{"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":"32fbd19e14cb","filters":{"venue":"Economic and Regional Studies / Studia Ekonomiczne i Regionalne"}},"results":[{"id":"W4280547014","doi":"10.2478/ers-2022-0005","title":"Farmers’ Perception of Causes and Consequences of their Indebtedness in Haryana, India","year":2022,"lang":"en","type":"article","venue":"Economic and Regional Studies / Studia Ekonomiczne i Regionalne","topic":"Agricultural Economics and Practices","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Loan; Agriculture; Perception; Feeling; Socioeconomics; Agricultural economics; Business; Agricultural science; Economics; Psychology; Geography; Finance; Social psychology","authors":[{"name":"Babloo Jakhar","is_ca":false},{"name":"Rohtas Kait","is_ca":false},{"name":"Vijay Kumar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0497405521989605,"gpt":0.2485314965588946,"spread":0.1987909443599341,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006505371,0.0001821047,0.0001864841,0.0006271271,0.001277816,0.001027208,0.0003350258,0.0003632853,0.001657667],"category_scores_gemma":[0.001814071,0.0001776257,0.0001415961,0.0005726169,0.001110977,0.0004060876,0.0006719787,0.0003941005,0.0001529138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005861195,"about_ca_system_score_gemma":0.0005283477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007809199,"about_ca_topic_score_gemma":0.00864381,"domain_scores_codex":[0.9993598,0.0002291638,0.00003776735,0.00005818271,0.0001413645,0.0001737559],"domain_scores_gemma":[0.9979604,0.0006392659,0.000747335,0.00006613096,0.0002197571,0.0003671397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008541983,0.000119285,0.933965,0.0000941633,0.00003400619,0.003727867,0.04907321,0.0001645013,0.002395542,0.0002633109,0.000403322,0.009674241],"study_design_scores_gemma":[0.000002427281,0.0001833089,0.9008564,0.00002759456,0.00001037611,0.0007459381,0.09704173,0.0001160217,0.0001820687,0.0001135377,0.000706301,0.00001418862],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995159,0.0000466927,0.00001559723,0.00006723678,0.000001696755,0.000002071771,0.000007473611,9.640569e-7,0.0003423168],"genre_scores_gemma":[0.9998057,0.00005048993,0.00001195192,0.00001059837,0.000001299837,0.000001416917,0.000003902752,2.14765e-7,0.0001143868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007809199,"threshold_uncertainty_score":0.01552749,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285407798","doi":"10.2478/ers-2022-0016","title":"Leadership in Organisations: Characteristics, Importance, Methods of Management in Different Sectors","year":2022,"lang":"en","type":"article","venue":"Economic and Regional Studies / Studia Ekonomiczne i Regionalne","topic":"Business and Economic Development","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Creativity; Quarter (Canadian coin); Leadership studies; Subject (documents); Public relations; Field (mathematics); Work (physics); Phenomenon; Institution; Coronavirus disease 2019 (COVID-19); Sociology; Political science; Engineering ethics; Leadership style; Management; Social science; Engineering; Computer science; Geography; Mechanical engineering","authors":[{"name":"Nikodem Patejczyk","is_ca":false},{"name":"Edgar Kobos","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0985007525604667,"gpt":0.277957704341245,"spread":0.1794569517807783,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005038635,0.0001508821,0.0002487409,0.002717186,0.001121576,0.00295011,0.000440698,0.0003416093,0.002602153],"category_scores_gemma":[0.02080652,0.0001281417,0.0002233169,0.002453918,0.001239043,0.001103097,0.00128818,0.0003599943,0.0004394701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001283334,"about_ca_system_score_gemma":0.001922217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001003591,"about_ca_topic_score_gemma":0.001497538,"domain_scores_codex":[0.9943867,0.002965601,0.0004093321,0.0003540799,0.001349971,0.0005344485],"domain_scores_gemma":[0.97541,0.01261019,0.00590474,0.0008269125,0.002951752,0.002296458],"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":[0.0001902367,0.0003863929,0.8129185,0.0004227309,0.00005836237,0.0003337305,0.07116614,0.000199655,0.001119097,0.004864805,0.001388249,0.1069522],"study_design_scores_gemma":[0.00002041457,0.0002089882,0.8877046,0.0004388433,0.00002191056,0.0008793983,0.09462398,0.0006210502,0.0002985774,0.002704868,0.01244341,0.00003404728],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832692,0.00279046,0.001504284,0.0006107082,0.00005482668,0.00009141733,0.00006640149,0.00001840315,0.01159431],"genre_scores_gemma":[0.9984558,0.0002879823,0.0005591758,0.0000310736,0.00001336983,0.00003460061,0.00002171284,0.000004788968,0.0005915668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005038635,"threshold_uncertainty_score":0.02664715,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387347018","doi":"10.2478/ers-2023-0027","title":"Constraints in credit accessibility from primary agricultural cooperative societies in Haryana state, India","year":2023,"lang":"en","type":"article","venue":"Economic and Regional Studies / Studia Ekonomiczne i Regionalne","topic":"Microfinance and Financial Inclusion","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":"Beneficiary; Unavailability; Loan; Agriculture; Business; Sample (material); Nonprobability sampling; Work (physics); Finance; Quarter (Canadian coin); Agricultural science; Economics; Population; Mathematics; Statistics; Engineering","authors":[{"name":"Suninder Singh","is_ca":false},{"name":"Abhey Singh","is_ca":false},{"name":"Choote Lal","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05017670219936063,"gpt":0.263192519805831,"spread":0.2130158176064704,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00064607,0.0001834362,0.0002030894,0.001248234,0.001990533,0.001637244,0.0006000146,0.0002526011,0.005123189],"category_scores_gemma":[0.003533229,0.0001731868,0.0001497139,0.002254822,0.0008642956,0.0004803366,0.002014531,0.0003574624,0.0002639747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001468659,"about_ca_system_score_gemma":0.003081266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04245125,"about_ca_topic_score_gemma":0.05960822,"domain_scores_codex":[0.9989453,0.0002949292,0.00009278412,0.0001083563,0.0001989669,0.0003596283],"domain_scores_gemma":[0.9955276,0.001282268,0.001434458,0.0001701143,0.0006124799,0.0009731757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005661885,0.00009052162,0.9604033,0.0001444855,0.00002261198,0.001479502,0.02123786,0.0003458386,0.0004007158,0.0006588512,0.001304817,0.0138549],"study_design_scores_gemma":[0.000003572622,0.00006089926,0.93119,0.00006030744,0.000009725927,0.0005434274,0.06480685,0.0002106459,0.00006437601,0.0002188099,0.002820764,0.00001067642],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985127,0.00006805563,0.00002949265,0.0000959094,0.000001383026,0.000009934493,0.00009841886,0.000001484532,0.001182636],"genre_scores_gemma":[0.9995202,0.00006825371,0.00003271103,0.00001039003,0.0000013899,0.000008463321,0.00005148833,5.07099e-7,0.0003065437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04245125,"threshold_uncertainty_score":0.08440834,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413025512","doi":"10.2478/ers-2025-0014","title":"Trade Openness, Foreign Direct Investment and Environmental Sustainability Nexus in Nigeria","year":2025,"lang":"en","type":"article","venue":"Economic and Regional Studies / Studia Ekonomiczne i Regionalne","topic":"Natural Resources and Economic Development","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":"University of Lethbridge","funders":"","keywords":"Nexus (standard); Openness to experience; Foreign direct investment; Sustainability; Business; Investment (military); International economics; Economics; International trade; Natural resource economics; Political science; Macroeconomics; Ecology; Psychology; Politics; Biology","authors":[{"name":"Emmanuel T. Ideba","is_ca":true},{"name":"Anthony Orji","is_ca":false},{"name":"Onyinye I. Anthony‐Orji","is_ca":false},{"name":"Chineze Hilda Nevoh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02233635986360831,"gpt":0.2307223161465608,"spread":0.2083859562829525,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003687479,0.0001569657,0.0001700563,0.00100501,0.0005072039,0.001387768,0.00009724616,0.0002253549,0.003036097],"category_scores_gemma":[0.001332729,0.0001008402,0.0001543504,0.001229421,0.0006883049,0.0006554867,0.0006236463,0.000482039,0.0001159603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009937491,"about_ca_system_score_gemma":0.001269562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009027426,"about_ca_topic_score_gemma":0.01203588,"domain_scores_codex":[0.9998502,0.00003526983,0.0000171123,0.00002302325,0.00002808665,0.00004619423],"domain_scores_gemma":[0.9980818,0.0009190945,0.000673252,0.00002667333,0.0001322995,0.0001667961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001017819,0.0001005875,0.9719658,0.0001595848,0.00005170565,0.001222858,0.0009647462,0.003234285,0.0004499581,0.01004156,0.0003838041,0.01132348],"study_design_scores_gemma":[0.00001201514,0.000078237,0.9662308,0.0006026911,0.00008261393,0.0008544225,0.01278943,0.006160886,0.0006961938,0.007513535,0.004962389,0.00001687308],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883066,0.001695333,0.00014492,0.0005438921,0.00001554773,0.000007553275,0.0001132442,0.000002378281,0.009170519],"genre_scores_gemma":[0.9985539,0.0007858587,0.0000519429,0.00001817026,0.000004889438,0.00000325772,0.00003477706,5.89584e-7,0.000546536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009027426,"threshold_uncertainty_score":0.01794976,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3021473147","doi":"10.2478/ers-2020-0006","title":"The Assessment of Three Measures (101, 103, 302) Under the National Plan of Agriculture and Rural Development of Kosovo","year":2020,"lang":"en","type":"article","venue":"Economic and Regional Studies / Studia Ekonomiczne i Regionalne","topic":"Regional Development and Management Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"European Commission; Manitoba Agriculture, Food and Rural Development","keywords":"Agriculture; Diversification (marketing strategy); Pillar; Business; National Development Plan; Government (linguistics); Sustainable development; Rural area; Economic growth; Agribusiness; Agricultural economics; Economics; Marketing; Geography; Poverty; Political science","authors":[{"name":"Nol Krasniqi","is_ca":false},{"name":"Henrietta Nagy","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1147656700946423,"gpt":0.2625233477467316,"spread":0.1477576776520892,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005084201,0.0005199331,0.0002592561,0.003063871,0.0004627961,0.001665872,0.0006007748,0.0004035127,0.003027844],"category_scores_gemma":[0.008206254,0.0001508036,0.0003121209,0.00331536,0.0005783155,0.0008127387,0.00158406,0.0005039719,0.0004219486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003550548,"about_ca_system_score_gemma":0.004658949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01545848,"about_ca_topic_score_gemma":0.01207335,"domain_scores_codex":[0.9960548,0.001393122,0.0003455714,0.0002409552,0.001518997,0.0004466328],"domain_scores_gemma":[0.9911781,0.001350187,0.002854467,0.0003294249,0.003463286,0.0008244858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002679813,0.0003455972,0.879062,0.0003956501,0.0001416724,0.0001431229,0.001094311,0.007897799,0.001048116,0.01548252,0.01440111,0.07972013],"study_design_scores_gemma":[0.0000151506,0.0003045895,0.9821191,0.00006992617,0.00001624055,0.00005021571,0.001133076,0.001761003,0.0006999446,0.0006972566,0.01311688,0.00001658565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9324729,0.0006491529,0.002442154,0.001173449,0.00004754105,0.0006805646,0.01003692,0.00005137997,0.05244595],"genre_scores_gemma":[0.9872097,0.0001288463,0.002981089,0.00008731156,0.00001553458,0.0006590815,0.006259142,0.000009020843,0.002650218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01545848,"threshold_uncertainty_score":0.03073698,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7139974926","doi":"10.2478/ers-2025-0036","title":"Cryptocurrency as Compensation: Legal and Economic Aspects for Labor Remuneration","year":2025,"lang":"en","type":"article","venue":"Economic and Regional Studies / Studia Ekonomiczne i Regionalne","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","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":"Remuneration; Payroll; Cryptocurrency; Salary; Corporate governance; Harmonization; Ambiguity; Government (linguistics)","authors":[{"name":"Olena H. Sereda","is_ca":false},{"name":"Oleksandr A. Yakovlyev","is_ca":false},{"name":"Yuliia Burniagina","is_ca":false},{"name":"Irina A. Vetukhova","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02625924481730488,"gpt":0.2702346776099462,"spread":0.2439754327926413,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003856003,0.0002494365,0.0002379223,0.002155986,0.002936311,0.008646904,0.0008408004,0.0009617556,0.008567192],"category_scores_gemma":[0.01257235,0.0001346924,0.0002742522,0.002440554,0.007640051,0.003347783,0.002904833,0.001347828,0.0005804265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007057414,"about_ca_system_score_gemma":0.006585344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008332646,"about_ca_topic_score_gemma":0.01070764,"domain_scores_codex":[0.9956595,0.001721439,0.0002544608,0.0003446197,0.001299878,0.000719997],"domain_scores_gemma":[0.9888527,0.004384562,0.002945716,0.001391955,0.001599329,0.00082576],"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":[0.000121857,0.0001350942,0.02907789,0.0002901696,0.00001595256,0.0003730228,0.004451684,0.002754452,0.0007669487,0.8323218,0.00294387,0.126747],"study_design_scores_gemma":[0.0000810798,0.0005008226,0.172636,0.004948889,0.0001250394,0.001563152,0.03646535,0.01354836,0.004945896,0.3471688,0.4178056,0.0002109651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4902953,0.009437512,0.02269473,0.01422982,0.0003104815,0.0002959522,0.0002256322,0.00008390831,0.4624266],"genre_scores_gemma":[0.9917158,0.0007176665,0.001471816,0.0001914835,0.00008151137,0.00002316795,0.00001498894,0.000007116952,0.005776583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008646904,"threshold_uncertainty_score":0.05120534,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}