{"meta":{"query_hash":"9d934fc11f37","filters":{"venue":"PROBLEMS OF SYSTEMIC APPROACH IN THE ECONOMY"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/9d934fc11f37","api":"https://metacan.xera.ac/api/v1/cohort?venue=PROBLEMS+OF+SYSTEMIC+APPROACH+IN+THE+ECONOMY"},"results":[{"id":"W4285287627","doi":"10.32782/2520-2200/2022-1-9","title":"FINANCIAL POLICY OF THE HIGHER EDUCATION INDUSTRY: FOREIGN EXPERIENCE FOR UKRAINE","year":2022,"lang":"en","type":"article","venue":"PROBLEMS OF SYSTEMIC APPROACH IN THE ECONOMY","topic":"Economic Issues in Ukraine","field":"Economics, Econometrics and Finance","cited_by":1,"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":"Diversification (marketing strategy); China; Higher education; Business; Finance; Context (archaeology); Economic growth; State (computer science); Economic policy; Political science; Economics; Geography","score_opus":0.04802580492339736,"score_gpt":0.24739133988850537,"score_spread":0.199365534965108,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285287627","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":[0.62276286,0.005408283,0.0005561283,0.0020145534,0.0010720874,0.0047292407,0.00039631012,0.000022307575,0.3630382],"genre_scores_gemma":[0.99401706,0.000015601578,0.00055704877,0.00037810404,0.00028759887,0.0032759241,0.00001971097,0.000026733114,0.0014221885],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99791574,0.00007249324,0.0012783397,0.00039566186,0.00004187839,0.00029588013],"domain_scores_gemma":[0.9977962,0.00011014901,0.0012946079,0.00074114045,0.000034087545,0.000023841561],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019247897,0.00017348187,0.0005221654,0.00025572215,0.00015392179,0.000020704174,0.0013371829,0.0001328768,0.00011721615],"category_scores_gemma":[0.00010141543,0.00015167656,0.0001675451,0.0004404658,0.00015897797,0.00016613849,0.0002545819,0.0003496485,0.0000040146424],"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":[0.0000144634705,0.00020091346,0.018550422,0.0003757507,0.0000205284,3.981395e-8,0.00993228,0.0040325457,0.000011360801,0.9659174,0.0007723828,0.0001718923],"study_design_scores_gemma":[0.002658299,0.00028671123,0.0069737057,0.00023624465,0.000021883254,0.00009281213,0.010750021,0.004988129,0.00016284928,0.7274366,0.24561888,0.00077384355],"about_ca_topic_score_codex":0.00046563116,"about_ca_topic_score_gemma":0.0000025280751,"teacher_disagreement_score":0.3712542,"about_ca_system_score_codex":0.00035532686,"about_ca_system_score_gemma":0.00022671433,"threshold_uncertainty_score":0.61851907},"labels":[],"label_agreement":null},{"id":"W4321513775","doi":"10.32782/2520-2200/2022-3-3","title":"SCALE OF THE PROBLEM OF PROVIDING ENERGY SECURITY","year":2022,"lang":"en","type":"article","venue":"PROBLEMS OF SYSTEMIC APPROACH IN THE ECONOMY","topic":"Global Energy Security and Policy","field":"Energy","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":"Energy security; National security; Energy subsidies; Energy consumption; Geopolitics; Business; Subsidy; Scale (ratio); Consumption (sociology); Government (linguistics); Energy policy; International trade; Natural resource economics; Economics; Market economy; Engineering; Renewable energy; Political science","score_opus":0.01269447509752007,"score_gpt":0.1967491263629105,"score_spread":0.18405465126539045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321513775","genre_codex":"other","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":[0.40964764,0.0028136354,0.0000763735,0.0006414821,0.00018245223,0.001509463,0.00010927964,0.00004234677,0.5849773],"genre_scores_gemma":[0.99886245,0.000020906407,0.00022683229,0.0000851654,0.0000519748,0.0005466801,0.00001332683,0.000020220274,0.00017247259],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99744076,0.0006506809,0.0010258044,0.00029056246,0.000275078,0.0003171427],"domain_scores_gemma":[0.9982298,0.00011166289,0.000899651,0.00066239556,0.00006253929,0.000033976954],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015703363,0.00019578097,0.0005225814,0.00012421982,0.0001310715,0.000010809046,0.0014139033,0.00009084969,0.000029631454],"category_scores_gemma":[0.000010304152,0.00012407308,0.00021816934,0.00057609874,0.00020041928,0.00011986399,0.00045141805,0.00028309674,6.9184983e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029461866,0.00036250392,0.0018361657,0.0016236592,0.000072176954,2.98777e-7,0.014569254,0.07715399,0.0006142787,0.9026402,0.0002586955,0.00083930115],"study_design_scores_gemma":[0.00535183,0.0007506388,0.00053028925,0.0019349016,0.00026609542,0.0007689243,0.050830953,0.01649366,0.028302932,0.5038137,0.38944948,0.0015065966],"about_ca_topic_score_codex":0.012636677,"about_ca_topic_score_gemma":0.0003865222,"teacher_disagreement_score":0.5892148,"about_ca_system_score_codex":0.000115587885,"about_ca_system_score_gemma":0.00014519053,"threshold_uncertainty_score":0.99393827},"labels":[],"label_agreement":null}]}