{"meta":{"query_hash":"361d4bc41637","filters":{"venue":"Cloud Computing and Data Science"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/361d4bc41637","api":"https://metacan.xera.ac/api/v1/cohort?venue=Cloud+Computing+and+Data+Science"},"results":[{"id":"W4292871231","doi":"10.37256/ccds.4120231653","title":"An Overview of Trends in Information Systems: Emerging Technologies that Transform the Information Technology Industry","year":2022,"lang":"en","type":"article","venue":"Cloud Computing and Data Science","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":43,"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 Canada West","funders":"","keywords":"Pace; Big data; Cloud computing; Information technology; Field (mathematics); Computer science; Data science; The Internet; Analytics; Emerging technologies; Augmented reality; World Wide Web; Artificial intelligence; Data mining","score_opus":0.10556583019607606,"score_gpt":0.34083525305657353,"score_spread":0.23526942286049746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4292871231","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":[0.9780821,0.0015283314,0.008849961,0.0056276675,0.0016183887,0.0004671167,0.00015726191,0.0005405737,0.0031285735],"genre_scores_gemma":[0.99949193,0.000028899321,0.00009558773,0.00015454109,0.00003359555,0.0000057586512,0.00018624854,0.0000021562573,0.0000012980912],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988943,0.00000800723,0.00032691684,0.00018747726,0.00036324633,0.00022007355],"domain_scores_gemma":[0.9989559,0.000017621305,0.00028160325,0.00065824355,0.00008142508,0.0000052058],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017099743,0.000095260344,0.00012632333,0.0009953519,0.00061435596,0.00037479633,0.001967351,0.00006325966,0.000011379797],"category_scores_gemma":[0.00008963764,0.00007225732,0.000008730453,0.003914225,0.0003805979,0.0079760915,0.0016305174,0.00034838408,0.0000027124959],"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":[0.0000100287125,0.000031151718,0.01631161,0.00018984375,0.000003129223,6.486464e-7,0.00039046182,0.0040500537,0.000043663716,0.09090111,0.0006276349,0.8874407],"study_design_scores_gemma":[0.00029946587,0.000032435215,0.0151758585,0.00017589309,0.00001987162,0.000036425346,0.041041635,0.76048553,0.00014028406,0.0017560832,0.18050893,0.0003275808],"about_ca_topic_score_codex":0.0004653995,"about_ca_topic_score_gemma":0.000014713237,"teacher_disagreement_score":0.8871131,"about_ca_system_score_codex":0.000024952911,"about_ca_system_score_gemma":0.000038415244,"threshold_uncertainty_score":0.57824737},"labels":[],"label_agreement":null},{"id":"W4309612203","doi":"10.37256/ccds.4120231959","title":"The Role of Different Types of Management Information System Applications in Business Development: Concepts, and Limitations","year":2022,"lang":"en","type":"article","venue":"Cloud Computing and Data Science","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","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 Canada West","funders":"","keywords":"Information system; Computer science; Knowledge management; Executive information system; Management information systems; Process management; Restructuring; Competitor analysis; Plan (archaeology); Risk analysis (engineering); Business; Engineering","score_opus":0.015471451527114015,"score_gpt":0.22966774648339527,"score_spread":0.21419629495628126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309612203","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":[0.9865221,0.00021812257,0.0033127887,0.00010739783,0.00010694008,0.00027643476,0.000011050517,0.000035031277,0.009410158],"genre_scores_gemma":[0.999659,0.000022834995,0.00023896681,0.000022020175,0.000009426535,0.000009953606,0.000034175107,9.915062e-7,0.0000026332018],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9994323,0.0000033155177,0.00023157253,0.00008808545,0.0001583697,0.00008631688],"domain_scores_gemma":[0.99945515,0.000038599628,0.00023567957,0.00018964532,0.00007746522,0.0000034275345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000453716,0.000042321535,0.00006378746,0.0001228167,0.00057325227,0.00007539527,0.00041439902,0.000008346738,4.5721936e-7],"category_scores_gemma":[0.000031921398,0.000032526303,0.000003218906,0.00064306543,0.00018312056,0.00064714515,0.0008336707,0.00004164796,8.488741e-7],"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":[0.0000045583365,0.000014094912,0.010980795,0.00016303205,0.0000043849905,7.251897e-8,0.00039832122,0.00046993222,0.000017093169,0.84636897,0.00003459491,0.14154413],"study_design_scores_gemma":[0.0006480011,0.000013349721,0.5262525,0.0001307367,0.000026141404,0.0000046825817,0.06817712,0.291709,0.00020215365,0.0024333212,0.11015757,0.00024538144],"about_ca_topic_score_codex":0.00003190842,"about_ca_topic_score_gemma":0.000008383697,"teacher_disagreement_score":0.84393567,"about_ca_system_score_codex":0.000014950599,"about_ca_system_score_gemma":0.000024455217,"threshold_uncertainty_score":0.44090506},"labels":[],"label_agreement":null},{"id":"W4385478623","doi":"10.37256/ccds.5120233284","title":"Decision Making: Models, Processes, Techniques","year":2023,"lang":"en","type":"article","venue":"Cloud Computing and Data Science","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Research & Development Corporation; University Canada West","funders":"","keywords":"Business decision mapping; Process (computing); Management science; Decision engineering; Computer science; Decision-making; Decision analysis; R-CAST; Knowledge management; Decision process; Decision support system; Artificial intelligence; Business; Engineering; Marketing; Economics","score_opus":0.13983718846730378,"score_gpt":0.36640130065835924,"score_spread":0.22656411219105546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385478623","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":[0.49914676,0.0007713862,0.46619517,0.0015524849,0.0033892803,0.0006176984,0.00008503563,0.0034453166,0.024796866],"genre_scores_gemma":[0.9924098,0.00007504204,0.0060402406,0.0005401934,0.00081174605,0.0000016926972,0.00008268802,0.00001196215,0.00002662922],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99816644,0.0000028917923,0.00021586771,0.0007774041,0.00044996527,0.00038740505],"domain_scores_gemma":[0.9986573,0.0001072387,0.000119337696,0.00084086764,0.0002580141,0.000017227803],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0015921866,0.00013909192,0.00013000917,0.00034090746,0.00073444896,0.0010515394,0.0020000543,0.000040147053,0.000010881613],"category_scores_gemma":[0.00084160984,0.00011618986,0.000009586682,0.0036026647,0.00037644373,0.003487141,0.004205516,0.00010821279,0.00012718784],"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":[0.000022366588,0.000053784635,0.0033998832,0.00043889013,0.0000038911776,0.00002081492,0.000075136304,0.0005551449,0.0003260463,0.042828836,0.047176775,0.90509844],"study_design_scores_gemma":[0.00006676813,0.0000058957453,0.0019664133,0.00049895205,0.000012087048,0.000014647483,0.00013045646,0.87312263,0.00011256971,0.028883774,0.09486004,0.00032573435],"about_ca_topic_score_codex":0.00008272102,"about_ca_topic_score_gemma":0.000015430409,"teacher_disagreement_score":0.9047727,"about_ca_system_score_codex":0.000010185232,"about_ca_system_score_gemma":0.00008755487,"threshold_uncertainty_score":0.99998546},"labels":[],"label_agreement":null}]}