{"meta":{"query_hash":"d982c4add2c9","filters":{"venue":"Proceedings of the 8th International Conference on Telecommunications, 2005. ConTEL 2005."},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/d982c4add2c9","api":"https://metacan.xera.ac/api/v1/cohort?venue=Proceedings+of+the+8th+International+Conference+on+Telecommunications%2C+2005.+ConTEL+2005."},"results":[{"id":"W2104845391","doi":"10.1109/contel.2005.185910","title":"Optimal QoS-based classification for link models with predetermined service levels","year":2005,"lang":"en","type":"article","venue":"Proceedings of the 8th International Conference on Telecommunications, 2005. ConTEL 2005.","topic":"Network Traffic and Congestion Control","field":"Computer Science","cited_by":4,"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":"Quality of service; Computer science; Quantization (signal processing); Computer network; Overhead (engineering); Multiprotocol Label Switching; Distributed computing; Algorithm","score_opus":0.0811741878039017,"score_gpt":0.29119743778361606,"score_spread":0.21002324997971436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104845391","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03898472,0.00036690375,0.52647173,0.39018026,0.0006858478,0.0034157974,0.00017197714,0.0006587134,0.03906407],"genre_scores_gemma":[0.8813904,0.000053904598,0.11459948,0.0018412956,0.00022651658,0.00045508094,0.000020711357,0.000025217747,0.0013873841],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99783635,0.00003685542,0.00066355057,0.00049868703,0.0005627361,0.0004018383],"domain_scores_gemma":[0.9965261,0.0002630745,0.0007415558,0.0007656483,0.0015772856,0.00012630587],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006053755,0.00030258755,0.0003007453,0.00019797907,0.0003153284,0.00030759716,0.0043266835,0.00013816367,0.000051280094],"category_scores_gemma":[0.00009966754,0.00023859172,0.00014027974,0.00026035507,0.00013478694,0.0010069779,0.00021737118,0.00035404964,0.000020079447],"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":[0.00062903546,0.0005973006,0.00025380254,0.000045386514,0.00021839292,1.4199425e-7,0.0005059628,0.036651224,0.0044801,0.7982645,0.0048323427,0.15352178],"study_design_scores_gemma":[0.0015306618,0.00016253274,0.000532113,0.00020027769,0.000032354063,0.0000055217793,0.0000918439,0.9795808,0.002522526,0.0010564502,0.013997222,0.0002876977],"about_ca_topic_score_codex":0.000012261847,"about_ca_topic_score_gemma":0.000092473965,"teacher_disagreement_score":0.94292957,"about_ca_system_score_codex":0.00019131845,"about_ca_system_score_gemma":0.00040029,"threshold_uncertainty_score":0.9729488},"labels":[],"label_agreement":null},{"id":"W2135665866","doi":"10.1109/contel.2005.185833","title":"A conceptual modeling framework for internet traffic engineering problems","year":2005,"lang":"en","type":"article","venue":"Proceedings of the 8th International Conference on Telecommunications, 2005. ConTEL 2005.","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","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":"Toronto Metropolitan University; Carleton University","funders":"","keywords":"Computer science; The Internet; Internet traffic engineering; Internet traffic; Conceptual model; World Wide Web; Database","score_opus":0.05512914010079167,"score_gpt":0.2827017074400998,"score_spread":0.22757256733930814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135665866","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008744159,0.00023452268,0.98018926,0.00839162,0.00024658107,0.00072077406,0.000021885882,0.00050283904,0.00094833033],"genre_scores_gemma":[0.5675141,0.00014482904,0.4314437,0.00018198622,0.00008358966,0.00026913793,0.000006068907,0.000025170766,0.0003314186],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979213,0.000015728565,0.0007160279,0.0004463761,0.0004677453,0.00043284032],"domain_scores_gemma":[0.9980628,0.00017290674,0.00039100889,0.0006397033,0.00062336,0.00011024469],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006133284,0.0003144708,0.00031767617,0.00026791412,0.00011957605,0.00023004055,0.005064745,0.00017737932,0.00003822579],"category_scores_gemma":[0.00020210962,0.0002844569,0.00019672443,0.0001828537,0.00010421484,0.0007351348,0.0005713804,0.0006015707,0.000013190501],"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":[0.000015088065,0.00012530173,0.00003431576,0.000017661629,0.00006555089,3.822749e-8,0.00074676843,0.026097171,0.0006477029,0.9612199,0.0012133648,0.009817126],"study_design_scores_gemma":[0.0003093417,0.00006143317,0.000020339105,0.00047067547,0.000011724525,0.000008287612,0.000042051997,0.941682,0.0031812838,0.0042111957,0.049710788,0.00029092026],"about_ca_topic_score_codex":0.000013356459,"about_ca_topic_score_gemma":0.0000130921335,"teacher_disagreement_score":0.9570087,"about_ca_system_score_codex":0.00027499176,"about_ca_system_score_gemma":0.00010952359,"threshold_uncertainty_score":0.9999608},"labels":[],"label_agreement":null},{"id":"W4206177452","doi":"10.1109/contel.2005.185893","title":"Foreword","year":2005,"lang":"en","type":"article","venue":"Proceedings of the 8th International Conference on Telecommunications, 2005. ConTEL 2005.","topic":"Human auditory perception and evaluation","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":"Queen's University","funders":"","keywords":"Computer science","score_opus":0.054924432837942794,"score_gpt":0.2969637782163543,"score_spread":0.24203934537841149,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206177452","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3652463,0.0004163582,0.0006443639,0.02896051,0.0014917979,0.00095375575,0.00012279161,0.000666459,0.60149765],"genre_scores_gemma":[0.9847187,0.0007247642,0.002320045,0.00043513963,0.00032930082,0.000082677405,0.000020612826,0.00003181779,0.011336937],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99860364,0.0000165649,0.0005074399,0.00017632371,0.00044239312,0.00025360953],"domain_scores_gemma":[0.9990002,0.000046274017,0.00019882864,0.00033860304,0.00033670422,0.000079403595],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004266135,0.000196063,0.00018188627,0.00018906266,0.00015728829,0.000077834375,0.001435332,0.00010315611,0.007837498],"category_scores_gemma":[0.000118793374,0.0001709801,0.00012008481,0.00010450362,0.0001237482,0.00041188422,0.00011202408,0.0003842333,0.0012162584],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011776652,0.00055022776,0.0026297662,0.000077121986,0.00036207802,1.1684536e-7,0.0019123603,0.004783624,0.051931757,0.1162914,0.74372196,0.077621825],"study_design_scores_gemma":[0.0012126395,0.000057879177,0.016582938,0.00032658802,0.00005108724,0.000013013501,0.0009492932,0.3058151,0.015009731,0.0030307868,0.6563456,0.00060534175],"about_ca_topic_score_codex":0.0000025287018,"about_ca_topic_score_gemma":0.000095136835,"teacher_disagreement_score":0.61947244,"about_ca_system_score_codex":0.0002805311,"about_ca_system_score_gemma":0.000047525453,"threshold_uncertainty_score":0.9995614},"labels":[],"label_agreement":null},{"id":"W4247536229","doi":"10.1109/contel.2005.185793","title":"Foreword","year":2005,"lang":"en","type":"article","venue":"Proceedings of the 8th International Conference on Telecommunications, 2005. ConTEL 2005.","topic":"Human auditory perception and evaluation","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":"Queen's University","funders":"","keywords":"Computer science","score_opus":0.054924432837942794,"score_gpt":0.2969637782163543,"score_spread":0.24203934537841149,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247536229","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3652463,0.0004163582,0.0006443639,0.02896051,0.0014917979,0.00095375575,0.00012279161,0.000666459,0.60149765],"genre_scores_gemma":[0.9847187,0.0007247642,0.002320045,0.00043513963,0.00032930082,0.000082677405,0.000020612826,0.00003181779,0.011336937],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99860364,0.0000165649,0.0005074399,0.00017632371,0.00044239312,0.00025360953],"domain_scores_gemma":[0.9990002,0.000046274017,0.00019882864,0.00033860304,0.00033670422,0.000079403595],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004266135,0.000196063,0.00018188627,0.00018906266,0.00015728829,0.000077834375,0.001435332,0.00010315611,0.007837498],"category_scores_gemma":[0.000118793374,0.0001709801,0.00012008481,0.00010450362,0.0001237482,0.00041188422,0.00011202408,0.0003842333,0.0012162584],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011776652,0.00055022776,0.0026297662,0.000077121986,0.00036207802,1.1684536e-7,0.0019123603,0.004783624,0.051931757,0.1162914,0.74372196,0.077621825],"study_design_scores_gemma":[0.0012126395,0.000057879177,0.016582938,0.00032658802,0.00005108724,0.000013013501,0.0009492932,0.3058151,0.015009731,0.0030307868,0.6563456,0.00060534175],"about_ca_topic_score_codex":0.0000025287018,"about_ca_topic_score_gemma":0.000095136835,"teacher_disagreement_score":0.61947244,"about_ca_system_score_codex":0.0002805311,"about_ca_system_score_gemma":0.000047525453,"threshold_uncertainty_score":0.9995614},"labels":[],"label_agreement":null}]}