{"meta":{"query_hash":"a6bea501ce45","filters":{"venue":"Indian Economic Review"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/a6bea501ce45","api":"https://metacan.xera.ac/api/v1/cohort?venue=Indian+Economic+Review"},"results":[{"id":"W1586473637","doi":"10.1007/s41775-023-00163-2","title":"Organizational capital and optimal Ramsey taxation","year":2023,"lang":"en","type":"article","venue":"Indian Economic Review","topic":"Fiscal Policy and Economic Growth","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saint Mary's University; McMaster University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Economics; Capital (architecture); Physical capital; Microeconomics; Capital intensity; Subsidy; Capital deepening; Organizational capital; Financial capital; Optimal tax; Capital accumulation; Productivity; Labour economics; Capital formation; Monetary economics; Macroeconomics; Market economy; Human capital","score_opus":0.027875035562638647,"score_gpt":0.2278104839171714,"score_spread":0.19993544835453275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1586473637","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":[0.9184485,0.024561001,0.000056576097,0.008204299,0.0008016907,0.00066145574,0.0006024527,0.00017569878,0.04648829],"genre_scores_gemma":[0.9743601,0.021474486,0.00016133634,0.0022559133,0.00041428828,0.000055480545,0.00024661742,0.000049862578,0.0009818996],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99858403,0.000012996437,0.00069001975,0.00040889406,0.000013336441,0.00029072203],"domain_scores_gemma":[0.9990995,0.000046578418,0.00048388823,0.0002351584,0.00000775252,0.00012715464],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005458746,0.00015769668,0.00044901433,0.00020357073,0.000104021754,0.00007126856,0.00017637247,0.00008685051,0.0011181536],"category_scores_gemma":[0.00012560746,0.00019375193,0.00008418596,0.00016638292,0.000065253684,0.00031253972,0.000076782875,0.00010221659,0.01743965],"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":[0.000006617111,0.000034850786,0.13286167,0.0014064458,0.00015869457,0.0000144079795,0.0012631401,0.00007634275,0.0000034993193,0.805008,0.052012313,0.0071540154],"study_design_scores_gemma":[0.0016775794,0.00013776253,0.22601989,0.00070532726,0.00003883455,0.00015621875,0.00019250513,0.0050492254,0.000043930988,0.46851087,0.29572794,0.0017399223],"about_ca_topic_score_codex":0.000061523395,"about_ca_topic_score_gemma":0.0000117262725,"teacher_disagreement_score":0.33649713,"about_ca_system_score_codex":0.00012726881,"about_ca_system_score_gemma":0.000033881457,"threshold_uncertainty_score":0.99979496},"labels":[],"label_agreement":null},{"id":"W1606064786","doi":"","title":"The Stability of Money Demand Function in Five Major Industrial Countries: Evidence from Cointegration Tests","year":2000,"lang":"en","type":"article","venue":"Indian Economic Review","topic":"Monetary Policy and Economic Impact","field":"Economics, Econometrics and Finance","cited_by":4,"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":"Cointegration; Economics; Interest rate; Demand curve; Demand for money; Income elasticity of demand; Aggregate demand; Monetary economics; Econometrics; Monetary policy; Macroeconomics; Microeconomics","score_opus":0.09348935729018794,"score_gpt":0.2575961741877221,"score_spread":0.1641068168975342,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1606064786","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":[0.9256094,0.06913256,0.000012300973,0.002001626,0.00035587436,0.0007760374,0.0005404051,0.00001184349,0.0015599467],"genre_scores_gemma":[0.896182,0.102654174,0.000023592213,0.00062713085,0.00017094341,0.00006116651,0.0000417296,0.000016012315,0.00022325285],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974338,0.000096558346,0.0016658239,0.00045764763,0.000025583935,0.00032062258],"domain_scores_gemma":[0.9980104,0.00055925356,0.00070705207,0.0006199927,0.000009146539,0.000094176256],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002002422,0.00020966619,0.0007594306,0.00009274104,0.00010885347,0.00007488181,0.00034076947,0.00014667181,0.0064533814],"category_scores_gemma":[0.00032746902,0.00019422638,0.00016799099,0.00010635553,0.00013126343,0.00067743467,0.000023663475,0.00023486682,0.002265489],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00069273636,0.00014736116,0.88976514,0.00078803074,0.00035750924,0.0000064799046,0.0031923458,0.0016456728,0.0000080583295,0.0041844947,0.024893077,0.07431911],"study_design_scores_gemma":[0.0044955784,0.0007025223,0.43030652,0.006742034,0.00015675803,0.000021684522,0.00036004654,0.008740764,0.0003022153,0.042055402,0.5043136,0.0018029045],"about_ca_topic_score_codex":0.00910692,"about_ca_topic_score_gemma":0.0028943096,"teacher_disagreement_score":0.47942048,"about_ca_system_score_codex":0.00040180515,"about_ca_system_score_gemma":0.00008970143,"threshold_uncertainty_score":0.9985114},"labels":[],"label_agreement":null},{"id":"W3165776112","doi":"10.1007/s41775-021-00112-x","title":"Central bank equity: facts and analytics","year":2021,"lang":"en","type":"article","venue":"Indian Economic Review","topic":"Monetary Policy and Economic Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Equity (law); Economics; Net capital rule; Central bank; Capital (architecture); Exchange rate; Capital market; Emerging markets; Balance sheet; Monetary economics; Capital flows; Business; Finance; Monetary policy; Market economy; Political science","score_opus":0.12376315607688208,"score_gpt":0.2837808471139131,"score_spread":0.160017691037031,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3165776112","genre_codex":"review","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":[0.401704,0.4560977,0.00022918383,0.013493196,0.0015797005,0.0007426167,0.0013446155,0.000085122,0.12472386],"genre_scores_gemma":[0.7869898,0.20259263,0.0003028498,0.0078088115,0.0003040808,0.000008843638,0.00009046167,0.00003722117,0.0018652815],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978196,0.000026030424,0.00097244827,0.00056969706,0.00001571955,0.0005965189],"domain_scores_gemma":[0.9986681,0.00005212634,0.00039310753,0.0005515857,0.000005777537,0.0003293035],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005537577,0.00023582764,0.0008866303,0.00011178032,0.00009340229,0.0001472187,0.00022773322,0.00010549311,0.0049625426],"category_scores_gemma":[0.00011362484,0.0002915549,0.00021059858,0.00008113858,0.000067761895,0.00038912473,0.0001614318,0.00017341711,0.002999035],"study_design_candidate":"not_applicable","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":[0.00003061297,0.00031527958,0.2727736,0.009653262,0.0019349002,0.00048734565,0.0025227813,0.0017399348,0.000010227938,0.30230847,0.15373518,0.2544884],"study_design_scores_gemma":[0.0005987794,0.000052563355,0.031273615,0.00061414787,0.00005978953,0.000297393,0.000050868817,0.002352018,0.0000655464,0.02694929,0.9367731,0.00091285905],"about_ca_topic_score_codex":0.00022236929,"about_ca_topic_score_gemma":0.00009699865,"teacher_disagreement_score":0.78303796,"about_ca_system_score_codex":0.00025560564,"about_ca_system_score_gemma":0.000076868266,"threshold_uncertainty_score":0.9999537},"labels":[],"label_agreement":null},{"id":"W4315487160","doi":"10.1007/s41775-022-00153-w","title":"A microeconomic analysis of subsistence","year":2022,"lang":"en","type":"article","venue":"Indian Economic Review","topic":"Income, Poverty, and Inequality","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Subsistence agriculture; Consumption (sociology); Subsistence economy; Economics; Ecology; Agriculture; Social science; Sociology; Biology","score_opus":0.03976546673047979,"score_gpt":0.3240640090171801,"score_spread":0.28429854228670026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315487160","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":[0.793602,0.054594945,0.000005750362,0.0041378723,0.0010396901,0.0009086583,0.000513466,0.000049424045,0.14514817],"genre_scores_gemma":[0.9638558,0.032328483,0.00003754639,0.0026265958,0.00007422068,0.000061839135,0.00003336195,0.000008226768,0.000973933],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984403,0.0004067389,0.00059036084,0.00024189448,0.00008929719,0.00023135872],"domain_scores_gemma":[0.9990252,0.00010370207,0.0004195397,0.0003508812,0.00001805882,0.00008260657],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022488083,0.00008727503,0.00058261596,0.00017688476,0.00032488504,0.000019342726,0.00052648375,0.000026693786,0.010682614],"category_scores_gemma":[0.000056177858,0.00009833717,0.0003999118,0.00037973665,0.00013724007,0.00013349832,0.000084293344,0.00010110101,0.0001744422],"study_design_candidate":"not_applicable","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":[0.000059089412,0.00054723024,0.53185093,0.0035159478,0.005601038,0.000037247693,0.057482887,0.00095981744,0.00006498492,0.19026823,0.054266322,0.15534626],"study_design_scores_gemma":[0.00012623813,0.00003187292,0.012731416,0.00008021997,0.00053953996,0.0000017100068,0.0021580243,0.000041711202,0.000009735944,0.00037151235,0.98365426,0.0002537338],"about_ca_topic_score_codex":0.004259408,"about_ca_topic_score_gemma":0.0045582247,"teacher_disagreement_score":0.929388,"about_ca_system_score_codex":0.0005529527,"about_ca_system_score_gemma":0.0003575073,"threshold_uncertainty_score":0.99022174},"labels":[],"label_agreement":null},{"id":"W4401845450","doi":"10.1007/s41775-024-00224-0","title":"The role of public sector banks in India","year":2024,"lang":"en","type":"article","venue":"Indian Economic Review","topic":"Banking stability, regulation, efficiency","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Loan; Non-performing asset; Asset quality; Private sector; Financial system; Public sector; Stimulus (psychology); Counterintuitive; Government (linguistics); Business; Economics; Finance; Capital adequacy ratio; Economy; Economic growth; Market economy","score_opus":0.023689641663065863,"score_gpt":0.23892087871141893,"score_spread":0.21523123704835306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401845450","genre_codex":"review","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":[0.25910056,0.7092274,0.000019151978,0.001408334,0.0007511254,0.0006420075,0.00013065262,0.00004068708,0.028680107],"genre_scores_gemma":[0.95618075,0.043374307,0.000033672077,0.00009990166,0.00007974567,0.00006235233,0.000010463393,0.000025388057,0.00013341327],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979881,0.000053025105,0.0011957013,0.00041955605,0.000025953099,0.000317658],"domain_scores_gemma":[0.9988273,0.00022166905,0.0003133486,0.00056977954,0.00001248402,0.000055449484],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0025803775,0.00014546908,0.00047883036,0.00026018376,0.00006324759,0.00013593273,0.00045545193,0.000084830215,0.00096119405],"category_scores_gemma":[0.00019425884,0.00013507825,0.00018079675,0.00037475367,0.00012000154,0.0002800972,0.000058135472,0.00018263259,0.0012345704],"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":[9.660591e-7,0.000033441192,0.17225266,0.00097333523,0.000041882584,0.0000018977893,0.0004869883,0.000011282766,0.000001158812,0.65246636,0.00043380074,0.17329623],"study_design_scores_gemma":[0.00012136408,0.000025891823,0.23136134,0.0006997025,0.00000619507,0.000009550412,0.000030628442,0.0008729447,0.00001496755,0.091287985,0.6753066,0.0002628318],"about_ca_topic_score_codex":0.00010795961,"about_ca_topic_score_gemma":0.00017562193,"teacher_disagreement_score":0.6970802,"about_ca_system_score_codex":0.00035691235,"about_ca_system_score_gemma":0.00013794379,"threshold_uncertainty_score":0.9999521},"labels":[],"label_agreement":null},{"id":"W4405191167","doi":"10.1007/s41775-024-00241-z","title":"A theory of hegemon-provoked instability, with an application to NATO and the Ukraine-Russia war","year":2024,"lang":"en","type":"article","venue":"Indian Economic Review","topic":"Elite Sociology and Global Capitalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hegemony; Instability; Political science; Economic history; Economics; Political economy; Physics; Law; Politics","score_opus":0.012841399000051925,"score_gpt":0.30496167319840806,"score_spread":0.2921202741983561,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405191167","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":[0.69023293,0.25229847,0.0000531468,0.026134051,0.0001835026,0.0026620643,0.000055114557,0.0000756255,0.028305074],"genre_scores_gemma":[0.96401006,0.033722393,0.0000512512,0.0019067944,0.00008083001,0.000111896945,0.000005907105,0.0000063813795,0.00010451014],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99893594,0.00043662975,0.00021931267,0.00022762199,0.000048834594,0.00013166247],"domain_scores_gemma":[0.99938005,0.00022299,0.00006384993,0.00023300885,0.000018414654,0.00008170614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028648921,0.00007822599,0.00023829826,0.0000250816,0.00013420427,0.000022962808,0.00021384997,0.0000627498,0.00008582006],"category_scores_gemma":[0.00008423388,0.000048617454,0.000053170024,0.00010170317,0.0007006624,0.00014359476,0.00003044461,0.00009155895,0.00007996018],"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":[0.000027806598,0.000008267035,0.0006528199,0.0005089148,0.0000360425,0.0000013263187,0.023892775,5.985531e-7,0.0000012264202,0.90506935,0.00030377516,0.06949712],"study_design_scores_gemma":[0.0005764375,0.00019185772,0.00511873,0.0016708192,0.00016622385,0.000015827707,0.008162793,0.000025288882,0.000010935283,0.23735863,0.74631006,0.00039241582],"about_ca_topic_score_codex":0.00041942458,"about_ca_topic_score_gemma":0.001035567,"teacher_disagreement_score":0.74600625,"about_ca_system_score_codex":0.00006964649,"about_ca_system_score_gemma":0.00017083016,"threshold_uncertainty_score":0.25816196},"labels":[],"label_agreement":null},{"id":"W7101391653","doi":"10.1007/s41775-025-00250-6","title":"Climate shocks and economic resilience: a DSGE analysis of Morocco’s monetary policy adjustments","year":2025,"lang":"en","type":"article","venue":"Indian Economic Review","topic":"Sustainable Finance and Green Bonds","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Francophone University Association","funders":"","keywords":"Dynamic stochastic general equilibrium; Stylized fact; Monetary policy; Shock (circulatory); Inflation (cosmology); Climate change; General equilibrium theory; Inflation targeting","score_opus":0.012367903364798595,"score_gpt":0.2666445765164085,"score_spread":0.2542766731516099,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7101391653","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":[0.7157488,0.23441145,0.000044288852,0.0022506367,0.00030462482,0.0008580819,0.0010356854,0.00003521397,0.045311265],"genre_scores_gemma":[0.7422807,0.2540865,0.00011526972,0.0017959002,0.000058835438,0.0000901571,0.000063192674,0.000021468735,0.0014879388],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99725574,0.000028305662,0.0014839164,0.00070575584,0.000024495886,0.00050178217],"domain_scores_gemma":[0.99826306,0.00006897677,0.00076529157,0.00077582564,0.00001681731,0.00010999916],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007966911,0.00027693072,0.001535204,0.0014457096,0.00010576498,0.000048834376,0.00042101287,0.00013433432,0.0005658096],"category_scores_gemma":[0.00006719531,0.0003303275,0.00038183847,0.00068344624,0.00013373514,0.00036626353,0.00017921843,0.00013603439,0.00029637438],"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":[0.000028381373,0.00006036871,0.77044016,0.0023815788,0.0013840575,0.000012843981,0.0002558702,0.00079643534,9.142679e-7,0.1893965,0.0034769885,0.031765915],"study_design_scores_gemma":[0.0014122596,0.00013680702,0.84473896,0.0015161907,0.0009932097,0.000011119087,0.00028976766,0.005503903,0.00003601409,0.020238996,0.1240597,0.0010630768],"about_ca_topic_score_codex":0.0012557836,"about_ca_topic_score_gemma":0.00022258947,"teacher_disagreement_score":0.16915749,"about_ca_system_score_codex":0.0004957886,"about_ca_system_score_gemma":0.00019984743,"threshold_uncertainty_score":0.9999149},"labels":[],"label_agreement":null}]}