teacher_disagreement_score":0.0027144407,"about_ca_system_score_codex":0.0005125788,"about_ca_system_score_gemma":0.00096049474,"threshold_uncertainty_score":0.007401705},"labels":[],"label_agreement":null},{"id":"W2168993262","doi":"10.1109/lcn.2006.322142","title":"The Internet Group Management Protocol with Access Control (IGMP-AC)","year":2006,"lang":"en","type":"article","venue":"Conference on Local Computer Networks","topic":"IPv6, Mobility, Handover, Networks, Security","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies; Concordia University","keywords":"Internet Group Management Protocol; Computer science; Multicast; Computer network; IP multicast; Protocol Independent Multicast; Xcast; Source-specific multicast; Pragmatic General Multicast","score_opus":0.00883500087012723,"score_gpt":0.217618087792361,"score_spread":0.20878308692223377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2168993262","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01729306,0.0016360368,0.91789156,0.000678956,0.00052109687,0.001229137,0.0005441486,0.008444521,0.051761504],"genre_scores_gemma":[0.41269824,0.0037994392,0.5516408,0.0009867903,0.0008482297,0.002094579,0.0017662571,0.0006324164,0.025533244],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979832,0.0005341316,0.000117044474,0.00021698067,0.00092451635,0.0002240918],"domain_scores_gemma":[0.998078,0.0005640904,0.00023344046,0.00060652714,0.00041915182,0.00009879713],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024568394,0.00062144554,0.00051553367,0.0014534094,0.0014148233,0.0026639514,0.0014967631,0.0011417244,0.005481255],"category_scores_gemma":[0.0035825365,0.0003155852,0.00047125857,0.0017164709,0.0015763455,0.0027895628,0.0017327714,0.0014679477,0.0021054388],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00057663646,0.00033715946,0.0012860709,0.0008663403,0.00012604342,0.0006273251,0.0006544237,0.014226876,0.02958468,0.58161384,0.030196186,0.33990446],"study_design_scores_gemma":[0.00037897384,0.0008534526,0.0010575996,0.00027736565,0.0002805221,0.0020653585,0.00018418382,0.13636376,0.06580333,0.2613916,0.5311329,0.0002109165],"about_ca_topic_score_codex":0.0010486915,"about_ca_topic_score_gemma":0.0005832929,"teacher_disagreement_score":0.005481255,"about_ca_system_score_codex":0.0007706581,"about_ca_system_score_gemma":0.0015858655,"threshold_uncertainty_score":0.018336594},"labels":[],"label_agreement":null},{"id":"W2171629704","doi":"10.1109/lcn.2006.322217","title":"Indicator Random Variables in Traffic Analysis and the Birthday Problem","year":2006,"lang":"en","type":"article","venue":"Conference on Local Computer Networks","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Pareto principle; Lomax distribution; Random variable; Pareto interpolation; Pareto distribution; Independence (probability theory); Pareto analysis; Variable (mathematics); Computer science; Heavy-tailed distribution; Generalized Pareto distribution; Mathematics; Mathematical optimization; Statistics; Extreme value theory","score_opus":0.005732882315966756,"score_gpt":0.21098518659122364,"score_spread":0.2052523042752569,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2171629704","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007166722,0.0003213685,0.9912476,0.00018773168,0.000041031453,0.000020438738,0.000020698602,0.00006397264,0.00093041715],"genre_scores_gemma":[0.47605738,0.001892344,0.51594305,0.0003841992,0.00036271135,0.00043060657,0.00026680142,0.0002511713,0.0044116974],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9927543,0.0039692614,0.00024596785,0.0010154223,0.0016173564,0.00039776566],"domain_scores_gemma":[0.9617198,0.030591594,0.0025716624,0.0024819332,0.0018076227,0.0008274219],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.012465392,0.0011674861,0.0017290728,0.004185828,0.0018473696,0.003910698,0.002908929,0.0023037186,0.0020413324],"category_scores_gemma":[0.05085594,0.0011363406,0.0014660403,0.003533669,0.006811024,0.009802723,0.0042444943,0.0067690136,0.00049024133],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051756873,0.000021044265,0.0018027965,0.00004509564,0.00004041665,0.00008394979,0.00017999986,0.059144244,0.00038193216,0.9249374,0.00043015525,0.012881174],"study_design_scores_gemma":[0.000014984281,0.000049742346,0.0005422726,0.000043496533,0.000017147937,0.00013952421,0.000104399405,0.35295323,0.000856911,0.6424303,0.002798006,0.00004993508],"about_ca_topic_score_codex":0.0010351924,"about_ca_topic_score_gemma":0.00053668447,"teacher_disagreement_score":0.012465392,"about_ca_system_score_codex":0.0023483392,"about_ca_system_score_gemma":0.0014421117,"threshold_uncertainty_score":0.06592405},"labels":[],"label_agreement":null}]}