{"meta":{"query_hash":"03f145b2a044","filters":{"venue":"The Developing Economies"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/03f145b2a044","api":"https://metacan.xera.ac/api/v1/cohort?venue=The+Developing+Economies"},"results":[{"id":"W1901602680","doi":"10.1111/j.1746-1049.2009.00091.x","title":"MIGRATION, SOCIAL NETWORKS, AND CREDIT: EMPIRICAL EVIDENCE FROM PERU","year":2009,"lang":"en","type":"article","venue":"The Developing Economies","topic":"Microfinance and Financial Inclusion","field":"Economics, Econometrics and Finance","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bank of Canada; McGill University","funders":"","keywords":"Collateral; Market liquidity; Empirical evidence; Business; Bond market; Face (sociological concept); Economics; Monetary economics; Finance","score_opus":0.09072867618810548,"score_gpt":0.27192105866823657,"score_spread":0.1811923824801311,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1901602680","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":[0.94420964,0.01001346,0.01627882,0.02789645,0.00043435188,0.00013928107,0.000021642956,0.00004729982,0.0009590492],"genre_scores_gemma":[0.99158317,0.0034406832,0.0010723018,0.002825507,0.000778889,0.000010273046,0.000011646509,0.000011462826,0.00026604798],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99889976,0.000016412037,0.0004713211,0.00034669516,0.000018674706,0.00024716515],"domain_scores_gemma":[0.99940956,0.000115559225,0.0002318274,0.00018949635,0.000023974544,0.000029578963],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004046724,0.00015226718,0.00032453946,0.00006223795,0.00053276925,0.0001397156,0.00024980013,0.000117501404,0.00007345696],"category_scores_gemma":[0.00009990494,0.00014170114,0.000062059764,0.00012368734,0.00009636701,0.0003519248,0.00009776901,0.00014366889,0.00016463427],"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":[0.00019710332,0.000084896266,0.40739077,0.000034106488,0.00012194305,0.000010295122,0.026556762,0.00048937026,0.0001298964,0.4231031,0.08943194,0.052449804],"study_design_scores_gemma":[0.00018165073,0.000032516935,0.83982563,0.00003969076,0.000005358254,0.000002695291,0.0001051779,0.003229783,0.0000679283,0.088620916,0.06758421,0.00030444068],"about_ca_topic_score_codex":0.00031503488,"about_ca_topic_score_gemma":0.00020992145,"teacher_disagreement_score":0.43243486,"about_ca_system_score_codex":0.00009729602,"about_ca_system_score_gemma":0.000030703464,"threshold_uncertainty_score":0.5778405},"labels":[],"label_agreement":null},{"id":"W1997033940","doi":"10.1111/j.1746-1049.2009.00076.x","title":"PARTIAL DOLLARIZATION, EXCHANGE RATES, AND FIRM INVESTMENT IN PARAGUAY","year":2009,"lang":"en","type":"article","venue":"The Developing Economies","topic":"Global Financial Crisis and Policies","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Depreciation (economics); Monetary economics; Currency; Economics; Investment (military); Balance sheet; Financial system; Business; Finance; Capital formation","score_opus":0.03599020859821125,"score_gpt":0.24222199383136345,"score_spread":0.2062317852331522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997033940","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":[0.96766895,0.006036241,0.00022425126,0.011121763,0.00028260789,0.00021516245,0.000029739358,0.000027623037,0.014393654],"genre_scores_gemma":[0.9924897,0.0012867446,0.00038137764,0.005293932,0.00010806322,0.000019784975,0.000007751133,0.0000075823664,0.00040509368],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99910766,0.0000145796985,0.00041313306,0.00021020515,0.000013173607,0.00024124428],"domain_scores_gemma":[0.9996166,0.0000331707,0.00014290337,0.00016409489,0.000010696986,0.000032540873],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003770406,0.00012330116,0.00026211154,0.00009546242,0.00013004648,0.00010066222,0.00014100305,0.00005828887,0.000041614367],"category_scores_gemma":[0.00006128263,0.000113243776,0.000028601062,0.0001493327,0.000053651012,0.00015661682,0.00004276794,0.00006593664,0.00012032307],"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":[0.000007199146,0.000011477039,0.031602334,0.00000964128,0.000008196623,9.628558e-7,0.0020243991,0.00006709701,0.0000019318657,0.9626721,0.0027002455,0.00089442724],"study_design_scores_gemma":[0.00030522697,0.000032403994,0.55074894,0.00001831754,0.0000018730734,0.0000025353534,0.000094289586,0.00025009105,0.00010788113,0.18877032,0.25944394,0.00022417567],"about_ca_topic_score_codex":0.00033282264,"about_ca_topic_score_gemma":0.0002099623,"teacher_disagreement_score":0.77390176,"about_ca_system_score_codex":0.000083424755,"about_ca_system_score_gemma":0.00002381714,"threshold_uncertainty_score":0.46179473},"labels":[],"label_agreement":null},{"id":"W2116623785","doi":"10.1111/j.1746-1049.2009.078_1.x","title":"<i>Globalization, Development and Transition: Conversations with Eminent Economists</i> ‐ by Brian Snowdon","year":2009,"lang":"en","type":"article","venue":"The Developing Economies","topic":"Global Financial Crisis and Policies","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":"Globalization; Politics; Economic globalization; Political science; Period (music); Capitalism; Economic history; Quarter (Canadian coin); Political economy; Sociology; History; Law","score_opus":0.013973751993039627,"score_gpt":0.19413877715035868,"score_spread":0.18016502515731905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116623785","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":[0.9257281,0.002774184,0.010283825,0.032411184,0.00025807007,0.0003972913,0.00017552782,0.00009904282,0.027872793],"genre_scores_gemma":[0.99118626,0.00036061325,0.0021502012,0.0055621015,0.000081981365,0.000023577599,0.000061286264,0.000014144453,0.00055982475],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99892896,0.000007907918,0.00049003126,0.00029319586,0.000021473015,0.00025841274],"domain_scores_gemma":[0.99948716,0.000027256277,0.00020566156,0.00018796205,0.000031524327,0.00006045082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022254344,0.00018487439,0.0002993014,0.00006765066,0.00037170333,0.00017044229,0.00017056495,0.00006119867,0.0000579928],"category_scores_gemma":[0.000014312221,0.00016664494,0.000033643082,0.00012258293,0.00009354225,0.00023907806,0.000019863526,0.000063560765,0.00011893554],"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":[0.000026498761,0.000028296601,0.0045993077,0.000021650749,0.00007038212,9.29606e-7,0.00636624,0.00016210215,0.000004300479,0.9643684,0.022375178,0.0019767045],"study_design_scores_gemma":[0.00066804263,0.00005810095,0.07097857,0.00003580754,0.00001023733,0.000018340052,0.0005539106,0.00014361755,0.0005129542,0.022139817,0.90436506,0.0005155371],"about_ca_topic_score_codex":0.0001490857,"about_ca_topic_score_gemma":0.00013414069,"teacher_disagreement_score":0.9422286,"about_ca_system_score_codex":0.00015674384,"about_ca_system_score_gemma":0.00006290403,"threshold_uncertainty_score":0.67955834},"labels":[],"label_agreement":null},{"id":"W4224936037","doi":"10.1111/deve.12311","title":"The Filipino Migration Experience: Global Agents of Change by Mina Roces, Ithaca, NY, Cornell University Press, 2021, ix + 254 pp.","year":2022,"lang":"en","type":"article","venue":"The Developing Economies","topic":"Migration and Labor Dynamics","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":"Citation; Columbia university; History; Library science; Sociology; Media studies; Computer science","score_opus":0.05103282950063799,"score_gpt":0.2683283544099596,"score_spread":0.21729552490932164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4224936037","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":[0.99055964,0.0008736887,0.00010632901,0.0044666086,0.00048412188,0.0003031125,0.00017087866,0.00002748835,0.003008117],"genre_scores_gemma":[0.98807347,0.0034390714,0.000059319103,0.0003052958,0.00007559823,0.00002647992,0.000033127304,0.000004652261,0.007982978],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.999171,0.0002062517,0.00015293175,0.00015192862,0.00013452134,0.00018333444],"domain_scores_gemma":[0.99949545,0.00008990308,0.0001768751,0.00015297784,0.000053088144,0.0000317017],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00040567323,0.000078237186,0.00009674462,0.0000100743755,0.0014081693,0.00006183709,0.00051670434,0.000034257042,0.00021266995],"category_scores_gemma":[0.00004695309,0.0000637835,0.000037050406,0.00020183164,0.00025614025,0.00019589199,0.00014021811,0.000067780384,0.0000064573305],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014040963,0.00009133723,0.06059517,0.000034995956,0.0001238436,0.00000296642,0.33782205,0.0010219151,0.000025769767,0.31095424,0.2772696,0.011917678],"study_design_scores_gemma":[0.00013739178,0.000014229607,0.0117754,0.0000059261847,0.000008828195,5.5935067e-7,0.0787465,0.0025250271,0.00003376488,0.00053554657,0.9060812,0.00013563925],"about_ca_topic_score_codex":0.0072982414,"about_ca_topic_score_gemma":0.028945087,"teacher_disagreement_score":0.6288116,"about_ca_system_score_codex":0.00031396432,"about_ca_system_score_gemma":0.00016782053,"threshold_uncertainty_score":0.9998919},"labels":[],"label_agreement":null},{"id":"W4415779364","doi":"10.1111/deve.70004","title":"The Four Talent Giants: National Strategies for Human Resource Development Across Japan, Australia, China, and India. By Gi‐WookShin, Stanford, <scp>CA:</scp> Stanford University Press, 2025. xv + 324 pp. <scp>US</scp> $140 HC. <scp>ISBN:</scp> 978‐1‐50‐364266‐9","year":2025,"lang":"en","type":"article","venue":"The Developing Economies","topic":"Human Resource and Talent Management","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":"Human resources; Salient; Portfolio; Talent development; Talent management; Field (mathematics); Productivity; Narrative","score_opus":0.026663119627124386,"score_gpt":0.24931823212315582,"score_spread":0.22265511249603143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415779364","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":[0.947841,0.0011701176,0.00071638305,0.001035545,0.0004843668,0.0018699458,0.0001906975,0.00027768902,0.046414282],"genre_scores_gemma":[0.72092897,0.0011042763,0.00086756045,0.003126329,0.001079997,0.00041146812,0.0008892008,0.00019440499,0.2713978],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99587244,0.00007857751,0.0010351172,0.0009830107,0.0005992037,0.0014316499],"domain_scores_gemma":[0.9969468,0.0010947699,0.0008995727,0.0006466918,0.00033396232,0.000078187084],"candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001996977,0.0008213395,0.00066878763,0.0003307247,0.004109505,0.003033487,0.0017101656,0.00026735288,0.000020342286],"category_scores_gemma":[0.00043341584,0.0006964779,0.00022333451,0.00045999445,0.0006030848,0.0017313401,0.0015753732,0.0005211852,0.000112757414],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033571592,0.00012580337,0.015877336,0.0013110389,0.0013095548,0.000012501157,0.0040293564,0.00084167434,0.000038428694,0.23878215,0.7358687,0.0017699025],"study_design_scores_gemma":[0.0013353559,0.000025978628,0.08028619,0.00023150649,0.00011392831,0.0000019086583,0.025056357,0.00021599396,0.00013254576,0.0064154547,0.88600594,0.0001788742],"about_ca_topic_score_codex":0.00056736864,"about_ca_topic_score_gemma":0.001344662,"teacher_disagreement_score":0.2323667,"about_ca_system_score_codex":0.00053572934,"about_ca_system_score_gemma":0.00033970672,"threshold_uncertainty_score":0.9995486},"labels":[],"label_agreement":null},{"id":"W4416135996","doi":"10.1111/deve.70003","title":"The Politics of Coercion: State and Regime Making in Cambodia. By NeilLoughlin, Ithaca, <scp>NY</scp> : Cornell University Press, 2024. xiii + 172 pp. <scp>ISBN:</scp> 978‐1‐50‐177660‐1","year":2025,"lang":"en","type":"article","venue":"The Developing Economies","topic":"Cambodian History and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Politics; State (computer science); Field (mathematics); Power (physics)","score_opus":0.018337428798779785,"score_gpt":0.23562307205647717,"score_spread":0.2172856432576974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416135996","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":[0.8931962,0.009095217,0.00019506182,0.0027750034,0.0011156247,0.0006244117,0.00014796195,0.00007909246,0.09277141],"genre_scores_gemma":[0.7272182,0.018357921,0.00033206874,0.0011840061,0.00019573967,0.000016311884,0.000012517869,0.000034607187,0.25264862],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99812484,0.00037030329,0.00040717667,0.00036869012,0.0001407688,0.00058820366],"domain_scores_gemma":[0.9967697,0.002390457,0.0002966312,0.00034797975,0.000111138266,0.000084059844],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0013751657,0.0002205916,0.00038284165,0.00005695661,0.0015379054,0.00015370417,0.00065329124,0.00018532915,0.000006814682],"category_scores_gemma":[0.00053948857,0.00019716407,0.0001063108,0.00030167765,0.0013704076,0.0002866801,0.00026502126,0.0003496921,0.000014756188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013770543,0.000040009392,0.029449375,0.00015770947,0.00019967432,0.000008888104,0.08167353,0.0001842928,0.000020045558,0.4424569,0.44505164,0.0007441485],"study_design_scores_gemma":[0.00037094989,0.000012986187,0.012775203,0.00011125361,0.000034173117,0.0000012293882,0.03598538,0.00009883911,0.00010888874,0.010338509,0.9400771,0.000085491956],"about_ca_topic_score_codex":0.002294849,"about_ca_topic_score_gemma":0.0030466255,"teacher_disagreement_score":0.49502546,"about_ca_system_score_codex":0.0006285405,"about_ca_system_score_gemma":0.0007525276,"threshold_uncertainty_score":0.99976194},"labels":[],"label_agreement":null}]}