{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"1cadada53880","filters":{"venue":"Efektyvna ekonomika"}},"results":[{"id":"W4391221909","doi":"10.32702/2307-2105.2024.1.50","title":"ШТУЧНИЙ ІНТЕЛЕКТ ТА НАПРЯМИ ВИКОРИСТАННЯ В БАНКІВСЬКІЙ ДІЯЛЬНОСТІ","year":2024,"lang":"uk","type":"article","venue":"Efektyvna ekonomika","topic":"Military Technology and Strategies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Materials science","authors":[{"name":"О. Л. Руда","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008434513014727502,"gpt":0.2095223980831298,"spread":0.2010878850684023,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001942128,0.0003657471,0.0002484321,0.001484582,0.002162558,0.006878258,0.0006424127,0.001374509,0.01623501],"category_scores_gemma":[0.005541822,0.0004704828,0.0003246153,0.001280102,0.004574604,0.00240796,0.00184301,0.002168149,0.004945451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002555897,"about_ca_system_score_gemma":0.005841941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007888453,"about_ca_topic_score_gemma":0.006345018,"domain_scores_codex":[0.9970004,0.0005994222,0.0001323554,0.0003715871,0.001545685,0.0003504768],"domain_scores_gemma":[0.997802,0.0006534398,0.000135683,0.0003197899,0.0008914181,0.0001977285],"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":[0.00005423322,0.00003566722,0.0008030924,0.0001478388,0.00001164867,0.0002888685,0.007451776,0.000555355,0.005394421,0.9033741,0.004702343,0.07718084],"study_design_scores_gemma":[0.00003470726,0.000088703,0.003295393,0.0002913798,0.00004433444,0.0006831964,0.008707075,0.001029039,0.009753708,0.2654384,0.7105282,0.0001059284],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08495878,0.003965016,0.09446514,0.008012776,0.001392166,0.000220425,0.0002815252,0.000367095,0.8063371],"genre_scores_gemma":[0.8131196,0.003038997,0.05878869,0.0004799247,0.0002986444,0.0003298156,0.0001422901,0.0002819357,0.1235201],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01623501,"threshold_uncertainty_score":0.05431157,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2913651641","doi":"10.32702/2307-2105-2018.10.61","title":"MODELING OF POTENTIAL FRAUDSTER'S PORTRAIT AND BANKING FRAUD VICTIM’S PORTRAIT","year":2018,"lang":"en","type":"article","venue":"Efektyvna ekonomika","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"","keywords":"Portrait; Business; Art; Art history","authors":[{"name":"Hanna Yarovenko","is_ca":true},{"name":"Viktoriia Kovach","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02029565519164038,"gpt":0.2041071176022736,"spread":0.1838114624106332,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004622983,0.0004226446,0.0002544131,0.0009686522,0.001171861,0.002916181,0.001044908,0.001595201,0.0254485],"category_scores_gemma":[0.002765507,0.0003133762,0.000666272,0.0007548551,0.0008918614,0.002386672,0.001558423,0.001193491,0.00223369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001972537,"about_ca_system_score_gemma":0.001171693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02457642,"about_ca_topic_score_gemma":0.02476162,"domain_scores_codex":[0.9997178,0.0001018487,0.00001159214,0.00005964783,0.00004964958,0.00005945791],"domain_scores_gemma":[0.999423,0.0002794586,0.00007548501,0.00004017153,0.00008894325,0.00009286578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006088717,0.0005281501,0.1445771,0.0005047589,0.0001194546,0.00589142,0.02183572,0.3934869,0.003047502,0.2982176,0.0425537,0.08862881],"study_design_scores_gemma":[0.00005552233,0.0001131501,0.02063636,0.0001545794,0.00007499901,0.001076338,0.01236598,0.8700488,0.0006897856,0.04611065,0.04859389,0.00008000523],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6431559,0.001445208,0.07833301,0.008739235,0.0005202426,0.0003355263,0.002799559,0.0006274401,0.264044],"genre_scores_gemma":[0.9582384,0.0004573597,0.008709213,0.0001463733,0.00003705943,0.000132712,0.0007363569,0.00005189441,0.03149074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0254485,"threshold_uncertainty_score":0.08513373,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3216768961","doi":"10.32702/2307-2105-2021.11.21","title":"TYPES AND FUNCTIONS OF BUSINESS SCHEMES AND BANKING OPERATIONS IN OFFSHORE JURISDICTIONS","year":2021,"lang":"en","type":"article","venue":"Efektyvna ekonomika","topic":"Law, logistics, and international trade","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Business; Submarine pipeline; Finance; Geology; Oceanography","authors":[{"name":"G. Shamborovskyi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02177782397338959,"gpt":0.2245572575085205,"spread":0.2027794335351309,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001060132,0.000155635,0.0002614218,0.004087342,0.0008816957,0.002998316,0.0005544228,0.000555571,0.01188692],"category_scores_gemma":[0.007891305,0.000270781,0.0003270074,0.005711851,0.001797664,0.002538321,0.002359065,0.0004085878,0.001265865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001735538,"about_ca_system_score_gemma":0.00138355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01816204,"about_ca_topic_score_gemma":0.02236785,"domain_scores_codex":[0.9980907,0.0006812929,0.0002070078,0.0002215953,0.0004136702,0.0003856496],"domain_scores_gemma":[0.9916122,0.00241707,0.003144919,0.0005804594,0.001257307,0.0009880443],"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":[0.0004133003,0.0001119141,0.846113,0.0001997988,0.00006721307,0.0004299432,0.01351274,0.002839304,0.001829134,0.0733605,0.001749359,0.05937375],"study_design_scores_gemma":[0.00001169218,0.00006382702,0.9529702,0.00008329203,0.00003413698,0.0003200769,0.02957869,0.002126895,0.0003518797,0.006655177,0.007777478,0.00002666762],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830893,0.0001860657,0.001019924,0.0001536317,0.000003061164,0.0000320527,0.0005338178,0.00001816209,0.01496401],"genre_scores_gemma":[0.9951282,0.0000920666,0.0008472789,0.000009513212,0.000002365058,0.00001823493,0.0002342722,0.000006764701,0.003661348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01816204,"threshold_uncertainty_score":0.03976572,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2800436545","doi":"","title":"COMPARATIVE ANALYSIS OF STATIC AND DYNAMIC EFFECTS OF ECONOMIC INTEGRATION IN THE CASE OF THE EU AND NAFTA","year":2017,"lang":"en","type":"article","venue":"Efektyvna ekonomika","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":"Accession; Economics; Member states; Economic integration; International economics; Unification; Inflation (cosmology); International trade; Eu countries; European union","authors":[{"name":"O. Pshyk-Kovalska","is_ca":false},{"name":"D. Mirzoieva","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02350006087434056,"gpt":0.2856692852360633,"spread":0.2621692243617228,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00137738,0.0001319264,0.0003250287,0.00198993,0.0008188703,0.002990981,0.0002904623,0.0004627494,0.00329989],"category_scores_gemma":[0.003294615,0.00009767199,0.0003843133,0.002900818,0.0009105665,0.001197899,0.001425988,0.0004573595,0.000127484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002112151,"about_ca_system_score_gemma":0.001198337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01905186,"about_ca_topic_score_gemma":0.02007604,"domain_scores_codex":[0.9991078,0.0002770674,0.00005887645,0.00009666723,0.0001843598,0.0002752407],"domain_scores_gemma":[0.9985541,0.0005171194,0.0003759902,0.00007424431,0.0003688832,0.0001096977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006466988,0.0002642962,0.5698391,0.0005914376,0.0008779239,0.009635949,0.01681668,0.01625597,0.002518866,0.2876398,0.004878791,0.09003443],"study_design_scores_gemma":[0.0000226203,0.0001222042,0.9171022,0.0002892823,0.0003743123,0.0007353021,0.03110836,0.003094639,0.001096688,0.009655797,0.03635736,0.000041231],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503728,0.003123023,0.0003881381,0.0008844878,0.00002623063,0.00001208095,0.0001353906,0.000007297479,0.04505055],"genre_scores_gemma":[0.9976731,0.0009446998,0.00007677444,0.00004161133,0.00001116875,0.000003716627,0.00007691082,0.000002958269,0.00116907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01905186,"threshold_uncertainty_score":0.03788191,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392185889","doi":"10.32702/2307-2105.2024.2.87","title":"NATIONAL AML/CFT SYSTEMS IN THE USA, CANADA AND FRANCE: FOUNDATION, TOOLS, FUTURE","year":2024,"lang":"en","type":"article","venue":"Efektyvna ekonomika","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","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":"Foundation (evidence); Library science; Political science; Engineering ethics; Environmental ethics; Engineering; Geography; Archaeology; Computer science; Philosophy","authors":[{"name":"Volodymyr Varenyk","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01217589119567132,"gpt":0.2269101106809255,"spread":0.2147342194852541,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004184749,0.0002973092,0.0002560538,0.002566574,0.002591064,0.005953752,0.001225737,0.001195999,0.009372775],"category_scores_gemma":[0.005525955,0.0002047506,0.0004226027,0.002755479,0.001571203,0.003012066,0.001726203,0.001048053,0.001397413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03484413,"about_ca_system_score_gemma":0.06852961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8601879,"about_ca_topic_score_gemma":0.7611548,"domain_scores_codex":[0.9969296,0.0003358824,0.0001264542,0.0003001619,0.001542667,0.0007652625],"domain_scores_gemma":[0.9949156,0.0004941347,0.0002391066,0.0002525888,0.003455146,0.0006433794],"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":[0.0003733069,0.0002808411,0.1221287,0.0003375359,0.00004989929,0.0003507733,0.003481752,0.01291474,0.006571155,0.1751396,0.05041481,0.6279569],"study_design_scores_gemma":[0.00005651825,0.0002681052,0.1834305,0.0004757173,0.00007795838,0.0003831589,0.009793654,0.02738306,0.01293071,0.01379011,0.7512172,0.0001931729],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4792992,0.008065608,0.04229667,0.05561039,0.0007823534,0.0007392089,0.01379291,0.004454278,0.3949594],"genre_scores_gemma":[0.8607776,0.002169247,0.04548649,0.001143367,0.000079835,0.0001388702,0.004687689,0.0002509236,0.08526603],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1398121,"threshold_uncertainty_score":0.2812708,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}