{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"dd172eab6621","filters":{"venue":"Economic Analysis"}},"results":[{"id":"W3094770191","doi":"10.35774/econa2020.01.01.118","title":"FOREIGN EXPERIENCE OF STRATEGIC PLANNING FOR REGIONAL DEVELOPMENT","year":2020,"lang":"en","type":"article","venue":"Economic Analysis","topic":"Economic Issues in Ukraine","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Strategic planning; Restructuring; Business; Process (computing); Process management; Identification (biology); Plan (archaeology); Regional planning; Development plan; Marketing; Computer science; Urban planning; Geography; Engineering","authors":[{"name":"N. Kuharskaya","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1744278885736497,"gpt":0.2827249569061206,"spread":0.1082970683324709,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004781458,0.0004836653,0.0001971061,0.0006102084,0.003018872,0.006761449,0.0006244013,0.001006677,0.01876891],"category_scores_gemma":[0.002974696,0.0001836765,0.0002532124,0.00209489,0.003837294,0.00275297,0.002943213,0.00201594,0.002819605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008144276,"about_ca_system_score_gemma":0.0106658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01701425,"about_ca_topic_score_gemma":0.0135532,"domain_scores_codex":[0.9962998,0.002690517,0.0001473351,0.0001754214,0.0002743719,0.0004125921],"domain_scores_gemma":[0.9978501,0.0009719421,0.000173971,0.0001908624,0.0003181896,0.0004948686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004671206,0.00003937964,0.001516114,0.0003300445,0.00001103601,0.0006986315,0.02777374,0.004473143,0.0003450152,0.8026432,0.06937416,0.09274878],"study_design_scores_gemma":[0.000004260328,0.00002065478,0.0004457595,0.0002217942,0.000002103969,0.0001691752,0.00633331,0.0004110041,0.0001300081,0.01210811,0.9801466,0.00000723008],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02293689,0.01483761,0.01629511,0.03627104,0.001039496,0.00007623273,0.0001827868,0.0002115452,0.9081492],"genre_scores_gemma":[0.7277689,0.01729438,0.01374495,0.003503795,0.0003231232,0.0001125129,0.0002758324,0.0001429363,0.2368336],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01876891,"threshold_uncertainty_score":0.06278825,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285719638","doi":"10.35774/econa2020.02.017","title":"IMPLEMENTATION OF FOREIGN EXPERIENCE ON THE INVESTIGATION OF FINANCIAL CRIMES","year":2020,"lang":"en","type":"article","venue":"Economic Analysis","topic":"Business and Economic Development","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Money laundering; Legalization; State (computer science); Business; Financial transaction; Finance; Reputation; Financial services; Financial system; Political science; Law; Database transaction","authors":[{"name":"Oleksandra Vasylchyshyn","is_ca":false},{"name":"Volodymyr Tytor","is_ca":false},{"name":"Anastasia Tsar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02351721982163752,"gpt":0.2277029252200961,"spread":0.2041857053984586,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003514426,0.000272848,0.0001783311,0.001025481,0.003306312,0.003285209,0.0004518996,0.0008482796,0.00539439],"category_scores_gemma":[0.01007352,0.000150069,0.0001802245,0.000972491,0.00306754,0.002221867,0.003831299,0.001111271,0.000639309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00143176,"about_ca_system_score_gemma":0.002011795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004770918,"about_ca_topic_score_gemma":0.006634331,"domain_scores_codex":[0.9963242,0.002242312,0.0001028113,0.0001775706,0.000394875,0.0007582232],"domain_scores_gemma":[0.9939154,0.00214299,0.001164326,0.0004353806,0.00108287,0.001259142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004102537,0.0005765362,0.2333752,0.0004535347,0.00006408338,0.01238845,0.4532464,0.0009759297,0.002786583,0.0315861,0.01152682,0.2526101],"study_design_scores_gemma":[0.0000121664,0.0009068425,0.1881495,0.0004608201,0.00004477538,0.009511757,0.5353999,0.0004664163,0.002971781,0.001781193,0.2601907,0.0001042502],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9292622,0.001223843,0.0008432121,0.00216227,0.0001371676,0.0000271384,0.00004411101,0.00002396468,0.06627618],"genre_scores_gemma":[0.9881189,0.0008544734,0.0003050868,0.0003797757,0.00004052517,0.000009100298,0.00002792646,0.00001166685,0.01025256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00539439,"threshold_uncertainty_score":0.01858628,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409007970","doi":"10.35774/econa2024.03.640","title":"Public Procurement: Current Challenges, Trends, and Management Efficiency","year":2024,"lang":"en","type":"article","venue":"Economic Analysis","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Current (fluid); Procurement; Business; Industrial organization; Economics; Engineering; Marketing; Electrical engineering","authors":[{"name":"Tetiana Siomkina","is_ca":false},{"name":"I. V. Huzhavina","is_ca":false},{"name":"Andrii Kovaliov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05366931810140133,"gpt":0.2568016369221729,"spread":0.2031323188207716,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007217834,0.0003661472,0.0006821101,0.002689998,0.001693128,0.01037165,0.001558489,0.001347856,0.00492036],"category_scores_gemma":[0.007468441,0.0003129626,0.0006065649,0.006131792,0.003195203,0.006099158,0.003960644,0.001525769,0.001234083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01167491,"about_ca_system_score_gemma":0.01266403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008515215,"about_ca_topic_score_gemma":0.006248334,"domain_scores_codex":[0.9938065,0.002148999,0.0004763501,0.0006370346,0.001731309,0.001199844],"domain_scores_gemma":[0.9917961,0.003072356,0.001602815,0.0006010326,0.00229433,0.0006332517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001830974,0.0001972182,0.03311129,0.003646211,0.0001486805,0.0004889366,0.00336929,0.01890353,0.001174773,0.2908451,0.01465391,0.633278],"study_design_scores_gemma":[0.00003015848,0.0004198661,0.08455267,0.005601146,0.0001163434,0.001638661,0.03197591,0.02121031,0.004473556,0.1962911,0.6534985,0.0001917721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.3513894,0.2469413,0.0610585,0.1698781,0.0006650212,0.000162384,0.0008991398,0.0008204879,0.1681856],"genre_scores_gemma":[0.9189214,0.06346827,0.008361812,0.001604703,0.0002495777,0.0000556086,0.0003185378,0.0000748868,0.006945205],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01167491,"threshold_uncertainty_score":0.0847078,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7132816557","doi":"10.35774/econa2025.02.109","title":"Institutional strengthening of export crediting and insurance as a factor in enhancing Ukraine’s agricultural exports","year":2025,"lang":"","type":"article","venue":"Economic Analysis","topic":"Economic Issues in Ukraine","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Export credit agency; Agriculture; Agency (philosophy); Incentive; Modernization theory; Sanctions; Resilience (materials science); Risk pool","authors":[{"name":"Artem Sebalo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01237346886391721,"gpt":0.2321041145440538,"spread":0.2197306456801366,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00100722,0.0001127932,0.0001267033,0.0006704099,0.001491191,0.003331144,0.0003614154,0.0003206194,0.002428239],"category_scores_gemma":[0.001718446,0.0001216102,0.0001914096,0.0005456676,0.0024717,0.001361222,0.002884613,0.0006034281,0.0001361931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003471098,"about_ca_system_score_gemma":0.005477438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009344235,"about_ca_topic_score_gemma":0.009146214,"domain_scores_codex":[0.9994538,0.0001428092,0.00004604452,0.00007937107,0.00009290168,0.0001850039],"domain_scores_gemma":[0.9992502,0.0001503957,0.0002513403,0.0001313658,0.00009755571,0.0001190879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001016434,0.0001370649,0.179269,0.0004491343,0.00006984639,0.003569978,0.03483895,0.007465805,0.006726329,0.6427389,0.002325332,0.122308],"study_design_scores_gemma":[0.00003340107,0.0002346703,0.5305343,0.001155161,0.0001222126,0.002164942,0.06851421,0.007011037,0.007670792,0.0952383,0.2872483,0.00007274171],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9361277,0.0006954855,0.004278139,0.001894378,0.00001725641,0.00003706443,0.00006814045,0.00004679108,0.05683509],"genre_scores_gemma":[0.9975539,0.0001821702,0.0004433974,0.00005739236,0.00000338536,0.000004313368,0.00001533532,0.000003464177,0.001736647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009344235,"threshold_uncertainty_score":0.02518463,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4212959247","doi":"10.35774/econa2021.04.089","title":"ECONOMIC STIMULATION OF ENTREPRENEURSHIP DEVELOPMENT IN THE FIELD OF RENEWABLE ENERGY IN THE WORLD AND IN UKRAINE","year":2021,"lang":"en","type":"article","venue":"Economic Analysis","topic":"Business and Economic Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Renewable energy; Feed-in tariff; Energy subsidies; Incentive; Tariff; Energy security; Business; Economics; Cost of electricity by source; Energy policy; Entrepreneurship; Electricity; Environmental economics; Natural resource economics; Electricity generation; Market economy; International trade; Power (physics); Finance; Engineering","authors":[{"name":"Olena Trofymenko","is_ca":false},{"name":"Serhii Voitko","is_ca":false},{"name":"Tetiana Pavlenco","is_ca":false},{"name":"Yurii Tashcheiev","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009166484350157047,"gpt":0.2129561724078577,"spread":0.2037896880577006,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004205087,0.00008639429,0.0001369782,0.0008284742,0.0004641725,0.00180989,0.0001151663,0.0001457739,0.001591135],"category_scores_gemma":[0.0007442661,0.00006395246,0.0001878732,0.001098493,0.0004313338,0.0005790471,0.001164975,0.000234394,0.0001308209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001340128,"about_ca_system_score_gemma":0.001777373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001673319,"about_ca_topic_score_gemma":0.002634335,"domain_scores_codex":[0.9996487,0.0001187435,0.00001924163,0.00003001397,0.00007293859,0.000110413],"domain_scores_gemma":[0.9994443,0.000158935,0.0001727843,0.00002480819,0.00009428343,0.0001049271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002678059,0.0002342764,0.3404624,0.0008113309,0.0001663904,0.003671343,0.007100992,0.01159307,0.004634351,0.3402187,0.005783362,0.2850561],"study_design_scores_gemma":[0.00001455754,0.0001371203,0.8329198,0.0004215212,0.00006546501,0.001447085,0.01100828,0.005300535,0.003396349,0.03314211,0.1121123,0.00003497516],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9045146,0.002683726,0.001241956,0.001445624,0.00004218575,0.00001532538,0.0001555739,0.00001426361,0.08988672],"genre_scores_gemma":[0.9946956,0.001397971,0.0003618982,0.0000440213,0.00001102049,0.000006026608,0.0000429522,0.000002494093,0.003438056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00180989,"threshold_uncertainty_score":0.009723306,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7132827917","doi":"10.35774/econa2025.02.144","title":"International experience of institutional support for small business in conditions of economic imbalances","year":2025,"lang":"","type":"article","venue":"Economic Analysis","topic":"Economic Issues in Ukraine","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"General partnership; Small business; Corporate governance; Order (exchange); Adaptation (eye); Service (business); Psychological resilience; Institutional analysis","authors":[{"name":"Armen Khodzhaian","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02336860625731066,"gpt":0.2861889252734605,"spread":0.2628203190161499,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002773664,0.0003189152,0.0003994769,0.000970828,0.007335966,0.005555818,0.0008195251,0.001149342,0.003931669],"category_scores_gemma":[0.005070949,0.0002020129,0.0001842655,0.001675871,0.008703404,0.004229002,0.009719498,0.002794082,0.0003460114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003762925,"about_ca_system_score_gemma":0.00369445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009227932,"about_ca_topic_score_gemma":0.01130208,"domain_scores_codex":[0.9970673,0.001307738,0.0001242287,0.0001796072,0.0002927783,0.001028429],"domain_scores_gemma":[0.996098,0.0009535993,0.0007242928,0.0002163623,0.000358633,0.001648991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00008206215,0.00007574937,0.01757634,0.0001292362,0.00001362407,0.003593199,0.9276665,0.0004143018,0.001299319,0.02280637,0.003565233,0.022778],"study_design_scores_gemma":[0.000004190247,0.00007812402,0.01187726,0.0001462648,0.000006238729,0.0008353344,0.8977284,0.0001522398,0.0004348081,0.0009594479,0.0877502,0.00002744091],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646059,0.0008746212,0.0005553846,0.003507508,0.00007820068,0.00001333553,0.000029991,0.00002122819,0.03031395],"genre_scores_gemma":[0.9973474,0.000405729,0.00007291086,0.0002121587,0.00001228358,0.000006014463,0.00001526399,0.000009374568,0.001918959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009227932,"threshold_uncertainty_score":0.02730209,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}