{"meta":{"query_hash":"ae4a8686f1d3","filters":{"venue":"Sociopolitical sciences"},"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/ae4a8686f1d3","api":"https://metacan.xera.ac/api/v1/cohort?venue=Sociopolitical+sciences"},"results":[{"id":"W4212949547","doi":"10.33693/2223-0092-2021-11-6-79-87","title":"Regional Features of the Development of Economic Zones of Watersheds: Comparison of International Experience","year":2021,"lang":"en","type":"article","venue":"Sociopolitical sciences","topic":"Regional Economic Development and Innovation","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":"Incentive; Watershed; Watershed management; Drainage basin; Regional science; Environmental planning; Environmental resource management; Geography; Business; Economics; Computer science; Cartography","score_opus":0.061234940081933406,"score_gpt":0.3151093101544306,"score_spread":0.2538743700724972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4212949547","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":[0.97900784,0.00003138649,0.000048922837,0.0016587185,0.00036565997,0.00003943301,0.0000013432586,0.0000029481153,0.018843748],"genre_scores_gemma":[0.99836195,0.000002043692,0.0012995715,0.00011086416,0.00007688487,0.000002507369,0.0000059528356,0.000001941206,0.00013827418],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99902076,0.0000065749323,0.0004872249,0.00012740765,0.00024660575,0.00011142717],"domain_scores_gemma":[0.99936265,0.00005291073,0.00033340996,0.000069102476,0.00017642218,0.0000054882616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025744396,0.00005898029,0.000167669,0.000070216905,0.00007696659,0.000018176665,0.0003421459,0.000030176961,0.0001613391],"category_scores_gemma":[0.00006691064,0.00004155681,0.00005887693,0.00016172418,0.0008427402,0.00030814792,0.00015429301,0.000033583696,0.000003041175],"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":[0.0000067199094,0.000059932394,0.21388048,0.0000519026,0.000019162462,3.7249244e-8,0.0010370314,0.000028206501,0.001912822,0.78184795,0.00061418384,0.00054154854],"study_design_scores_gemma":[0.00036230977,0.000012279588,0.7816995,0.00018451392,0.000014207491,0.0000010860501,0.01948144,0.0008205297,0.1372014,0.051094066,0.008930255,0.00019842123],"about_ca_topic_score_codex":0.000080747865,"about_ca_topic_score_gemma":0.00003517708,"teacher_disagreement_score":0.7307539,"about_ca_system_score_codex":0.000030594016,"about_ca_system_score_gemma":0.00019991791,"threshold_uncertainty_score":0.3105111},"labels":[],"label_agreement":null},{"id":"W4213125073","doi":"10.33693/2223-0092-2021-11-4-107-121","title":"Analysis of Intrabranch and Legal Regulation of Artificial Intelligence Technologies Using the Example of International Experience, the Experience of Foreign Countries and the Russian Federation","year":2021,"lang":"en","type":"article","venue":"Sociopolitical sciences","topic":"Legal and Policy Issues","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":"China; Russian federation; Political science; Politics; European union; Law; Business; International trade; Economic policy","score_opus":0.06577655356218645,"score_gpt":0.3821141627568833,"score_spread":0.3163376091946969,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4213125073","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":[0.9882,0.0003781079,0.0015193004,0.0063997717,0.000060917995,0.00011084281,0.0000110716965,0.0000071897366,0.0033127875],"genre_scores_gemma":[0.9994431,0.00014794622,0.0002944478,0.00004379434,0.000039156366,0.0000062575878,7.6386107e-7,0.0000011919251,0.000023308843],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99856913,0.00020773782,0.0003663392,0.00015403036,0.0005381998,0.00016456813],"domain_scores_gemma":[0.9986267,0.00086421956,0.00020364413,0.00012240896,0.00016278961,0.000020253769],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001098456,0.000062736435,0.0002048605,0.00006716916,0.00067731674,0.000107338434,0.00033944493,0.00005708451,0.000049651535],"category_scores_gemma":[0.0007240482,0.00003136455,0.00006386371,0.000832031,0.016927566,0.00027682784,0.00009921286,0.00006217323,5.0789886e-8],"study_design_candidate":"theoretical_or_conceptual","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":[0.0000097237335,0.000010897274,0.0069401627,0.000005251979,0.000026873027,7.218096e-8,0.063201234,0.000042485768,0.00048065215,0.9286445,7.3919074e-7,0.00063745875],"study_design_scores_gemma":[0.000076818586,0.000043967,0.010883587,0.000033954162,0.00013881738,0.000002028202,0.5564583,0.012410387,0.08130954,0.33792153,0.00061797426,0.000103124316],"about_ca_topic_score_codex":0.018450705,"about_ca_topic_score_gemma":0.001812117,"teacher_disagreement_score":0.5907229,"about_ca_system_score_codex":0.000017756363,"about_ca_system_score_gemma":0.00016069309,"threshold_uncertainty_score":0.9880855},"labels":[],"label_agreement":null},{"id":"W4399428268","doi":"10.33693/2223-0092-2024-14-2-149-158","title":"Thalassocratic Tendencies and Their Possible Influence on the Formation of Identity Among Residents of the Far Eastern Cities of Post-Soviet Russia","year":2024,"lang":"en","type":"article","venue":"Sociopolitical sciences","topic":"Regional Socio-Economic Development Trends","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":"Identity (music); Port (circuit theory); Politics; Russian federation; Geography; Work (physics); Population; Political science; Middle East; Economy; Economic geography; Development economics; Sociology; Regional science; Demography; Economics; Law","score_opus":0.030802651515781928,"score_gpt":0.30118951545306055,"score_spread":0.2703868639372786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399428268","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":[0.9697791,0.00021074683,0.000011055682,0.008765902,0.000171755,0.00015675984,0.000023764462,0.000015641743,0.020865303],"genre_scores_gemma":[0.99901354,0.00008428692,0.000019997535,0.00014210198,0.000029416175,0.000008436799,4.8815275e-7,0.0000034664051,0.0006982848],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9981546,0.00026799834,0.00037212475,0.00017938144,0.0007323126,0.00029358306],"domain_scores_gemma":[0.9985536,0.00096246484,0.00017476034,0.0001300157,0.000118977565,0.00006023608],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0018203777,0.00010498039,0.00018496152,0.000073943615,0.0006225074,0.00015205365,0.00066423946,0.00007619863,0.00006070552],"category_scores_gemma":[0.00062462944,0.000054004904,0.00011351878,0.00040866446,0.007478152,0.0009217643,0.00015285048,0.00012329017,0.000004946843],"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":[0.0000020729328,0.000015157258,0.09650133,0.0000647641,0.000018300914,1.770156e-7,0.030563308,0.000006517237,0.00012154777,0.8724103,0.000062711675,0.0002337922],"study_design_scores_gemma":[0.000049347906,0.000053141423,0.6549423,0.00027318695,0.000014398353,7.1250366e-7,0.08325589,0.00023729917,0.0013492169,0.25970146,0.000035866316,0.000087196124],"about_ca_topic_score_codex":0.004097666,"about_ca_topic_score_gemma":0.00087101874,"teacher_disagreement_score":0.61270887,"about_ca_system_score_codex":0.000087629065,"about_ca_system_score_gemma":0.00042264504,"threshold_uncertainty_score":0.9952229},"labels":[],"label_agreement":null},{"id":"W4404248056","doi":"10.33693/2223-0092-2024-14-3-171-180","title":"Orthodoxy in the perspective of the formation of compliance with legal, journalistic, scientific-historical and artistic social subcultures in the second quarter of the 19th century (according to National Corpus Of The Russian Language)","year":2024,"lang":"en","type":"article","venue":"Sociopolitical sciences","topic":"Discourse Analysis and Cultural Communication","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":"Orthodoxy; Quarter (Canadian coin); Perspective (graphical); History; Sociology; Compliance (psychology); Law; Political science; Art; Psychology; Visual arts; Social psychology; Archaeology","score_opus":0.05142112527364013,"score_gpt":0.3760742261026684,"score_spread":0.32465310082902826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404248056","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":[0.94247854,0.0005296715,0.000020930498,0.033278998,0.00013546334,0.00026362503,0.000028735643,0.00000233357,0.023261702],"genre_scores_gemma":[0.99966705,0.000005267302,0.000020824806,0.00013267533,0.000042647924,0.0000056561707,4.6778936e-7,0.0000012444342,0.00012419533],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99785435,0.0006857388,0.00025586443,0.000116110714,0.00092923036,0.0001586823],"domain_scores_gemma":[0.9991998,0.00036406837,0.00015885005,0.00012305977,0.00013573213,0.000018458744],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002268231,0.000059271628,0.00012558779,0.000036924404,0.00082167774,0.00014582509,0.00079783803,0.000030903317,0.00002021077],"category_scores_gemma":[0.00030916097,0.000020900856,0.00009572485,0.0011364429,0.0024599482,0.00020983772,0.000059955943,0.00018383241,2.620177e-7],"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":[0.0000034038856,0.00003573517,0.0020910818,0.000016753043,0.0000052161568,1.076426e-7,0.09351474,0.000009343499,0.00024577937,0.9038799,0.00013663076,0.00006129843],"study_design_scores_gemma":[0.000111188565,0.00005083926,0.13490011,0.00027040023,0.000056913555,0.0000038309454,0.7840984,0.00036108543,0.00028024171,0.07876496,0.0010126183,0.000089432615],"about_ca_topic_score_codex":0.0027201003,"about_ca_topic_score_gemma":0.013490173,"teacher_disagreement_score":0.82511497,"about_ca_system_score_codex":0.00016759157,"about_ca_system_score_gemma":0.0002394454,"threshold_uncertainty_score":0.9063781},"labels":[],"label_agreement":null},{"id":"W4404248322","doi":"10.33693/2223-0092-2024-14-3-51-58","title":"Conceptual foundations of the policy of voluntary resettlement of compatriots at the present stage of development of the Russian Federation","year":2024,"lang":"en","type":"article","venue":"Sociopolitical sciences","topic":"Regional Socio-Economic Development Trends","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":"Russian federation; Political science; Stage (stratigraphy); Public administration; Sociology; Regional science; Geology","score_opus":0.06933917289305758,"score_gpt":0.3816205663853501,"score_spread":0.3122813934922925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404248322","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":[0.94171655,0.0001876716,0.000037912636,0.028514829,0.0003664851,0.00036984586,0.00010358598,0.00000729669,0.028695837],"genre_scores_gemma":[0.99627906,0.000019293162,0.0002965774,0.000053686526,0.00007722445,0.000012424411,0.0000035217663,0.0000039458064,0.0032542907],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9973298,0.0003638876,0.00070586865,0.00019431622,0.0011049733,0.00030115797],"domain_scores_gemma":[0.99858856,0.0007307479,0.00031861398,0.00019718257,0.00010427025,0.000060598162],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0017261248,0.00009643299,0.00022090787,0.00006324817,0.000938366,0.000028771785,0.0008225235,0.00006516225,0.00039521663],"category_scores_gemma":[0.000265068,0.000051121693,0.00017586563,0.00063052535,0.010878774,0.00013225712,0.00033422222,0.00010103942,0.0000024494695],"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":[0.0000033829756,0.000052303058,0.020822061,0.000042224507,0.00004774821,4.1337927e-8,0.036262177,0.000053281758,0.00023416236,0.94153446,0.00049757276,0.0004505896],"study_design_scores_gemma":[0.0005864068,0.00016281921,0.55662197,0.0005208655,0.000103559374,9.810327e-7,0.1864015,0.0004277479,0.05058605,0.10304192,0.10114473,0.00040147785],"about_ca_topic_score_codex":0.005654087,"about_ca_topic_score_gemma":0.0027219274,"teacher_disagreement_score":0.8384925,"about_ca_system_score_codex":0.00043496877,"about_ca_system_score_gemma":0.0035223435,"threshold_uncertainty_score":0.99181306},"labels":[],"label_agreement":null}]}