{"meta":{"query_hash":"6f2394be04d3","filters":{"venue":"International Conference on Information and Automation"},"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/6f2394be04d3","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Conference+on+Information+and+Automation"},"results":[{"id":"W1532358800","doi":"","title":"Active congestion control using available bandwidth-based congestion detection","year":2005,"lang":"en","type":"article","venue":"International Conference on Information and Automation","topic":"Network Traffic and Congestion Control","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":"University of Windsor","funders":"","keywords":"Network congestion; Computer network; Computer science; Router; Network traffic control; Flow control (data); Network packet; Bandwidth (computing); Bandwidth management; Packet loss; Explicit Congestion Notification; Real-time computing; Slow-start","score_opus":0.019221530783443394,"score_gpt":0.24667860594037958,"score_spread":0.2274570751569362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1532358800","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":[0.08932371,0.0011195755,0.90475464,0.00022283602,0.00022545907,0.00016441023,0.000034906614,0.0018067835,0.0023476153],"genre_scores_gemma":[0.93129116,0.00027620172,0.06750701,0.00006574101,0.000120480996,0.00005916914,0.00003257372,0.00003683311,0.0006108569],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998845,0.000267584,0.00008253703,0.00020401126,0.00049995375,0.0001008593],"domain_scores_gemma":[0.9971673,0.0011241133,0.0004011932,0.00032859962,0.00085443776,0.00012437244],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011768293,0.00065973407,0.00056150364,0.0013124308,0.00055537827,0.0009888823,0.0018712787,0.00056123984,0.00050338235],"category_scores_gemma":[0.0036475358,0.00032515457,0.00033084842,0.0005195928,0.0008416934,0.0014206439,0.00073781377,0.00089983945,0.00009036394],"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":[0.00080801424,0.0007860458,0.0070160166,0.00051455945,0.0002989871,0.0003244247,0.0005392613,0.24375695,0.2053047,0.028939795,0.0037278472,0.5079835],"study_design_scores_gemma":[0.00009309377,0.00033714355,0.0012483327,0.000023333869,0.00011246271,0.00021883183,0.000021187941,0.9442013,0.04706231,0.0030953258,0.0035093473,0.000077450546],"about_ca_topic_score_codex":0.0024140265,"about_ca_topic_score_gemma":0.0016307546,"teacher_disagreement_score":0.0024140265,"about_ca_system_score_codex":0.00059313915,"about_ca_system_score_gemma":0.00059235306,"threshold_uncertainty_score":0.006223798},"labels":[],"label_agreement":null},{"id":"W178327451","doi":"","title":"Creativity methods for automation specialists","year":2006,"lang":"en","type":"article","venue":"International Conference on Information and Automation","topic":"Design Education and Practice","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 Ottawa","funders":"","keywords":"Automation; Creativity; Computer science; Systems engineering; Software engineering; Engineering; Psychology; Mechanical engineering","score_opus":0.039742419349340176,"score_gpt":0.3680595122364333,"score_spread":0.3283170928870931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W178327451","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":[0.012345946,0.0035591421,0.8994645,0.001350961,0.00039520365,0.0003426028,0.000060129725,0.0010737459,0.08140773],"genre_scores_gemma":[0.11260636,0.0019894608,0.8570976,0.00034328786,0.00022074678,0.00093451043,0.00011464485,0.0003099121,0.026383478],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972128,0.0013489185,0.00015606551,0.0002516958,0.00091699645,0.000113522205],"domain_scores_gemma":[0.9936063,0.004490877,0.0002246788,0.00089265563,0.0005489211,0.00023649319],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003242112,0.0007009512,0.00041412853,0.0017485947,0.0013996143,0.0031752007,0.0010955121,0.00083969475,0.010310436],"category_scores_gemma":[0.007934008,0.00034213538,0.0008047401,0.0010194251,0.0018875261,0.0027279167,0.0031116104,0.0019085656,0.0019619034],"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":[0.00016546038,0.00017183086,0.0007800817,0.000972499,0.00005627375,0.00020330172,0.0067173117,0.002490502,0.008985405,0.34493354,0.012559603,0.6219642],"study_design_scores_gemma":[0.00026093496,0.0003093506,0.0012780438,0.0007567925,0.00005065979,0.0016467968,0.0023262957,0.019206315,0.011814682,0.5782083,0.3840384,0.00010334222],"about_ca_topic_score_codex":0.00020409725,"about_ca_topic_score_gemma":0.00040948956,"teacher_disagreement_score":0.010310436,"about_ca_system_score_codex":0.0007413766,"about_ca_system_score_gemma":0.00082191825,"threshold_uncertainty_score":0.034491837},"labels":[],"label_agreement":null},{"id":"W2462385782","doi":"","title":"Engineering product usability: a review and analysis techniques","year":2005,"lang":"en","type":"review","venue":"International Conference on Information and Automation","topic":"Usability and User Interface Design","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":"University of Ottawa","funders":"","keywords":"Usability; Computer science; Usability engineering; Product (mathematics); Usability inspection; Software engineering; Systems engineering; Human–computer interaction; Engineering; Mathematics","score_opus":0.05520259574983036,"score_gpt":0.337814227160877,"score_spread":0.2826116314110466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2462385782","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002122204,0.9883852,0.006797552,0.00045325203,0.00013541288,0.000163035,0.000091269816,0.0000589818,0.0017931176],"genre_scores_gemma":[0.009804342,0.9750978,0.013597773,0.00020113267,0.00011016327,0.00028971393,0.00012923415,0.000033457025,0.0007365425],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9903335,0.0025907296,0.0016994601,0.0007486133,0.0044700783,0.00015757304],"domain_scores_gemma":[0.9713822,0.018519271,0.0017787268,0.0007051313,0.0074316114,0.00018302686],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00995278,0.0015805283,0.0033738678,0.015657887,0.00070849626,0.0027728847,0.0021814103,0.0011649255,0.0017209388],"category_scores_gemma":[0.018495016,0.0009482905,0.001467493,0.015334739,0.0012694581,0.004797796,0.0011680601,0.0012209179,0.001273061],"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":[0.00006611966,0.00009049015,0.0017173458,0.038291775,0.00022747836,0.000121427474,0.0005630826,0.00034425108,0.0013409179,0.0017508457,0.0068171765,0.9486691],"study_design_scores_gemma":[0.00015057031,0.001906681,0.04188041,0.106054075,0.0036258667,0.0059446087,0.0036887673,0.0029845794,0.012801938,0.013245588,0.8073027,0.00041427478],"about_ca_topic_score_codex":0.0035842103,"about_ca_topic_score_gemma":0.00531902,"teacher_disagreement_score":0.015657887,"about_ca_system_score_codex":0.00191355,"about_ca_system_score_gemma":0.0037966243,"threshold_uncertainty_score":0.052635968},"labels":[],"label_agreement":null},{"id":"W51776367","doi":"","title":"Timed test generation based on timed temporal logic","year":2010,"lang":"en","type":"article","venue":"International Conference on Information and Automation","topic":"Formal Methods in Verification","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":"Bishop's University","funders":"","keywords":"Temporal logic; Computer science; Interval temporal logic; Linear temporal logic; Temporal logic of actions; Computation tree logic; Process (computing); Logic analyzer; Algorithm; Programming language","score_opus":0.04492357170955044,"score_gpt":0.31101389722234485,"score_spread":0.26609032551279443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W51776367","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":[0.009093974,0.00003346649,0.9880888,0.00006232207,0.000030291341,0.00008202682,0.00002992359,0.0011452505,0.0014340366],"genre_scores_gemma":[0.486854,0.00011309469,0.51062584,0.00017632564,0.00003437588,0.000291994,0.00026952696,0.0002329135,0.0014018685],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971207,0.00080985535,0.00019678341,0.0004597784,0.0011601108,0.00025271586],"domain_scores_gemma":[0.9937065,0.0041916315,0.00037406106,0.00067096256,0.00088268734,0.00017414095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020397836,0.00071366405,0.000567154,0.0010317882,0.00039711408,0.0011861811,0.00166372,0.00073299673,0.0031304175],"category_scores_gemma":[0.008284363,0.00031166058,0.0010330619,0.00080384384,0.001602356,0.0015139312,0.00098458,0.0010895152,0.0004290109],"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":[0.00077113026,0.00030484473,0.0023492926,0.00049770775,0.000118947224,0.0013759246,0.0004069539,0.26100877,0.053718843,0.45950317,0.0027707499,0.21717374],"study_design_scores_gemma":[0.00021002929,0.00023934476,0.00016644721,0.00005120619,0.00007271838,0.00036724718,0.000033024462,0.82425183,0.0489048,0.12185522,0.003809199,0.000038865444],"about_ca_topic_score_codex":0.0011155838,"about_ca_topic_score_gemma":0.0010039303,"teacher_disagreement_score":0.0031304175,"about_ca_system_score_codex":0.0008463996,"about_ca_system_score_gemma":0.0014472504,"threshold_uncertainty_score":0.010787547},"labels":[],"label_agreement":null}]}