{"meta":{"query_hash":"7b9e558ed771","filters":{"venue":"Sociolingvistika"},"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/7b9e558ed771","api":"https://metacan.xera.ac/api/v1/cohort?venue=Sociolingvistika"},"results":[{"id":"W3097849028","doi":"10.37892/2713-2951-2020-1-1-29-33","title":"UNREALIZED POTENTIAL OF SOCIOLINGUISTICS OF THE 20TH CENTURY","year":2020,"lang":"en","type":"article","venue":"Sociolingvistika","topic":"Language, Communication, and Linguistic Studies","field":"Social Sciences","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":"Sociolinguistics; Vitality; Linguistics; China; Sociology; History; Social science; Philosophy","score_opus":0.031482893192463154,"score_gpt":0.3179191160715574,"score_spread":0.2864362228790942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3097849028","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":[0.51132995,0.018728608,0.00294472,0.020040073,0.006905788,0.001942002,0.00064184907,0.00042732627,0.4370397],"genre_scores_gemma":[0.996654,0.001041565,0.0006547409,0.00028774093,0.0011967683,0.0000034392153,0.000008270743,0.000012130139,0.0001413561],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99852437,0.00031618436,0.00037351382,0.00014671055,0.00041579662,0.00022344923],"domain_scores_gemma":[0.9984968,0.00033730082,0.0003486826,0.00028774087,0.00044956035,0.00007995903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000476007,0.000106304426,0.00028145182,0.000016860353,0.0005835859,0.000011935473,0.00067136576,0.00010586963,0.00007819252],"category_scores_gemma":[0.0057683927,0.00008203472,0.00020151614,0.00022578114,0.0011910336,0.000014594165,0.00017129252,0.00018671241,0.0000047560598],"study_design_candidate":"qualitative","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":[0.00008085429,0.00017529965,0.015523349,0.00022165553,0.00028303146,0.000004118599,0.5126827,0.000090055335,0.0006150588,0.46379626,0.0040024803,0.0025251468],"study_design_scores_gemma":[0.00428414,0.00025806596,0.059142906,0.00046499053,0.0012297604,0.0000016845571,0.31987727,0.0010692804,0.0016527649,0.07705926,0.5335473,0.0014125832],"about_ca_topic_score_codex":0.0017593245,"about_ca_topic_score_gemma":0.000089162226,"teacher_disagreement_score":0.52954483,"about_ca_system_score_codex":0.00004389237,"about_ca_system_score_gemma":0.00033382003,"threshold_uncertainty_score":0.6905722},"labels":[],"label_agreement":null},{"id":"W4313324459","doi":"10.37892/2713-2951-3-11-164-171","title":"НОРМАЛИЗАЦИЯ/СТАНДАРТИЗАЦИЯ ГЕОГРАФИЧЕСКИХ НАЗВАНИЙ В РОССИЙСКОМ И ЗАРУБЕЖНОМ ПРАВЕ","year":2022,"lang":"ru","type":"article","venue":"Sociolingvistika","topic":"Military Technology and Strategies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Université Laval","keywords":"Political science","score_opus":0.011590798529519355,"score_gpt":0.2214312759589409,"score_spread":0.20984047742942155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313324459","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":[0.52568084,0.0769642,0.002988646,0.004932619,0.013906692,0.0019403803,0.0017625649,0.006489647,0.36533442],"genre_scores_gemma":[0.98901224,0.0011702038,0.0009525984,0.0004503264,0.00093560404,0.00028166742,0.00024108852,0.00023636795,0.0067199203],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99467325,0.00038669055,0.001145415,0.0011820506,0.00084596034,0.0017666094],"domain_scores_gemma":[0.9975339,0.00036380772,0.00023402885,0.0014347249,0.00011967713,0.0003138587],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0011426894,0.0009974102,0.0010742943,0.0004802116,0.0021968503,0.00011144941,0.0016126158,0.00076658814,0.0075392444],"category_scores_gemma":[0.00019775149,0.0012449666,0.000622806,0.00094263046,0.00072847656,0.0002808845,0.0008445407,0.0038546668,0.0010411306],"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":[0.00038492447,0.0011774004,0.0050971876,0.0018103009,0.0024198922,0.0017902668,0.02223733,0.086359665,0.0038392192,0.7444508,0.110647865,0.019785158],"study_design_scores_gemma":[0.007267077,0.0028140403,0.0071856184,0.00049795205,0.0014276725,0.0008321723,0.06460016,0.07208179,0.0014200162,0.42837337,0.40468258,0.008817548],"about_ca_topic_score_codex":0.0002879899,"about_ca_topic_score_gemma":0.00004846906,"teacher_disagreement_score":0.4633314,"about_ca_system_score_codex":0.00085870567,"about_ca_system_score_gemma":0.00040716055,"threshold_uncertainty_score":0.99973667},"labels":[],"label_agreement":null},{"id":"W4313324909","doi":"10.37892/2713-2951-4-12-170-187","title":"ЯЗЫКОВОЕ ДОМИНИРОВАНИЕ И КОМПЛЕКС КУЛЬТУРНОЙ НЕПОЛНОЦЕННОСТИ У НОСИТЕЛЕЙ КОМИ ЯЗЫКА (СЛУЧАЙ Г. СЫКТЫВКАРА)","year":2022,"lang":"ru","type":"article","venue":"Sociolingvistika","topic":"Military Technology and Strategies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Computer science","score_opus":0.011590798529519355,"score_gpt":0.2214312759589409,"score_spread":0.20984047742942155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313324909","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":[0.56100583,0.080255195,0.0033363665,0.008028759,0.016205505,0.0025277303,0.0027481434,0.007418404,0.31847405],"genre_scores_gemma":[0.98760206,0.0015243879,0.00094878476,0.0005960745,0.0011721797,0.00034527716,0.00036317267,0.00029945184,0.007148625],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9933592,0.0005185736,0.0014631697,0.0014134326,0.0010510152,0.002194617],"domain_scores_gemma":[0.99679774,0.0005201521,0.00031598646,0.0017882196,0.00016816503,0.0004097252],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014946366,0.0012675285,0.0013539635,0.000595235,0.002656931,0.00015518359,0.0020316865,0.0010143643,0.008367952],"category_scores_gemma":[0.00026226396,0.0015706863,0.0007940237,0.0011779033,0.00089071086,0.0003989603,0.0010572941,0.0050229956,0.0011799402],"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":[0.0006220676,0.0016119806,0.009695509,0.0023237518,0.0034087894,0.0021459367,0.029538322,0.12197874,0.0042137946,0.64003515,0.1570753,0.027350662],"study_design_scores_gemma":[0.0070264847,0.0024705413,0.017961754,0.00047295113,0.0013910464,0.00085259636,0.05620933,0.07598876,0.0010632309,0.33206847,0.4957499,0.0087449495],"about_ca_topic_score_codex":0.00035194217,"about_ca_topic_score_gemma":0.00007442888,"teacher_disagreement_score":0.4265962,"about_ca_system_score_codex":0.0010679712,"about_ca_system_score_gemma":0.000471283,"threshold_uncertainty_score":0.9995977},"labels":[],"label_agreement":null},{"id":"W4385561267","doi":"10.37892/2713-2951-4-8-61-86","title":"ЯЗЫКОВАЯ ПОЛИТИКА И ЯЗЫКОВОЕ ОБРАЗОВАНИЕ В СССР В ПОСЛЕВОЕННЫЙ ПЕРИОД","year":2021,"lang":"ru","type":"article","venue":"Sociolingvistika","topic":"Military Technology and Strategies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Fitzwilliam College, University of Cambridge; University of Toronto; Open Society Institute; University of Oxford; University of Cambridge; University of Glasgow","keywords":"Medicine","score_opus":0.012716462564860701,"score_gpt":0.23284866046856717,"score_spread":0.22013219790370647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385561267","genre_codex":"other","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":[0.36144802,0.13307442,0.0068175746,0.005346073,0.009369839,0.0007515378,0.00057209533,0.0041944482,0.478426],"genre_scores_gemma":[0.9813849,0.0053856187,0.0030709929,0.00040299716,0.0013044953,0.000045752557,0.00021712056,0.00017900662,0.008009159],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99568874,0.00021606976,0.0010060696,0.0010877241,0.00047986032,0.0015215584],"domain_scores_gemma":[0.99741095,0.0003746727,0.00014499242,0.0014212915,0.00031520973,0.00033289133],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005375262,0.00089852244,0.0010554211,0.00021639092,0.0006808999,0.00016634875,0.0007619448,0.0015797927,0.0032596753],"category_scores_gemma":[0.00048694626,0.0010671397,0.00058612844,0.00074577937,0.0006954891,0.00031479745,0.00030485573,0.002247238,0.0018928079],"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":[0.00011862824,0.0007686885,0.0071549346,0.0029383772,0.002687721,0.0042015295,0.012527011,0.0075788507,0.0101928525,0.8608089,0.058678802,0.032343686],"study_design_scores_gemma":[0.006109751,0.00075641123,0.02647256,0.002102431,0.0016615386,0.00093756407,0.033428717,0.02458649,0.01864608,0.6647579,0.21246734,0.008073178],"about_ca_topic_score_codex":0.00010214408,"about_ca_topic_score_gemma":0.00014867511,"teacher_disagreement_score":0.6199368,"about_ca_system_score_codex":0.0003283713,"about_ca_system_score_gemma":0.0005353137,"threshold_uncertainty_score":0.99971634},"labels":[],"label_agreement":null},{"id":"W4404048079","doi":"10.37892/2713-2951-3-19-97-117","title":"Oral speech as a marker of Quebec identity","year":2024,"lang":"en","type":"article","venue":"Sociolingvistika","topic":"Canadian Identity and History","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":"Political science","score_opus":0.016815952757154588,"score_gpt":0.3077183236858011,"score_spread":0.2909023709286465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404048079","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":[0.5178243,0.00646463,0.0002498338,0.0031634714,0.0039631724,0.00028284438,0.00007262384,0.00034250272,0.46763662],"genre_scores_gemma":[0.8652232,0.00030149968,0.00016544492,0.0001544347,0.0005338832,0.0000049594955,0.000005936982,0.00001535959,0.13359523],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989709,0.00009869214,0.00016388587,0.0001772672,0.00036013866,0.00022909523],"domain_scores_gemma":[0.9995657,0.00008123364,0.000037537495,0.00011798132,0.00007378198,0.0001237283],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007365051,0.00006339671,0.00013485528,0.00024307267,0.00048376626,0.0004254979,0.00021069059,0.00011788176,0.0030788397],"category_scores_gemma":[0.00027009312,0.000083958694,0.00014987375,0.00033935168,0.00089667476,0.00034203878,0.000029359884,0.00017026205,0.0008582999],"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":[0.000009659898,0.00003395635,0.00058874337,0.00013861524,0.000066371955,0.00013079064,0.033617515,9.455727e-7,0.00012628661,0.8483667,0.08160775,0.035312667],"study_design_scores_gemma":[0.000055656124,0.000008555336,0.0016935512,0.000054672662,0.00003183163,0.0000015563079,0.0021076503,0.000010279513,0.000008317346,0.029183462,0.96672946,0.00011499881],"about_ca_topic_score_codex":0.91388947,"about_ca_topic_score_gemma":0.9682879,"teacher_disagreement_score":0.8851217,"about_ca_system_score_codex":0.0008253957,"about_ca_system_score_gemma":0.0020134451,"threshold_uncertainty_score":0.99991965},"labels":[],"label_agreement":null},{"id":"W4404048786","doi":"10.37892/2713-2951-3-19-135-146","title":"French argotology in Russia in the first quarter of the 21st century","year":2024,"lang":"en","type":"article","venue":"Sociolingvistika","topic":"Regional Socio-Economic Development Trends","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":"Quarter (Canadian coin); Political science; Ancient history; History; Archaeology","score_opus":0.017488341277561065,"score_gpt":0.28522202762563065,"score_spread":0.2677336863480696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404048786","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":[0.7737895,0.0021339485,0.0000049282544,0.053840794,0.0019441574,0.00041043933,0.000014414042,0.000046608973,0.1678152],"genre_scores_gemma":[0.9984697,0.0003403361,0.00003229628,0.0004836781,0.00020104313,0.000040190975,0.00000409646,0.000008373065,0.00042026857],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9986324,0.00026083874,0.0003171677,0.00022495602,0.0002382626,0.00032637926],"domain_scores_gemma":[0.9992021,0.000512425,0.00006896568,0.00017415234,0.000016128604,0.000026242264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001181105,0.000106768275,0.00017179242,0.000086696506,0.00023730054,0.000054022876,0.0006069535,0.0001607236,0.00014194708],"category_scores_gemma":[0.000108238295,0.000068976326,0.000117700554,0.0004343015,0.00063819333,0.000083549305,0.00004970433,0.00035487156,0.00005356301],"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":[0.000004042513,0.00007843308,0.21828148,0.000043112952,0.000031105785,0.000016900409,0.26362237,0.000020008245,0.0000031930094,0.50609535,0.008334313,0.0034697219],"study_design_scores_gemma":[0.0002506165,0.000011856155,0.5054217,0.00014172676,0.000010311014,0.0000022494999,0.030721731,0.000057473586,0.0000025880786,0.032646526,0.43055218,0.00018101135],"about_ca_topic_score_codex":0.0035012795,"about_ca_topic_score_gemma":0.008676562,"teacher_disagreement_score":0.4734488,"about_ca_system_score_codex":0.00028669942,"about_ca_system_score_gemma":0.00034983433,"threshold_uncertainty_score":0.52929103},"labels":[],"label_agreement":null}]}