{"meta":{"query_hash":"8470e9f9624b","filters":{"venue":"International Journal of Computing and Digital Systems"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/8470e9f9624b","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Journal+of+Computing+and+Digital+Systems"},"results":[{"id":"W2127049745","doi":"10.12785/ijcds/020201","title":"Performance Analysis of a Flexible, Optimized and Fully Configurable FPGA Architecture for Two-Channel Filter Banks","year":2013,"lang":"en","type":"article","venue":"International Journal of Computing and Digital Systems","topic":"Digital Filter Design and Implementation","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 Windsor","funders":"","keywords":"Field-programmable gate array; Architecture; Computer architecture; Channel (broadcasting); Computer science; Embedded system; Filter (signal processing); Computer hardware; Telecommunications","score_opus":0.01804043261461146,"score_gpt":0.2689495664177423,"score_spread":0.25090913380313085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127049745","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":[0.35062268,0.00011793311,0.64704,0.00014846305,0.00041337428,0.00014769472,0.000021049518,0.0000128217,0.0014759706],"genre_scores_gemma":[0.9962422,0.000005099009,0.003418667,0.0000589272,0.00009524928,0.0000036668443,0.000010347531,0.0000050570266,0.00016077839],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998813,0.000020780266,0.0005607608,0.00014788375,0.00031875935,0.00013881362],"domain_scores_gemma":[0.9985287,0.00022846494,0.00047218063,0.00008853453,0.00059583737,0.00008624963],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023830649,0.000110385256,0.00029209338,0.00039525933,0.000039178107,0.00097658,0.00034009517,0.000024236579,0.0000034588415],"category_scores_gemma":[0.000033815868,0.000087811386,0.000111543835,0.0001774316,0.00003412374,0.0010915019,0.000087018794,0.000058522728,9.354294e-7],"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":[0.00042220857,0.00034646745,0.010267977,0.0002834312,0.0064480086,0.000023335724,0.0065885577,0.20339866,0.0019999736,0.013605905,0.003209182,0.7534063],"study_design_scores_gemma":[0.0022212819,0.00054155843,0.009710754,0.00026961803,0.00009219736,0.00031630739,0.00023675198,0.9843836,0.00062264776,0.0008946165,0.0004912461,0.00021942343],"about_ca_topic_score_codex":0.000029993776,"about_ca_topic_score_gemma":3.0012427e-7,"teacher_disagreement_score":0.78098494,"about_ca_system_score_codex":0.000018568608,"about_ca_system_score_gemma":0.000028320654,"threshold_uncertainty_score":0.94171834},"labels":[],"label_agreement":null},{"id":"W2527077521","doi":"10.12785/ijcds/050101","title":"Introduction to Special Issue on: Mobile Applications","year":2016,"lang":"en","type":"article","venue":"International Journal of Computing and Digital Systems","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Universiti Putra Malaysia; Thompson Rivers University; Guangdong University of Petrochemical Technology; University of Nebraska-Lincoln; Universiti Teknikal Malaysia Melaka; Cisco Systems; Central Michigan University; Eastern Kentucky University; Madurai Kamaraj University; National Chengchi University; City University of Hong Kong","keywords":"Computer science; Systems engineering; Engineering","score_opus":0.006688781208321723,"score_gpt":0.2568159350251307,"score_spread":0.250127153816809,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2527077521","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":[0.018753905,0.000048104597,0.96429,0.0067247553,0.002601882,0.0002501472,0.000010924902,0.000041028485,0.0072792424],"genre_scores_gemma":[0.9714214,0.000009408144,0.00092313084,0.00011300496,0.026869861,0.000013964533,9.3841294e-7,0.000005014644,0.00064322766],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99901474,0.000015356129,0.00035545413,0.00017632745,0.00034181107,0.00009632953],"domain_scores_gemma":[0.9990135,0.00012979825,0.0002113159,0.00017024468,0.00036324587,0.0001118962],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018036213,0.000076217555,0.00011667732,0.00015962917,0.000052647847,0.0004220399,0.0005430087,0.000024330267,0.000008945336],"category_scores_gemma":[0.00003572757,0.00005220996,0.000046215064,0.000119958444,0.000020937643,0.00037869872,0.00010964714,0.000051480365,0.00016059431],"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":[0.000016221877,0.00011601984,0.00042708503,0.000004392118,0.000051253348,0.0000066345096,0.00021472108,0.0012150309,0.00042930077,0.073769346,0.045986123,0.87776387],"study_design_scores_gemma":[0.00023959018,0.00016095869,0.00038852307,0.000062188745,0.0000020259263,0.0002745061,0.000039195278,0.0005172013,0.00022327768,0.0008541675,0.9971513,0.00008702962],"about_ca_topic_score_codex":0.0000019441675,"about_ca_topic_score_gemma":1.482137e-7,"teacher_disagreement_score":0.96336687,"about_ca_system_score_codex":0.000059292524,"about_ca_system_score_gemma":0.000030585987,"threshold_uncertainty_score":0.40697408},"labels":[],"label_agreement":null},{"id":"W4253415458","doi":"10.12785/ijcds/040101","title":"Introduction to Special Issue: Design and Performance of Networks on Chip","year":2015,"lang":"en","type":"article","venue":"International Journal of Computing and Digital Systems","topic":"Interconnection Networks and Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Stockholms Universitet; University of the Aegean; Akademia Górniczo-Hutnicza im. Stanislawa Staszica; Universidad de Valladolid; Chaoyang University of Technology; University of Bedfordshire; National and Kapodistrian University of Athens; University of Central Arkansas; Towson University; West Chester University; University of Pennsylvania; University of Derby; Taibah University; George Washington University; Manchester Metropolitan University; Acadia University","keywords":"Computer science; Chip; Computer architecture; Embedded system; Telecommunications","score_opus":0.018395518154757328,"score_gpt":0.24382524389632712,"score_spread":0.2254297257415698,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253415458","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":[0.37807113,0.00012241892,0.610128,0.00059184665,0.009526569,0.00009079873,6.431566e-7,0.000013568395,0.0014550491],"genre_scores_gemma":[0.9842904,0.0000073431647,0.00076923927,0.000044496766,0.014741086,3.884507e-7,4.16133e-7,0.000004447895,0.00014216619],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998838,0.00005894724,0.000472541,0.00013818186,0.00038983164,0.00010247736],"domain_scores_gemma":[0.9988174,0.0001061759,0.00034235846,0.000084699925,0.00052487676,0.00012449439],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007688241,0.00008928796,0.00019808898,0.00016729077,0.000033577548,0.000442659,0.0002885317,0.00003576495,8.884312e-7],"category_scores_gemma":[0.000078661265,0.00007207893,0.00003338461,0.00010345483,0.00002086737,0.00043875084,0.00008840852,0.00010097583,0.000004092971],"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":[0.000437872,0.000089641144,0.0037937649,0.000022596529,0.0001399451,0.00002394018,0.0019781578,0.7969593,0.000022066457,0.008995515,0.047892697,0.1396445],"study_design_scores_gemma":[0.0006715613,0.0016464941,0.0013301669,0.00042468304,0.000004253369,0.001451914,0.00020771948,0.96468294,0.00007044916,0.00011191257,0.029245261,0.00015264518],"about_ca_topic_score_codex":0.0000060130556,"about_ca_topic_score_gemma":1.4131737e-7,"teacher_disagreement_score":0.6093587,"about_ca_system_score_codex":0.000047095524,"about_ca_system_score_gemma":0.00002878882,"threshold_uncertainty_score":0.42685708},"labels":[],"label_agreement":null},{"id":"W4364858182","doi":"10.12785/ijcds/120124","title":"Towards Industrial Revolution 5.0 and Explainable Artificial Intelligence: Challenges and Opportunities","year":2022,"lang":"en","type":"article","venue":"International Journal of Computing and Digital Systems","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":79,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Government of British Columbia","funders":"","keywords":"Industrial Revolution; Computer science; Data science; Artificial intelligence; Engineering; Systems engineering; Engineering management; Knowledge management; History; Archaeology","score_opus":0.10436176153844817,"score_gpt":0.26442887489836125,"score_spread":0.16006711335991308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4364858182","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9409855,0.01303242,0.010220947,0.00077995576,0.00443345,0.00014664796,0.0000787718,0.000090531285,0.03023175],"genre_scores_gemma":[0.99891317,0.0005856456,0.000023328128,0.000008159009,0.00042326486,0.0000017955157,0.0000049105633,0.000008935352,0.000030776944],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990296,0.00002300423,0.00043882203,0.00006872788,0.00034113394,0.00009871669],"domain_scores_gemma":[0.9995868,0.00007613116,0.00012039774,0.000031723077,0.00010870912,0.0000762343],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033935244,0.000090091075,0.0001445479,0.0001722912,0.0000719533,0.00035446987,0.000109626315,0.00004101682,0.0000028780835],"category_scores_gemma":[0.000032267722,0.000091029935,0.000024671728,0.000031872914,0.000046345052,0.00061354897,0.000075387055,0.0002134702,3.5645334e-7],"study_design_candidate":"design_other","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":[0.000059344413,0.000042495558,0.00020560669,0.000092062684,0.00018305909,0.00007424132,0.0030164048,0.03053666,0.000015926742,0.058793496,0.00054487423,0.90643585],"study_design_scores_gemma":[0.0031335556,0.002321608,0.0023154381,0.002695785,0.00011966753,0.027723288,0.27238354,0.38671795,0.0004747183,0.049635503,0.25029725,0.0021817],"about_ca_topic_score_codex":0.000003995138,"about_ca_topic_score_gemma":1.3400997e-7,"teacher_disagreement_score":0.90425414,"about_ca_system_score_codex":0.000069317735,"about_ca_system_score_gemma":0.00002909946,"threshold_uncertainty_score":0.3712093},"labels":[],"label_agreement":null},{"id":"W4387614445","doi":"10.12785/ijcds/1401105","title":"Prediction of the Performance of a Sun Tracking Photovoltaic System using different Artificial Intelligence Techniques: Case Study in Zarqa, Jordan","year":2023,"lang":"en","type":"article","venue":"International Journal of Computing and Digital Systems","topic":"Solar Radiation and Photovoltaics","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":"Université du Québec à Chicoutimi","funders":"","keywords":"Photovoltaic system; Artificial intelligence; Tracking (education); Engineering; Computer science; Electrical engineering","score_opus":0.05710050926036749,"score_gpt":0.29540844809678435,"score_spread":0.23830793883641685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387614445","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9715631,0.000034264744,0.026907036,0.000006833356,0.0012330645,0.00019705688,0.000007885311,0.000026003136,0.00002476196],"genre_scores_gemma":[0.9997474,0.0000032875976,0.00011902286,0.0000025400186,0.00011829427,0.0000010812785,4.780982e-7,0.000005381169,0.00000251775],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982502,0.00008787508,0.0009109348,0.000120430836,0.0005273974,0.00010317313],"domain_scores_gemma":[0.99857783,0.00017087562,0.000725125,0.00012855607,0.00035960367,0.000038014783],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007012177,0.000094314186,0.00022294566,0.00034055836,0.000057639285,0.0002050559,0.00043836114,0.000034698514,1.4242288e-7],"category_scores_gemma":[0.00006714896,0.00006934746,0.00007213585,0.0004096374,0.000033912373,0.0003823915,0.00014891908,0.00014238876,2.153464e-7],"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":[0.000079973746,0.0005825569,0.8686234,0.0003455943,0.00021639127,0.00066031155,0.0152602475,0.05812843,0.00960825,0.0021587764,0.000010167251,0.04432593],"study_design_scores_gemma":[0.00015588208,0.00020335976,0.014026907,0.00089172216,0.0000074964646,0.002929124,0.004699736,0.972134,0.0048286156,0.000052646803,0.000004766913,0.000065756845],"about_ca_topic_score_codex":0.00022524546,"about_ca_topic_score_gemma":0.000010708914,"teacher_disagreement_score":0.9140056,"about_ca_system_score_codex":0.000103199585,"about_ca_system_score_gemma":0.000061426595,"threshold_uncertainty_score":0.28279072},"labels":[],"label_agreement":null}]}