{"meta":{"query_hash":"4693bdb48f69","filters":{"venue":"Finance and Credit"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/4693bdb48f69","api":"https://metacan.xera.ac/api/v1/cohort?venue=Finance+and+Credit"},"results":[{"id":"W3015468516","doi":"10.24891/fc.26.3.590","title":"Reserve funds of federal subjects: A comparative analysis of nature and practice in Russia and the U.S.","year":2020,"lang":"en","type":"article","venue":"Finance and Credit","topic":"Economic and Technological Developments in Russia","field":"Social Sciences","cited_by":2,"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":"Russian federation; Christian ministry; Executive summary; Accounting; Bank reserves; Business; Political science; Finance; Economics; Economic policy; Central bank; Law; Reserve requirement; Monetary policy","score_opus":0.03261562396981064,"score_gpt":0.32217581796405537,"score_spread":0.2895601939942447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3015468516","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":[0.9623334,0.0032527281,0.000010685935,0.0095719695,0.000019044772,0.000100801495,0.000011525975,0.0000067056526,0.024693167],"genre_scores_gemma":[0.99653757,0.0027421268,0.0003703215,0.0002526372,0.00001567317,0.0000053458734,0.0000015083215,8.7349065e-7,0.00007395066],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9994793,0.00008292432,0.00015062538,0.00013290295,0.00007152773,0.00008272796],"domain_scores_gemma":[0.9993437,0.0004363902,0.00012633998,0.00004919592,0.000024727588,0.000019665637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038430438,0.000047629666,0.00025036169,0.00003565631,0.00009746847,0.000020551737,0.00009148568,0.00009803103,0.00001311618],"category_scores_gemma":[0.00048003125,0.000032048505,0.00001907731,0.0004151032,0.0006145635,0.00012981198,0.00006348202,0.00015162826,1.6024772e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007210888,0.000055991837,0.19234261,0.0000341404,0.00034663195,0.0000074799,0.07428491,0.000015332726,0.000016444035,0.72557044,0.0013202728,0.005284636],"study_design_scores_gemma":[0.001427484,0.00012737825,0.904117,0.000042302814,0.00014731231,8.4041784e-7,0.029644063,0.0012798804,0.00007044732,0.010515298,0.052469317,0.00015867087],"about_ca_topic_score_codex":0.0004524857,"about_ca_topic_score_gemma":0.0008956155,"teacher_disagreement_score":0.71505517,"about_ca_system_score_codex":0.0000060214447,"about_ca_system_score_gemma":0.00002767546,"threshold_uncertainty_score":0.22643849},"labels":[],"label_agreement":null},{"id":"W3016006870","doi":"10.24891/fc.26.3.685","title":"Main approaches to estimating the cost of shareholder equity of oil and gas producers","year":2020,"lang":"en","type":"article","venue":"Finance and Credit","topic":"Coal and Coke Industries Research","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":"Petroleum industry; Discounted cash flow; Fossil fuel; Petroleum; Shareholder; Corporation; Profit (economics); Equity (law); Cost of capital; Cash flow; Natural gas; Business; Economics; Finance; Engineering; Corporate governance; Microeconomics","score_opus":0.22825401900247386,"score_gpt":0.298415648114342,"score_spread":0.07016162911186816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3016006870","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":[0.968624,0.0005159126,0.00015549318,0.01470081,0.000044667835,0.000111920155,0.00005454708,0.000012006993,0.015780643],"genre_scores_gemma":[0.9985593,0.00005123161,0.0003531969,0.00009958503,0.00017886542,0.000028820732,0.000004269909,0.000005704066,0.00071901747],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994014,0.000019204977,0.00012712774,0.00016174892,0.00014869499,0.00014185776],"domain_scores_gemma":[0.99971664,0.000051344516,0.00004156093,0.00012167044,0.000024250985,0.00004455196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013602246,0.00006322251,0.00012755558,0.000012592418,0.000057878067,0.000017794784,0.00013178527,0.000033224507,0.000046547073],"category_scores_gemma":[0.0001827683,0.000044294167,0.000016606653,0.00017063289,0.000105567764,0.000042987154,0.000248525,0.000107409345,0.0000022332356],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007392303,0.000018255096,0.00059251353,0.00016727904,0.000011566795,0.000002794167,0.0017579811,0.0018362737,0.00069840875,0.002482047,0.0050493213,0.98730963],"study_design_scores_gemma":[0.0031299815,0.0023159268,0.074099585,0.0010923363,0.00011540556,0.000042246254,0.009103472,0.15491505,0.07543812,0.005188766,0.67336917,0.0011899775],"about_ca_topic_score_codex":0.0002071727,"about_ca_topic_score_gemma":0.00004132286,"teacher_disagreement_score":0.9861197,"about_ca_system_score_codex":0.0000059008253,"about_ca_system_score_gemma":0.000033937205,"threshold_uncertainty_score":0.18062638},"labels":[],"label_agreement":null},{"id":"W3046354089","doi":"10.24891/fc.26.7.1469","title":"On strategy for the development of multifunctional social infrastructure complexes in the ‘Smart City’ paradigm","year":2020,"lang":"en","type":"article","venue":"Finance and Credit","topic":"Economic and Industrial Development","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":"Project commissioning; Quarter (Canadian coin); Space (punctuation); Computer science; Balance (ability); Operations research; Supply and demand; Risk analysis (engineering); Business; Engineering; Publishing; Economics; Geography; Medicine","score_opus":0.10824715058354388,"score_gpt":0.24710207612191054,"score_spread":0.13885492553836665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3046354089","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":[0.9807099,0.0005596268,0.0042802887,0.007948872,0.00045742287,0.0006189995,0.00026564032,0.0000093248955,0.0051499205],"genre_scores_gemma":[0.99848574,0.000042486234,0.000307121,0.00073829404,0.00025199758,0.00006435609,0.000024931243,0.0000055481605,0.00007952771],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.999231,0.000006474862,0.00040936357,0.00018896794,0.000027292648,0.00013693645],"domain_scores_gemma":[0.99960375,0.00013156525,0.00017345735,0.000067310066,0.000008945192,0.000014984571],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002565396,0.00009365051,0.00020399668,0.000027082822,0.00018106781,0.000027812499,0.00016989867,0.00006564381,0.000108120126],"category_scores_gemma":[0.000038574228,0.00006900581,0.000041277668,0.000087162,0.000060250874,0.00006151453,0.000023565583,0.00012846336,0.0000139784315],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025693205,0.000072924486,0.026344365,0.00004287055,0.000077383505,6.3259085e-7,0.008661083,0.0012996253,0.000005047649,0.8871487,0.049577765,0.02651269],"study_design_scores_gemma":[0.0009432583,0.00010163645,0.6252117,0.0000084172725,0.0000029069909,4.943335e-7,0.000480788,0.0022439077,0.000031098145,0.02391194,0.34692287,0.00014093037],"about_ca_topic_score_codex":0.000013253571,"about_ca_topic_score_gemma":0.000022779714,"teacher_disagreement_score":0.8632367,"about_ca_system_score_codex":0.000026068157,"about_ca_system_score_gemma":0.000050766528,"threshold_uncertainty_score":0.2813975},"labels":[],"label_agreement":null},{"id":"W3109963974","doi":"10.24891/fc.26.11.2448","title":"Non-standard functions and structures of ministries of finance under economic challenges: A case study of Western governments","year":2020,"lang":"en","type":"article","venue":"Finance and Credit","topic":"State Capitalism and Financial Governance","field":"Business, Management and Accounting","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":"Organizational structure; Finance; Process (computing); Financial structure; Financial management; Business; Political science; Economics; Public administration; Economic system; Economic policy; Accounting; Management","score_opus":0.024830699599457447,"score_gpt":0.2241792096906347,"score_spread":0.19934851009117727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3109963974","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":[0.99704593,0.0015841607,0.000082212304,0.00019182965,0.00015692679,0.00018746707,0.00016743856,0.000006427234,0.00057761325],"genre_scores_gemma":[0.99879,0.00082972576,0.000025965808,0.00006730503,0.00021099589,0.000008850542,0.0000037398786,0.000010651636,0.000052719428],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99921405,0.000003020039,0.0003044478,0.00023707726,0.0001292594,0.00011214927],"domain_scores_gemma":[0.9993487,0.000021075086,0.00042745293,0.00014368522,0.00005109975,0.000008001233],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000049769867,0.00013343357,0.00034145915,0.000027577616,0.00005675702,0.000019424775,0.00009072058,0.00004397831,0.000012214262],"category_scores_gemma":[0.000016267775,0.0001294403,0.00003107604,0.00007086503,0.000122034064,0.0003481061,0.00011678426,0.000054219287,0.0000013968591],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004166029,0.0013068953,0.7205342,0.007890732,0.0006157628,0.0010643295,0.044342283,0.0013010099,0.00063794764,0.094340414,0.024446433,0.09935396],"study_design_scores_gemma":[0.007200483,0.0017221315,0.8561417,0.00032969582,0.00033402297,0.000057624606,0.067099884,0.0008744183,0.00050801696,0.0032691646,0.061668195,0.0007946613],"about_ca_topic_score_codex":0.00059333356,"about_ca_topic_score_gemma":0.00037211654,"teacher_disagreement_score":0.1356075,"about_ca_system_score_codex":0.000008604017,"about_ca_system_score_gemma":0.000021029819,"threshold_uncertainty_score":0.5278422},"labels":[],"label_agreement":null},{"id":"W4413832332","doi":"10.24891/gstnfz","title":"Analyzing the impact of ESG strategies on the investment attractiveness of financial sector stocks","year":2025,"lang":"en","type":"article","venue":"Finance and Credit","topic":"Sustainable Finance and Green Bonds","field":"Economics, Econometrics and Finance","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":"Attractiveness; Business; Investment (military); Finance; Financial sector; Political science","score_opus":0.024530546197254942,"score_gpt":0.25420253088322564,"score_spread":0.2296719846859707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413832332","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":[0.9787467,0.0037436243,0.000903506,0.00044661877,0.00016211407,0.0002542502,0.00009026563,0.0000069415105,0.015645945],"genre_scores_gemma":[0.99851006,0.00047462384,0.000017270926,0.000109971734,0.00007672504,0.000050632065,0.0000035774149,0.00000810394,0.0007490439],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9990248,0.000022136997,0.0004249957,0.0002530088,0.000037008693,0.00023802597],"domain_scores_gemma":[0.9989387,0.00019350517,0.00038572797,0.0004019088,0.00006464476,0.00001555591],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035693866,0.00016180983,0.00039397395,0.00014089626,0.00016951111,0.00003758672,0.00027794475,0.00008813044,0.00005466948],"category_scores_gemma":[0.00012273074,0.000106622305,0.00017153457,0.0005069779,0.0002112427,0.00017977644,0.00006246061,0.00018556423,0.0000047690874],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013504953,0.00012548547,0.1019289,0.00007550082,0.000087958324,0.000003884603,0.00069929316,0.0017944378,0.000026466469,0.88805693,0.0043728002,0.0026932776],"study_design_scores_gemma":[0.00040983205,0.00034360515,0.8876578,0.000111048066,0.0000135069795,0.0000011287668,0.0005554432,0.00070648047,0.0004149631,0.103184365,0.0064484533,0.00015335596],"about_ca_topic_score_codex":0.00066950126,"about_ca_topic_score_gemma":0.000025487481,"teacher_disagreement_score":0.78572893,"about_ca_system_score_codex":0.00006284047,"about_ca_system_score_gemma":0.0001776196,"threshold_uncertainty_score":0.43479314},"labels":[],"label_agreement":null}]}