{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"20348f5f8e0b","filters":{"venue":"Проблеми сучасних трансформацій Серія економіка та управління"}},"results":[{"id":"W4385189088","doi":"10.54929/2786-5738-2023-9-04-01","title":"Problems of Development of the Agricultural Insurance Market in Ukraine","year":2023,"lang":"en","type":"article","venue":"Проблеми сучасних трансформацій Серія економіка та управління","topic":"Agriculture Market Analysis Ukraine","field":"Agricultural and Biological Sciences","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":"Ukrainian; Agriculture; Business; Income protection insurance; Insurance law; Agricultural economics; Economic growth; General insurance; Insurance policy; Finance; Economics; Geography","authors":[{"name":"І.Ю. Кисільова","is_ca":false},{"name":"Ярослав Валерійович Краснощок","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01181085808114801,"gpt":0.1895748540341709,"spread":0.1777639959530229,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001504143,0.0005387271,0.0009181968,0.0001206718,0.0002711246,0.00004323606,0.00140532,0.0002927682,0.000573225],"category_scores_gemma":[0.0003654867,0.0001822073,0.0004731218,0.00564815,0.000272046,0.000242198,0.0006053644,0.000419831,0.00005770964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001063947,"about_ca_system_score_gemma":0.00007326196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003526709,"about_ca_topic_score_gemma":0.006100097,"domain_scores_codex":[0.9953263,0.0003948986,0.001557458,0.0007544925,0.001095362,0.0008714262],"domain_scores_gemma":[0.9978178,0.0005248954,0.0008243732,0.0003289848,0.0003388611,0.0001651039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001801845,0.0008020364,0.2599722,0.0003417103,0.0002940662,0.00001675938,0.004202757,0.0004171547,0.6474649,0.0003780303,0.01667611,0.0692541],"study_design_scores_gemma":[0.0004926043,0.00008869253,0.9582078,0.000309076,0.00003248723,0.000009374876,0.001326202,0.0001139319,0.01318854,0.0001433028,0.02562871,0.0004592773],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875142,0.0004719697,0.000002089783,0.001516475,0.0002603406,0.0008470244,0.0001006307,0.000151583,0.009135682],"genre_scores_gemma":[0.995678,0.0001464429,0.0002729985,0.00007478669,0.0001867767,0.000113809,0.0001315815,0.000006405647,0.003389177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6982356,"threshold_uncertainty_score":0.7430197,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413479712","doi":"10.54929/2786-5738-2025-20-02-03","title":"Стимули та ризики іноземного інвестування у зеленій енергетиці України","year":2025,"lang":"uk","type":"article","venue":"Проблеми сучасних трансформацій Серія економіка та управління","topic":"Sustainable Finance and Green Bonds","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":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Business","authors":[{"name":"Я. І. Щербак","is_ca":true},{"name":"T. Nagachevska","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01235397066291929,"gpt":0.218208673339425,"spread":0.2058547026765057,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.003866426,0.003429381,0.005325105,0.003429946,0.002341907,0.001883484,0.004838426,0.003130053,0.007241643],"category_scores_gemma":[0.002083436,0.004364458,0.002657307,0.00716003,0.001409758,0.002504859,0.002322073,0.003607936,0.01382991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002507215,"about_ca_system_score_gemma":0.002591397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006384572,"about_ca_topic_score_gemma":0.001490893,"domain_scores_codex":[0.9804193,0.0004474772,0.006320304,0.00587188,0.0008556984,0.006085276],"domain_scores_gemma":[0.9873416,0.001254436,0.003004546,0.006068004,0.000981088,0.001350314],"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":[0.000775138,0.002214523,0.1897435,0.001819331,0.001855854,0.0007942102,0.002769778,0.0004072539,0.00009996032,0.471613,0.2931272,0.03478032],"study_design_scores_gemma":[0.007146955,0.0007951622,0.06165162,0.001372798,0.0004935801,0.00007597471,0.003122627,0.002514523,0.0005934071,0.07082561,0.8469401,0.004467628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2404699,0.1641711,0.006820214,0.02591888,0.02520017,0.006193819,0.004466141,0.001813832,0.524946],"genre_scores_gemma":[0.7044812,0.01224,0.00186091,0.007963723,0.003237143,0.000675624,0.0005831295,0.0006992967,0.2682589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5538129,"threshold_uncertainty_score":0.9991527,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}