{"meta":{"query_hash":"98bdc53c1f6f","filters":{"venue":"International Wireless Internet Conference"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/98bdc53c1f6f","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Wireless+Internet+Conference"},"results":[{"id":"W1972634279","doi":"10.5555/1554126.1554133","title":"Multi-level clustering architecture and protocol designs for wireless sensor networks","year":2008,"lang":"en","type":"article","venue":"International Wireless Internet Conference","topic":"Energy Efficient Wireless Sensor Networks","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Wireless sensor network; Computer science; Computer network; Key distribution in wireless sensor networks; Mobile wireless sensor network; Cluster analysis; Routing protocol; Wireless network; Wireless WAN; Wireless; Real-time computing; Distributed computing; Routing (electronic design automation); Telecommunications","score_opus":0.08943427711342312,"score_gpt":0.3001019001149544,"score_spread":0.2106676230015313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972634279","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":[0.002596682,0.0019815583,0.99123245,0.00028495167,0.00016251735,0.00021137355,0.000052568193,0.00051706453,0.002960769],"genre_scores_gemma":[0.101830795,0.0037335588,0.8864815,0.00036833007,0.00015562595,0.0009948213,0.00038155625,0.00016983497,0.005883959],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99854773,0.0004225047,0.0001544822,0.00016348738,0.00063109363,0.00008060952],"domain_scores_gemma":[0.9991092,0.00012651017,0.00010975316,0.00016363828,0.00045304687,0.000037919443],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013753028,0.00058278476,0.00039238782,0.00087758614,0.00062109885,0.0011510152,0.0017031091,0.0011057361,0.0016985356],"category_scores_gemma":[0.0019298843,0.00051084947,0.0005588053,0.0013400421,0.00043813034,0.0017190058,0.0006272631,0.0012503453,0.0012764479],"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":[0.0001899638,0.00014817071,0.00078367477,0.0015711553,0.00020704676,0.00027156645,0.00053696724,0.21026206,0.062468592,0.21589959,0.015737113,0.4919242],"study_design_scores_gemma":[0.000095288015,0.00071901217,0.0007790287,0.00028594627,0.00019386066,0.0010630436,0.0001814054,0.6476877,0.052024715,0.075959876,0.22086583,0.00014433454],"about_ca_topic_score_codex":0.0010072067,"about_ca_topic_score_gemma":0.0013387117,"teacher_disagreement_score":0.0017031091,"about_ca_system_score_codex":0.001151541,"about_ca_system_score_gemma":0.00093790103,"threshold_uncertainty_score":0.008355081},"labels":[],"label_agreement":null},{"id":"W1993970997","doi":"10.5555/1460047.1460077","title":"Network selection with imprecise information in heterogeneous all-IP wireless systems","year":2007,"lang":"en","type":"article","venue":"International Wireless Internet Conference","topic":"IPv6, Mobility, Handover, Networks, Security","field":"Engineering","cited_by":9,"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; Heterogeneous network; Selection (genetic algorithm); Wireless network; Quality of service; Process (computing); Heterogeneous wireless network; Computer network; Distributed computing; Wireless; Machine learning; Telecommunications","score_opus":0.010997267891996565,"score_gpt":0.22355584609590198,"score_spread":0.21255857820390542,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993970997","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":[0.09628866,0.00040312347,0.9019891,0.00024447922,0.000014117407,0.00004107904,0.000038306276,0.000069919995,0.0009112003],"genre_scores_gemma":[0.92153674,0.00021931111,0.07782326,0.000029547484,0.000023381184,0.000034184668,0.000041390358,0.000015002665,0.00027716413],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9927953,0.0033128806,0.00040078594,0.0006478812,0.0025094396,0.00033381392],"domain_scores_gemma":[0.98259336,0.013663106,0.0016623868,0.0006948883,0.0010759515,0.00031027617],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009408349,0.0008046171,0.001336651,0.0021546932,0.0011595059,0.0026955146,0.0011414209,0.0008510663,0.0005860961],"category_scores_gemma":[0.024423225,0.0005785184,0.0008106437,0.0017913841,0.0015808692,0.0035961678,0.0014857668,0.0011637915,0.00007657909],"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":[0.00022931195,0.00005560124,0.0041254093,0.00010696742,0.00013510877,0.0003808253,0.0003060446,0.91571444,0.002258873,0.02930038,0.00023415383,0.047152862],"study_design_scores_gemma":[0.000013442035,0.000060413095,0.0012444105,0.000021199648,0.000036080357,0.00006943617,0.00011609866,0.9601577,0.0020392248,0.035877485,0.0003361198,0.000028323093],"about_ca_topic_score_codex":0.0020090549,"about_ca_topic_score_gemma":0.0015424525,"teacher_disagreement_score":0.009408349,"about_ca_system_score_codex":0.0014805942,"about_ca_system_score_gemma":0.0007650032,"threshold_uncertainty_score":0.049756706},"labels":[],"label_agreement":null},{"id":"W2030541204","doi":"10.5555/1460047.1460065","title":"Energy level accuracy in mobile Ad-Hoc networks using OLSR","year":2007,"lang":"en","type":"article","venue":"International Wireless Internet Conference","topic":"Mobile Ad Hoc Networks","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":"Carleton University","funders":"","keywords":"Optimized Link State Routing Protocol; Computer science; Link-state routing protocol; Routing protocol; Computer network; Wireless Routing Protocol; Zone Routing Protocol; Dynamic Source Routing; Ad hoc wireless distribution service; Distributed computing; Routing (electronic design automation)","score_opus":0.04297704666613731,"score_gpt":0.299589703803858,"score_spread":0.2566126571377207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030541204","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":[0.52336085,0.0013095867,0.47061828,0.00032334053,0.000085446765,0.00009508107,0.00013428708,0.0015899594,0.002483075],"genre_scores_gemma":[0.95380723,0.00024845227,0.0455611,0.000024101533,0.00001621038,0.000021072072,0.00007475316,0.000032686403,0.00021430104],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968098,0.000979585,0.0002368047,0.00025303877,0.0015438411,0.00017690781],"domain_scores_gemma":[0.9935363,0.0033304596,0.0009698737,0.0014142256,0.00067337084,0.00007574769],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026719703,0.00061363354,0.00071865343,0.0013333801,0.00047527018,0.0011341501,0.0008230359,0.00052570883,0.00019952375],"category_scores_gemma":[0.012580025,0.0003759509,0.00033858573,0.0013427346,0.000623579,0.0022612624,0.0011065808,0.0005762436,0.00010083085],"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":[0.00049146777,0.0001288198,0.017473608,0.00014531873,0.00016650502,0.0001519008,0.0002907044,0.8227527,0.017507302,0.0040164087,0.0005237035,0.13635147],"study_design_scores_gemma":[0.000018633362,0.00021782209,0.0051490506,0.000018292525,0.00005165677,0.00013538288,0.00008164123,0.97336966,0.017185293,0.003203546,0.0005230485,0.000045934976],"about_ca_topic_score_codex":0.0020231977,"about_ca_topic_score_gemma":0.0016682565,"teacher_disagreement_score":0.0026719703,"about_ca_system_score_codex":0.00056625437,"about_ca_system_score_gemma":0.00050905993,"threshold_uncertainty_score":0.01413089},"labels":[],"label_agreement":null},{"id":"W2031845467","doi":"10.5555/1554126.1554177","title":"Novel database architecture and signaling scheme for IP-based heterogeneous wireless access interworking","year":2008,"lang":"en","type":"article","venue":"International Wireless Internet Conference","topic":"IPv6, Mobility, Handover, Networks, Security","field":"Engineering","cited_by":0,"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; Computer network; IP Multimedia Subsystem; Key (lock); The Internet; Wireless; Next-generation network; Heterogeneous network; Wireless network; Cellular network; Scheme (mathematics); Telecommunications; Computer security; Operating system; Quality of service","score_opus":0.04508570484169059,"score_gpt":0.2713055235407995,"score_spread":0.22621981869910893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031845467","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":[0.016702645,0.0011491126,0.9734307,0.0003860231,0.00031156608,0.00027814732,0.00017210974,0.0030886813,0.004481003],"genre_scores_gemma":[0.46563438,0.0014279758,0.5153297,0.00056907913,0.00043556266,0.00067773985,0.0013686707,0.00015018451,0.014406677],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99858713,0.00024316269,0.00024694507,0.00025205998,0.00051252596,0.00015827909],"domain_scores_gemma":[0.9985852,0.00013356378,0.00011418847,0.00042859267,0.00056803133,0.00017044207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017536135,0.000508581,0.0010104852,0.0012677063,0.0013098969,0.0032856038,0.0045185992,0.001401537,0.0029986582],"category_scores_gemma":[0.0015213622,0.0004907591,0.00062369707,0.0014305564,0.0005255813,0.0046192263,0.0017449437,0.0015898902,0.0015858707],"study_design_candidate":"not_applicable","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":[0.0016360283,0.00094974414,0.0034759317,0.0005837821,0.0003344598,0.0009457577,0.0010373723,0.020015428,0.14493373,0.33630043,0.03191764,0.4578697],"study_design_scores_gemma":[0.00039016161,0.00130696,0.0020431401,0.000105168576,0.00061173964,0.0029414427,0.00035627914,0.6989889,0.0909143,0.05102733,0.150988,0.00032652225],"about_ca_topic_score_codex":0.0022328375,"about_ca_topic_score_gemma":0.0016318355,"teacher_disagreement_score":0.0045185992,"about_ca_system_score_codex":0.0012491464,"about_ca_system_score_gemma":0.0011432972,"threshold_uncertainty_score":0.010031462},"labels":[],"label_agreement":null},{"id":"W2052838984","doi":"10.5555/1554126.1554162","title":"EAP-Sens: a security architecture for wireless sensor networks","year":2008,"lang":"en","type":"article","venue":"International Wireless Internet Conference","topic":"Security in Wireless Sensor Networks","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer network; Computer science; Authentication (law); Wireless sensor network; Key (lock); Authentication protocol; Protocol (science); Wireless; Relay; Computer security; Telecommunications","score_opus":0.02480758273088551,"score_gpt":0.2554788109328239,"score_spread":0.23067122820193836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052838984","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":[0.040933166,0.00045322324,0.9479705,0.00020906555,0.00013465757,0.000323489,0.00016220374,0.004353664,0.0054600695],"genre_scores_gemma":[0.46450695,0.0010625907,0.5258233,0.00016753167,0.00005477116,0.0008651655,0.00058751274,0.0003708279,0.006561264],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99957913,0.0001239099,0.000027564314,0.000043667038,0.00019193518,0.000033861288],"domain_scores_gemma":[0.99968123,0.00009285849,0.00004241996,0.00007423291,0.00008151708,0.000027740978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006703275,0.00054706144,0.00032963,0.00027977585,0.00040684352,0.0006381974,0.0013560008,0.00047910216,0.0020252687],"category_scores_gemma":[0.0010802272,0.00036069888,0.00042787814,0.00025727466,0.0005787406,0.0012456361,0.00068050704,0.00087412534,0.00038037682],"study_design_candidate":"theoretical_or_conceptual","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":[0.00022386103,0.00018243337,0.0031363561,0.00053489505,0.00014235757,0.00027947425,0.00026161474,0.80957735,0.03722848,0.06119063,0.0049887453,0.082253814],"study_design_scores_gemma":[0.000046018777,0.0002814586,0.0005572355,0.000032009088,0.00004917293,0.00016597731,0.000032238982,0.94496304,0.017712353,0.009715676,0.02641457,0.000030174153],"about_ca_topic_score_codex":0.001012974,"about_ca_topic_score_gemma":0.0011029117,"teacher_disagreement_score":0.0020252687,"about_ca_system_score_codex":0.00034856508,"about_ca_system_score_gemma":0.000655048,"threshold_uncertainty_score":0.0067752004},"labels":[],"label_agreement":null},{"id":"W2054937374","doi":"10.5555/1460047.1460080","title":"Design of sensor networks with guaranteed connectivity and lifetime","year":2007,"lang":"en","type":"article","venue":"International Wireless Internet Conference","topic":"Energy Efficient Wireless Sensor Networks","field":"Computer Science","cited_by":11,"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 Windsor","funders":"","keywords":"Relay; Wireless sensor network; Computer network; Computer science; Node (physics); Routing (electronic design automation); Key distribution in wireless sensor networks; Distributed computing; Wireless; Wireless network; Telecommunications; Engineering","score_opus":0.015532416393815833,"score_gpt":0.23419825783081794,"score_spread":0.2186658414370021,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054937374","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":[0.008428181,0.0005778848,0.9873376,0.0002899014,0.000043141474,0.000110481036,0.00008121523,0.00016810623,0.0029634393],"genre_scores_gemma":[0.5480917,0.0022723866,0.44256943,0.0003127753,0.00016082951,0.0013303101,0.00025604118,0.00020865213,0.0047978503],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99877363,0.0004954712,0.00005547868,0.00023417706,0.00031182647,0.00012940554],"domain_scores_gemma":[0.9989441,0.0005199182,0.00022009833,0.000064155705,0.0001838508,0.00006788443],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016303516,0.0013167729,0.0010564105,0.0005843101,0.00048220326,0.0012716207,0.0019171132,0.001248494,0.0016316918],"category_scores_gemma":[0.004282399,0.00073704496,0.00055746175,0.0008621291,0.0008953703,0.0015336659,0.0013269932,0.00090871565,0.0003549618],"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":[0.000049713344,0.000029471319,0.00019460851,0.00020748176,0.00003374344,0.00008425741,0.000074653624,0.9396082,0.0034349887,0.035068724,0.0009948141,0.020219393],"study_design_scores_gemma":[0.00002506521,0.00008522915,0.000068667054,0.000020347617,0.000013359255,0.00004292082,0.000024053375,0.9788174,0.0007292894,0.017519103,0.0026461596,0.000008302784],"about_ca_topic_score_codex":0.0010755545,"about_ca_topic_score_gemma":0.0014882386,"teacher_disagreement_score":0.0019171132,"about_ca_system_score_codex":0.0011046039,"about_ca_system_score_gemma":0.0015612905,"threshold_uncertainty_score":0.008622229},"labels":[],"label_agreement":null},{"id":"W2089968732","doi":"10.5555/1554126.1554144","title":"Multi-objective scheduling for MUD based ad-hoc networks","year":2008,"lang":"en","type":"article","venue":"International Wireless Internet Conference","topic":"Advanced Wireless Network Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Maximum throughput scheduling; Scheduling (production processes); Quality of service; Distributed computing; Round-robin scheduling; Computer network; Proportionally fair; Fair-share scheduling; Dynamic priority scheduling; Throughput; Job shop scheduling; Queueing theory; Wireless ad hoc network; Mathematical optimization; Wireless","score_opus":0.027000867468768425,"score_gpt":0.25632305810232525,"score_spread":0.22932219063355683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089968732","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":[0.042212185,0.0005748324,0.9529539,0.00017129969,0.00005944999,0.00011981603,0.000049300634,0.00011617598,0.0037431049],"genre_scores_gemma":[0.8110793,0.0004705405,0.18481286,0.000087007626,0.000045945042,0.00029902186,0.000076756725,0.000048920836,0.003079665],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936265,0.00035135413,0.000018388882,0.000045196906,0.00015097839,0.00007147375],"domain_scores_gemma":[0.9991315,0.00057410944,0.00011019463,0.000024439485,0.00011088354,0.000048960723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017964903,0.0008705781,0.0008082831,0.00060090167,0.0005194527,0.00082266383,0.0007688771,0.00053877,0.0015043004],"category_scores_gemma":[0.0023258561,0.00043075063,0.00036598914,0.0007064709,0.0005692141,0.00063653296,0.0006738212,0.00060048717,0.00015023313],"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":[0.000020160758,0.000020781596,0.00012219929,0.000027859654,0.000016181295,0.000022631946,0.000015063711,0.9896606,0.00036995634,0.0036805726,0.00015798779,0.0058859573],"study_design_scores_gemma":[0.0000061987625,0.000015967491,0.000029568693,0.0000019318406,0.0000024480355,0.000002928222,0.0000042801594,0.9983444,0.00009601669,0.0013522535,0.0001422901,0.0000017074109],"about_ca_topic_score_codex":0.003382597,"about_ca_topic_score_gemma":0.0033569103,"teacher_disagreement_score":0.003382597,"about_ca_system_score_codex":0.0013944547,"about_ca_system_score_gemma":0.0011261872,"threshold_uncertainty_score":0.010117471},"labels":[],"label_agreement":null}]}