{"meta":{"query_hash":"7822be9b7cfe","filters":{"venue":"The economic discourse"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/7822be9b7cfe","api":"https://metacan.xera.ac/api/v1/cohort?venue=The+economic+discourse"},"results":[{"id":"W3027059415","doi":"10.36742/2410-0919-2020-1-7","title":"UNIVERSITY CYBER SECURITY AS A METHOD FOR ANTI-FISHING FRAUD","year":2020,"lang":"en","type":"article","venue":"The economic discourse","topic":"Information and Cyber Security","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Phishing; Cyberspace; Computer security; Computer science; Internet privacy; Business; The Internet; World Wide Web","score_opus":0.015335486129702348,"score_gpt":0.265431490081843,"score_spread":0.25009600395214066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3027059415","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":[0.23176444,0.00002839795,0.6123135,0.08477607,0.00080554356,0.0006139956,0.000071340444,0.0002869475,0.06933973],"genre_scores_gemma":[0.9858354,0.000007831002,0.008897844,0.004789999,0.00017097229,0.000003067299,0.000005994906,0.000006838189,0.00028205485],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933445,0.00006343349,0.00014071415,0.00020847486,0.000057210582,0.00019570066],"domain_scores_gemma":[0.99934775,0.00009626794,0.00010657836,0.00032522675,0.000018839813,0.00010533003],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040867337,0.000098784454,0.00013927926,0.000024181707,0.00022132274,0.00016895682,0.0010121962,0.00003825062,0.00008675242],"category_scores_gemma":[0.000019909337,0.00008308782,0.00010670671,0.00006972634,0.00004460457,0.0010358302,0.00025934062,0.00012242663,0.0003977074],"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":[0.00001867704,0.000015304237,0.000041077514,0.000011086042,0.0000376859,0.0000025978154,0.021950645,0.0004987843,0.000014007966,0.9491381,0.020839406,0.0074326457],"study_design_scores_gemma":[0.0010909584,0.00006988024,0.000536376,0.000008784785,0.000032858217,0.00001342044,0.0050454857,0.6745081,0.0009485019,0.025554156,0.29180345,0.00038801928],"about_ca_topic_score_codex":0.00014157698,"about_ca_topic_score_gemma":0.0000360933,"teacher_disagreement_score":0.9235839,"about_ca_system_score_codex":0.00006782254,"about_ca_system_score_gemma":0.00013958586,"threshold_uncertainty_score":0.51118565},"labels":[],"label_agreement":null},{"id":"W3027352653","doi":"10.36742/2410-0919-2020-1-8","title":"INTERNATIONAL EXPERIENCE OF FUNCTIONING OF THE CREDIT SERVICES MARKET","year":2020,"lang":"en","type":"article","venue":"The economic discourse","topic":"Economic Issues in Ukraine","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Loan; Restructuring; Business; Economics; Credit history; Bond market; Credit risk; Financial system; Finance","score_opus":0.023332869807283774,"score_gpt":0.24066934606554274,"score_spread":0.21733647625825897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3027352653","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":[0.7623905,0.00028887417,0.000107598134,0.005507246,0.0018852638,0.00014888344,0.00021789022,0.00001326288,0.2294405],"genre_scores_gemma":[0.9977188,0.00006457368,0.00011004615,0.00039604705,0.00041073994,0.000014151035,0.0000045241513,0.000016904747,0.001264193],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998891,0.000016391901,0.0006693352,0.00025504225,0.000024900388,0.00014334124],"domain_scores_gemma":[0.99868804,0.00007047153,0.0007369964,0.00045269675,0.000013329061,0.000038438648],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00035738025,0.00011397625,0.00028753566,0.000039978517,0.00006357964,0.000030394818,0.0010656969,0.000040479226,0.0042416356],"category_scores_gemma":[0.000048183858,0.00009142366,0.00014253816,0.00005935029,0.00027785133,0.00025747746,0.00028172616,0.00010361026,0.00019220982],"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":[0.0003527371,0.00016336047,0.22975117,0.00022087489,0.0008498971,0.0000015897987,0.09427089,0.018938445,0.00060373713,0.6362921,0.01611794,0.0024372456],"study_design_scores_gemma":[0.0030166663,0.00021843183,0.086782955,0.00017624389,0.000077647346,0.000017220947,0.023365397,0.24481304,0.0049479646,0.035688117,0.5997933,0.001103026],"about_ca_topic_score_codex":0.00021741995,"about_ca_topic_score_gemma":0.000016178297,"teacher_disagreement_score":0.600604,"about_ca_system_score_codex":0.00007777513,"about_ca_system_score_gemma":0.000023992958,"threshold_uncertainty_score":0.99666864},"labels":[],"label_agreement":null},{"id":"W4205449602","doi":"10.36742/2410-0919-2021-1-10","title":"WORLD EXPERIENCE OF TAX AND FEES MANAGEMENT","year":2021,"lang":"en","type":"article","venue":"The economic discourse","topic":"Economic Issues in Ukraine","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Revenue; Population; Economics; Deficit spending; Debt; Tax revenue; State (computer science); Public economics; Economic policy; Finance; Sociology","score_opus":0.023035599034964476,"score_gpt":0.256841613269865,"score_spread":0.23380601423490052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205449602","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":[0.71830547,0.0024122922,0.0000794345,0.0015101369,0.0006059281,0.00013242531,0.00009672666,0.000014731765,0.27684283],"genre_scores_gemma":[0.9720209,0.00054637867,0.0007394225,0.0002192662,0.000118013224,0.00003301022,0.0000070550905,0.0000218285,0.026294112],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987709,0.000014582928,0.00057294406,0.00039376802,0.000014238249,0.00023354604],"domain_scores_gemma":[0.9989213,0.00006240682,0.000302995,0.0006520751,0.0000071515638,0.000054074502],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00038338642,0.00014167395,0.00036160345,0.000107731,0.00007860231,0.000058232556,0.00033517598,0.000029977073,0.0014657665],"category_scores_gemma":[0.000017091339,0.0001421841,0.000081335864,0.00007651039,0.00031585316,0.00019910868,0.0002679563,0.00008100288,0.00039588337],"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":[0.000009840741,0.000036787525,0.007132183,0.000028340026,0.00011118959,0.0000074290892,0.003971992,0.000295291,0.000011511458,0.98548746,0.0012785131,0.0016294565],"study_design_scores_gemma":[0.0029456825,0.00008630381,0.047511127,0.00014077993,0.000080474485,0.00006877355,0.017080555,0.006635671,0.004185522,0.3527291,0.56707084,0.0014651904],"about_ca_topic_score_codex":0.00013332922,"about_ca_topic_score_gemma":0.00021498807,"teacher_disagreement_score":0.6327584,"about_ca_system_score_codex":0.000105655294,"about_ca_system_score_gemma":0.00001682558,"threshold_uncertainty_score":0.99944705},"labels":[],"label_agreement":null},{"id":"W4412674916","doi":"10.36742/2410-0919-2025-1-6","title":"DIGITAL TRANSFORMATION OF INSTITUTIONAL AND ANALYTICAL SUPPORT FOR PUBLIC FINANCE IN THE CONTEXT OF THE INNOVATION ECONOMY","year":2025,"lang":"en","type":"article","venue":"The economic discourse","topic":"Economic and Technological Developments in Russia","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Digital economy; Digital transformation; Transformation (genetics); Public finance; Economic system; Economics; Business; Macroeconomics; Political science","score_opus":0.0287721497415204,"score_gpt":0.30346404493272333,"score_spread":0.2746918951912029,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412674916","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":[0.81238395,0.000012092214,0.00030618775,0.021586303,0.000097152006,0.00036132624,0.00003629046,0.0000040159,0.16521268],"genre_scores_gemma":[0.9991184,0.000017749391,0.000016474523,0.00024239148,0.000011403781,0.00003256082,0.0000064141386,0.0000010304417,0.00055357977],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99948484,0.000020323609,0.00030060887,0.00007581372,0.000026109296,0.000092324146],"domain_scores_gemma":[0.99962366,0.00013722118,0.000114890776,0.00010188264,0.000017421815,0.0000049169803],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070470874,0.000043629545,0.00009916106,0.00005458414,0.0001529761,0.000039670984,0.00031281222,0.000043412994,0.000019713034],"category_scores_gemma":[0.000083106715,0.000024058287,0.00003137849,0.00012878815,0.00089478283,0.00030351407,0.000026848153,0.00005720117,0.0000016526516],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000064047767,0.000015591708,0.0048239687,0.000004500097,0.000009986192,1.2195605e-8,0.0010686183,0.000013939984,3.32645e-7,0.96303403,0.00026439672,0.03075819],"study_design_scores_gemma":[0.0015550785,0.000053815125,0.12059612,0.000059723836,0.00003220185,0.0000013811529,0.034786686,0.0030244796,0.00019680276,0.5260287,0.31346262,0.00020240464],"about_ca_topic_score_codex":0.00003352117,"about_ca_topic_score_gemma":0.00021217833,"teacher_disagreement_score":0.43700537,"about_ca_system_score_codex":0.00008157897,"about_ca_system_score_gemma":0.0003889017,"threshold_uncertainty_score":0.32968646},"labels":[],"label_agreement":null},{"id":"W7126403343","doi":"10.36742/2410-0919-2025-2-10","title":"INSTITUTIONAL ENVIRONMENT OF THE PORK MARKET: THE ROLE OF FORMAL AND INFORMAL MECHANISMS","year":2025,"lang":"","type":"article","venue":"The economic discourse","topic":"Agriculture Market Analysis Ukraine","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Legalization; Informal sector; Ukrainian; Food security; State (computer science); Sustainable development; Institutionalisation","score_opus":0.0029087531416857174,"score_gpt":0.1747307993401206,"score_spread":0.17182204619843489,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7126403343","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":[0.9469638,0.0010965208,0.000028479628,0.010311213,0.00027467628,0.000514069,0.00012399754,0.0000042571123,0.04068299],"genre_scores_gemma":[0.99556035,0.0003858272,0.000012749877,0.0001917846,0.00012633212,0.000017425607,0.000009085937,9.560714e-7,0.003695465],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9985566,0.00016043925,0.00059340964,0.0002200909,0.00017241939,0.0002970253],"domain_scores_gemma":[0.9989777,0.00023864505,0.00048553664,0.00024010138,0.000013328008,0.00004469506],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011115655,0.00022470263,0.00031411985,0.0000150650785,0.00068355264,0.00005083236,0.000950284,0.000098248514,0.0011847428],"category_scores_gemma":[0.00002348299,0.000056206183,0.00029788588,0.00014797831,0.0013500393,0.00023898615,0.0008208154,0.00019009145,0.000010750821],"study_design_candidate":"observational","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":[0.0006262701,0.00037307484,0.014753261,0.00005069069,0.0014647291,6.177468e-7,0.0026930533,0.0030791862,0.014857277,0.6241325,0.0028128487,0.33515647],"study_design_scores_gemma":[0.0006287449,0.00021678807,0.8839496,0.00013994297,0.000879017,0.000015495854,0.020404702,0.0075647174,0.005979877,0.026048822,0.05376118,0.00041115197],"about_ca_topic_score_codex":0.00033152805,"about_ca_topic_score_gemma":0.00042152693,"teacher_disagreement_score":0.8691963,"about_ca_system_score_codex":0.000063799824,"about_ca_system_score_gemma":0.000075967146,"threshold_uncertainty_score":0.9997283},"labels":[],"label_agreement":null},{"id":"W7126423630","doi":"10.36742/2410-0919-2025-2-18","title":"INTERNATIONAL FINANCIAL INSTRUMENTS FOR SUPPORTING LIVESTOCK: ADAPTATION OPPORTUNITIES FOR UKRAINE","year":2025,"lang":"","type":"article","venue":"The economic discourse","topic":"Agriculture Market Analysis Ukraine","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Financial instrument; Adaptation (eye); Investment (military); Livestock; Financial compensation; Sustainability; Financial crisis","score_opus":0.0410291155168933,"score_gpt":0.28736239689611903,"score_spread":0.24633328137922572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7126423630","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":[0.881071,0.00016029112,0.00097807,0.0973331,0.003369162,0.0022176644,0.001278426,0.000043986434,0.01354833],"genre_scores_gemma":[0.9607494,0.0002395914,0.0002821962,0.0008501932,0.002143402,0.00042841907,0.0008815348,0.0000038499657,0.034421403],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99797636,0.00008486532,0.00081865245,0.00051655126,0.00011146062,0.0004920976],"domain_scores_gemma":[0.9984225,0.0005807555,0.00064034684,0.00013110465,0.00013756864,0.00008771835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011688336,0.00032467712,0.00041162496,0.00005165967,0.00071634597,0.00028701453,0.0008402302,0.00014469006,0.00071032555],"category_scores_gemma":[0.0003193118,0.0001377162,0.00048648214,0.00010928262,0.00026952804,0.00036950814,0.00019507385,0.00012079266,0.000013648254],"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":[0.0007400617,0.00020672122,0.00056297804,0.00005128786,0.00067577703,9.409376e-7,0.0013335128,0.00080434064,0.00085447275,0.06273502,0.065677196,0.8663577],"study_design_scores_gemma":[0.0027372132,0.0007990531,0.01528558,0.00025614473,0.0012411873,0.0000055823516,0.050231718,0.11505849,0.0004063803,0.016920235,0.7959692,0.001089236],"about_ca_topic_score_codex":0.00020657874,"about_ca_topic_score_gemma":0.0010281554,"teacher_disagreement_score":0.86526847,"about_ca_system_score_codex":0.0002609814,"about_ca_system_score_gemma":0.00021782702,"threshold_uncertainty_score":0.7777567},"labels":[],"label_agreement":null}]}