{"meta":{"query_hash":"4fb4ce974905","filters":{"venue":"Public Administration and Civil Service"},"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/4fb4ce974905","api":"https://metacan.xera.ac/api/v1/cohort?venue=Public+Administration+and+Civil+Service"},"results":[{"id":"W3217285043","doi":"10.52123/1994-2370-2021-319","title":"KAZAKHSTAN: A CASE STUDY IN STATE SUCCESSION TO INVESTMENT TREATIES","year":2021,"lang":"en","type":"article","venue":"Public Administration and Civil Service","topic":"International Arbitration and Investment Law","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":"Treaty; Political science; Plaintiff; Investment (military); State (computer science); Investment protection; Arbitration; Tribunal; Government (linguistics); Law; International trade; Economy; International investment; Business; Foreign direct investment; Economics; Politics","score_opus":0.03129968576160239,"score_gpt":0.272114534708629,"score_spread":0.24081484894702662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3217285043","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93002295,0.00094297866,0.0007273103,0.002437659,0.00005744422,0.000103875,0.0000683777,0.000014184095,0.065625235],"genre_scores_gemma":[0.9905738,0.0005905851,0.0004261611,0.00043128553,0.0000148877025,0.000039300518,0.000045662022,0.000004685566,0.007873635],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99562484,0.0020862345,0.00015926265,0.00017183519,0.0004635866,0.0014942939],"domain_scores_gemma":[0.9970107,0.0017349139,0.00041112216,0.00016338244,0.0004175894,0.00026234332],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0041289944,0.0003129641,0.0004310162,0.0015912122,0.017010232,0.0059895464,0.0013071899,0.0038636096,0.00344084],"category_scores_gemma":[0.004700957,0.000341709,0.00050249975,0.0046760133,0.0048265764,0.0017195941,0.003479264,0.003129153,0.00032745098],"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":[0.00036585602,0.0012117343,0.08808672,0.0004436287,0.00008249994,0.08514898,0.3072641,0.006354191,0.0021308446,0.45724905,0.013479483,0.0381829],"study_design_scores_gemma":[0.0001270234,0.0004634772,0.082888134,0.00050885126,0.0001391956,0.011425446,0.6870329,0.0047299745,0.0027180123,0.016068438,0.19378398,0.000114594426],"about_ca_topic_score_codex":0.1545364,"about_ca_topic_score_gemma":0.26021922,"teacher_disagreement_score":0.1545364,"about_ca_system_score_codex":0.013529935,"about_ca_system_score_gemma":0.008259883,"threshold_uncertainty_score":0.3072738},"labels":[],"label_agreement":null},{"id":"W4403440139","doi":"10.52123/1994-2370-2024-1317","title":"ECOSYSTEM, DIGITAL AND HUMAN-CENTERED APPROACH IN PUBLIC SERVICE: INTERNATIONAL EXPERIENCE AND OPPORTUNITIES FOR KAZAKHSTAN","year":2024,"lang":"en","type":"article","venue":"Public Administration and Civil Service","topic":"Economic and Technological Developments in Russia","field":"Social Sciences","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":"Modernization theory; Neutrality; Economic system; Carbon fibers; Technological change; Economics; Economy; Business; Natural resource economics; Political science; Economic growth; Macroeconomics; Computer science","score_opus":0.13041836187844727,"score_gpt":0.3289265677104247,"score_spread":0.19850820583197745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403440139","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9268108,0.0118824635,0.0007849385,0.008763639,0.00028417935,0.000024424275,0.000039450013,0.000027097956,0.05138306],"genre_scores_gemma":[0.99276793,0.0035978185,0.00017934303,0.00031855152,0.00003527024,0.0000056511817,0.000015658285,0.0000057478937,0.0030739116],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9987765,0.00057533244,0.00004560076,0.000053120744,0.00009115113,0.00045819485],"domain_scores_gemma":[0.999569,0.0001286619,0.00005250531,0.000022886326,0.00005533647,0.00017162634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015972438,0.00033769585,0.00038125194,0.0006694114,0.009577819,0.0036828055,0.00046092874,0.0010240615,0.003405568],"category_scores_gemma":[0.00090467813,0.0001285492,0.00021710554,0.002283243,0.0044253143,0.0029720145,0.0035128535,0.0012526051,0.00041981795],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014334533,0.00046557368,0.027455691,0.00054753164,0.000015340776,0.003777688,0.7798251,0.0004592986,0.0015484323,0.063471295,0.007837123,0.11445363],"study_design_scores_gemma":[0.000006069919,0.0001888543,0.029818183,0.00022402997,0.000015257883,0.0015462138,0.8338475,0.00017590403,0.0003653255,0.0026357677,0.13115369,0.000023119976],"about_ca_topic_score_codex":0.01887242,"about_ca_topic_score_gemma":0.026966993,"teacher_disagreement_score":0.01887242,"about_ca_system_score_codex":0.005011285,"about_ca_system_score_gemma":0.00495352,"threshold_uncertainty_score":0.037525117},"labels":[],"label_agreement":null}]}