{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"9629668c7bd8","filters":{"venue":"Prepodavatel XXI vek"}},"results":[{"id":"W3017211324","doi":"10.31862/2073-9613-2020-1-159-167","title":"The Role of Intermediary Language at the Lessons of Russian as a Foreign Language in the Context of a Present-Day University","year":2020,"lang":"en","type":"article","venue":"Prepodavatel XXI vek","topic":"Foreign Language Teaching Methods","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Fields Institute for Research in Mathematical Sciences","funders":"","keywords":"Foreign language; Context (archaeology); Linguistics; Language assessment; Language industry; Russian language; Computer science; Language transfer; Language education; Comprehension approach; Political science; Sociology; Pedagogy; History","authors":[{"name":"Anastasija V. Angel","is_ca":true},{"name":"Ekaterina Volkova","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02135130468886858,"gpt":0.3197645176531493,"spread":0.2984132129642807,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003045717,0.0001138815,0.0002437025,0.00004302134,0.0002522556,0.00001980944,0.001138337,0.00007780144,0.00009925669],"category_scores_gemma":[0.001699027,0.00006438432,0.0001459766,0.000394917,0.001049581,0.0001023677,0.0002938721,0.0002767335,0.000005687955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005596403,"about_ca_system_score_gemma":0.0001467562,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01380007,"about_ca_topic_score_gemma":0.005579663,"domain_scores_codex":[0.9965662,0.002213467,0.0002997513,0.0001939768,0.0004624477,0.0002641641],"domain_scores_gemma":[0.9971711,0.001940975,0.0003337272,0.0004518982,0.00003953221,0.00006277052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001579473,0.0000666979,0.004402034,0.0000340203,0.00006125257,0.00004696571,0.8717825,0.000009801915,0.01005948,0.09036111,0.0002069216,0.02281129],"study_design_scores_gemma":[0.0004129208,0.00009799028,0.003523537,0.00005471682,0.0000498525,0.000003981641,0.9639596,0.0003081753,0.02307002,0.003057746,0.005347361,0.0001141016],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8819686,0.001654664,0.00007787802,0.003606134,0.00004803143,0.0005887988,0.00005539746,0.00003092918,0.1119696],"genre_scores_gemma":[0.9991136,0.00005563526,0.0001544353,0.0001200371,0.00006314852,0.000004304097,0.00000563589,0.0000110662,0.0004720995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1171451,"threshold_uncertainty_score":0.9927671,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399639028","doi":"10.31862/2073-9613-2023-4-376-384","title":"Quebec Provincial Elections in 2018 and 2022 and Their Influence onthe Development of the French Speaking Province","year":2023,"lang":"en","type":"article","venue":"Prepodavatel XXI vek","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Political science; Geography","authors":[{"name":"A. N. Komarov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01111068151605676,"gpt":0.2234799637231267,"spread":0.2123692822070699,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004897891,0.00005966202,0.00009217042,0.0001814563,0.0008321329,0.0001129693,0.0001441059,0.00004827484,0.00001957844],"category_scores_gemma":[0.000259193,0.0000549106,0.00001731512,0.0004366482,0.0004816366,0.0001782061,0.00009809639,0.000115772,0.000005911892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004209658,"about_ca_system_score_gemma":0.002254098,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.779284,"about_ca_topic_score_gemma":0.9981366,"domain_scores_codex":[0.9992126,0.00007835914,0.0001803997,0.0001749902,0.0001581393,0.0001955233],"domain_scores_gemma":[0.9996524,0.00006910913,0.00008489993,0.0001059318,0.00003535793,0.00005223025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0000259126,0.0001314114,0.1511959,0.0002329694,0.0000546033,0.00002148528,0.6483295,0.00006357232,0.01358208,0.008152978,0.004769087,0.1734405],"study_design_scores_gemma":[0.0001282718,0.00001045978,0.8210309,0.00006997952,0.000005246772,0.000001897537,0.003618307,0.0000531156,0.0003455159,0.0009730504,0.1736251,0.0001382768],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996639,0.0001491704,0.000009068073,0.0003053165,0.0001540873,0.0002745675,0.000006887887,0.00002826526,0.002433598],"genre_scores_gemma":[0.9952418,0.00005451859,0.00005807946,0.00003185744,0.00004124383,0.00002585184,8.684273e-7,0.000005398471,0.004540444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6698349,"threshold_uncertainty_score":0.6400177,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3017247606","doi":"10.31862/2073-9613-2020-1-249-257","title":"British Wheat Supplies to the USSR and Food Crisis in Iran in 1942","year":2020,"lang":"en","type":"article","venue":"Prepodavatel XXI vek","topic":"Economic Sanctions and International Relations","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Persian; Negotiation; Famine; Population; Lease; Political science; Economy; Economic history; Geography; Agricultural economics; History; Economics; Law; Sociology; Demography","authors":[{"name":"Marina Gurina","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05369038926307478,"gpt":0.2194376561127131,"spread":0.1657472668496383,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000176096,0.00007409912,0.0001741422,0.0001168742,0.00004678221,0.0001145824,0.0001306244,0.00004319598,0.0005526849],"category_scores_gemma":[0.0001215136,0.00008767708,0.00003628612,0.0001972172,0.00002052939,0.0001905757,0.00007046693,0.0001265056,0.0002370386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005836625,"about_ca_system_score_gemma":0.000007158857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001191218,"about_ca_topic_score_gemma":0.003894134,"domain_scores_codex":[0.9990894,0.000007963878,0.0004319182,0.000303601,0.00001890745,0.0001482367],"domain_scores_gemma":[0.9996933,0.00004825059,0.00006893772,0.0001230796,0.000009019847,0.00005737968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001917505,0.00007939813,0.8748145,0.00002012698,0.00004489228,0.000006067344,0.00481821,0.002303688,0.00001371837,0.1031479,0.01313253,0.001599781],"study_design_scores_gemma":[0.0007878923,0.0001208018,0.8148004,0.00002336336,0.000002902271,0.00001431891,0.0008115388,0.008533194,0.00003844716,0.0438142,0.1307754,0.0002775628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663678,0.00114049,0.000628493,0.0134699,0.0001847869,0.0002338326,0.0001071158,0.00001667107,0.01785091],"genre_scores_gemma":[0.9974684,0.0002949752,0.0002682877,0.001538883,0.00006492947,0.00006845222,0.000009001248,0.00001199204,0.000275132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1176429,"threshold_uncertainty_score":0.6051512,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3016490201","doi":"10.31862/2073-9613-2020-1-124-131","title":"Implementation of Google-Based CLIL Course Web Syllabus Aimed to Develop Oral Mediation Skills","year":2020,"lang":"en","type":"article","venue":"Prepodavatel XXI vek","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Syllabus; Competence (human resources); Foreign language; Mediation; Pedagogy; Computer science; Language education; Sociology; Psychology; Social science","authors":[{"name":"K. V. Chikrizova","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02847017889402846,"gpt":0.2890293056529691,"spread":0.2605591267589406,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000311145,0.0001445531,0.0002149258,0.00007285854,0.0001544325,0.00009676861,0.0001354801,0.00003729848,0.003251397],"category_scores_gemma":[0.000223981,0.0001357462,0.00004836739,0.0001137802,0.00004410302,0.0001490389,0.00003542679,0.0001452699,0.0001601014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003099372,"about_ca_system_score_gemma":0.000193435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007245743,"about_ca_topic_score_gemma":0.001586649,"domain_scores_codex":[0.9987673,0.0001144476,0.0003959048,0.0002494626,0.0002489725,0.0002239687],"domain_scores_gemma":[0.9992086,0.0001131835,0.0002127517,0.0001420502,0.0002036253,0.0001198258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000233174,0.0003773802,0.07178082,0.000387477,0.0003473967,0.00006132574,0.6197025,0.0009542854,0.01390006,0.009172862,0.0124099,0.2706728],"study_design_scores_gemma":[0.01283531,0.002551925,0.08771558,0.0003732817,0.0006733241,0.00001421371,0.2072741,0.01322632,0.08321042,0.000476123,0.5886638,0.002985647],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942192,0.0000937383,0.0003453304,0.001643149,0.0003077238,0.0002849839,0.00005395487,0.0001629497,0.002888972],"genre_scores_gemma":[0.9958737,0.000002461883,0.000954069,0.002250188,0.0003111807,0.0000277794,0.000172171,0.00002772381,0.000380713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5762539,"threshold_uncertainty_score":0.9976597,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3048020764","doi":"10.31862/2073-9613-2020-2-284-303","title":"Medical Microbiology on the Pages of “Scientific Notes of Kazan University” (Chronicle of 1879)","year":2020,"lang":"en","type":"article","venue":"Prepodavatel XXI vek","topic":"Yersinia bacterium, plague, ectoparasites research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Plague (disease); Quarter (Canadian coin); History; Medical science; Measles; Classics; Library science; Medicine; Ancient history; Virology; Medical education; Computer science; Archaeology","authors":[{"name":"Maxim V. Trushin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02677344097620005,"gpt":0.2566821737499106,"spread":0.2299087327737106,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003153277,0.00009553081,0.000194484,0.00004374397,0.00004565447,0.000006084255,0.0004920066,0.0001358736,0.0001329395],"category_scores_gemma":[0.0006205767,0.0000759544,0.00009435014,0.0001911618,0.0006524451,0.000003315716,0.000283275,0.0001219739,0.00001120528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009275761,"about_ca_system_score_gemma":0.0002061528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003811157,"about_ca_topic_score_gemma":0.00003777682,"domain_scores_codex":[0.9989461,0.0001613387,0.0002310901,0.0002940148,0.0001761233,0.0001913716],"domain_scores_gemma":[0.9991162,0.0001378612,0.0001507863,0.0003676153,0.00014583,0.00008164342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002344886,0.00008820082,0.006434225,0.0000684783,0.00006396486,0.000006228006,0.0001799219,0.00001620434,0.9916779,0.00008584421,0.0007350221,0.0004095409],"study_design_scores_gemma":[0.0003547899,0.0004787836,0.004958431,0.00002360764,0.0000116982,0.000007338976,0.0001037165,0.0001162809,0.9888691,0.000008703575,0.004997381,0.00007017957],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997584,0.0001969138,0.00007717489,0.001421355,0.00005430833,0.0001449737,0.00008431513,0.000005287313,0.0004316346],"genre_scores_gemma":[0.9995373,0.00007750303,0.0001179675,0.00007464371,0.00002808109,8.946109e-7,0.00007036033,0.000009159665,0.00008406804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004262359,"threshold_uncertainty_score":0.309733,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}