{"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":"14b7a83fad2a","filters":{"venue":"Электронный научный архив ТПУ: Главная страница (Tomsk Polytechnic University)"}},"results":[{"id":"W7035030058","doi":"","title":"Простой алгоритм контроля битрейта кодера стандарта JPEG","year":2015,"lang":"ru","type":"article","venue":"Электронный научный архив ТПУ: Главная страница (Tomsk Polytechnic University)","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","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":"Set (abstract data type); Image processing; Image segmentation; Focus (optics); Data compression","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0272935615083575,"gpt":0.2101094618178394,"spread":0.1828159003094819,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.001922849,0.002064521,0.001951213,0.001434616,0.001814414,0.0002882756,0.004598329,0.002546882,0.04033872],"category_scores_gemma":[0.0003474116,0.002336913,0.000992792,0.004372615,0.00375251,0.002411327,0.003386013,0.00267389,0.05661639],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004495345,"about_ca_system_score_gemma":0.001132047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002704083,"about_ca_topic_score_gemma":0.002212971,"domain_scores_codex":[0.9883485,0.001015983,0.001574432,0.00318686,0.002230532,0.003643718],"domain_scores_gemma":[0.9923777,0.0003738952,0.001178517,0.003148935,0.0002709931,0.002649951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00355938,0.01110759,0.1033327,0.0004488758,0.00195698,0.01381303,0.01115832,0.002079812,0.02913469,0.04152821,0.6900109,0.09186953],"study_design_scores_gemma":[0.0159156,0.004518293,0.02867307,0.0007128655,0.003861687,0.0008796682,0.01272943,0.006957154,0.01670005,0.00408621,0.8961881,0.008777924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6871993,0.001490415,0.005863647,0.006906865,0.006935928,0.005020677,0.0007334952,0.002643178,0.2832065],"genre_scores_gemma":[0.8408544,0.0005001812,0.00210581,0.001602265,0.0006321839,0.00002472603,0.0001617178,0.0002665736,0.1538522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2061771,"threshold_uncertainty_score":0.999627,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6990061511","doi":"","title":"Comparative analysis of methods for the energy efficiency determination of induction motors","year":2016,"lang":"en","type":"article","venue":"Электронный научный архив ТПУ: Главная страница (Tomsk Polytechnic University)","topic":"Electric Power Systems and Control","field":"Engineering","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":"Induction motor; Efficient energy use; Electric motor; Control theory (sociology); Torque","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01376753672039987,"gpt":0.2538493062329276,"spread":0.2400817695125277,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005078115,0.0002845886,0.0007384459,0.001478361,0.0001438404,0.00001235265,0.0006277736,0.0002231687,0.00003399022],"category_scores_gemma":[0.00005800033,0.0002087236,0.0004691265,0.003055716,0.0001961895,0.0002760948,0.00006521138,0.0001226837,0.000001461347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000269458,"about_ca_system_score_gemma":0.000064862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002193711,"about_ca_topic_score_gemma":0.0001327185,"domain_scores_codex":[0.9983775,0.0001575478,0.0005095443,0.0003373948,0.0002280564,0.0003899359],"domain_scores_gemma":[0.9978985,0.0008055905,0.0003497894,0.0005915687,0.0002664415,0.00008808353],"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":[0.0002352578,0.0002066096,0.0002564326,0.00009496383,0.003069412,0.000003282908,0.0009269607,0.002963928,0.5026708,0.03903157,0.000478164,0.4500626],"study_design_scores_gemma":[0.003940484,0.000946428,0.004535826,0.0002359195,0.006365204,0.00001283258,0.001107183,0.3287517,0.5671061,0.0005891151,0.08509984,0.001309299],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02232244,0.0008372306,0.9734179,0.00006155442,0.0003365258,0.0004697472,0.00006260574,0.0001987749,0.002293268],"genre_scores_gemma":[0.9960442,0.000203194,0.002337817,0.00000870717,0.00004971995,0.00001765353,0.000006771109,0.00002320632,0.00130874],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9737217,"threshold_uncertainty_score":0.8511501,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7072331938","doi":"","title":"Опыт эксплуатации теплообменников типа ALFA LAVAL в системе теплоснабжения на ТЭС","year":2015,"lang":"ru","type":"article","venue":"Электронный научный архив ТПУ: Главная страница (Tomsk Polytechnic University)","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary 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":"Work (physics); Term (time); Component (thermodynamics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0247712332890746,"gpt":0.2004312412788517,"spread":0.1756600079897771,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.002496953,0.002261849,0.002193006,0.003348315,0.001833819,0.0007470776,0.004868621,0.001906683,0.004974463],"category_scores_gemma":[0.0005029343,0.00246559,0.001249878,0.004862634,0.002325868,0.00309574,0.001048794,0.003042659,0.006312405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008186733,"about_ca_system_score_gemma":0.002170618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02569389,"about_ca_topic_score_gemma":0.001055544,"domain_scores_codex":[0.9874566,0.001143614,0.001666685,0.003172126,0.002811983,0.00374895],"domain_scores_gemma":[0.9909682,0.0005837564,0.001280117,0.003175143,0.0008841757,0.003108653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001910589,0.001129339,0.01410587,0.0003636773,0.0009339218,0.003421416,0.002796207,0.000761211,0.001106084,0.005719689,0.8234005,0.1443515],"study_design_scores_gemma":[0.004310592,0.001764797,0.001522717,0.000653534,0.0008436248,0.0004624527,0.004600947,0.01212526,0.006308079,0.002768002,0.9612272,0.003412789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1419684,0.02653894,0.01558213,0.03322018,0.01771461,0.007351985,0.004752581,0.01320006,0.7396711],"genre_scores_gemma":[0.8592272,0.006683674,0.005529413,0.007367768,0.001872244,0.000007649988,0.001045454,0.0002643992,0.1180021],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7172588,"threshold_uncertainty_score":0.9994656,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7028173486","doi":"","title":"Erasmus Mundus as academic mobility program for students","year":2016,"lang":"en","type":"article","venue":"Электронный научный архив ТПУ: Главная страница (Tomsk Polytechnic University)","topic":"Higher Education Governance and Development","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":"Erasmus+; Higher education; Work (physics); Curriculum","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02145070575931124,"gpt":0.3595232320452354,"spread":0.3380725262859242,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001251547,0.0004847429,0.0005209891,0.0005296314,0.001362622,0.0001349438,0.002195396,0.0006828558,0.0008311036],"category_scores_gemma":[0.0004334654,0.0004472919,0.0003408229,0.001513071,0.000864736,0.00106071,0.0003873939,0.0004605542,0.0005733736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002010843,"about_ca_system_score_gemma":0.001529505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001503347,"about_ca_topic_score_gemma":0.0009664217,"domain_scores_codex":[0.9952845,0.0002685366,0.0005706814,0.001104687,0.001374542,0.001397075],"domain_scores_gemma":[0.997161,0.0004490931,0.0004409261,0.0008188767,0.000431959,0.000698153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001176264,0.004173897,0.1206591,0.0001425498,0.0006909383,0.000134063,0.0172345,0.000006549078,0.004500689,0.2766064,0.08563498,0.4890401],"study_design_scores_gemma":[0.002222847,0.0002725314,0.01786306,0.0001664383,0.00009491844,0.000005268216,0.00210233,0.000001800954,0.001061995,0.004068181,0.9713761,0.0007645394],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9013326,0.0004361042,0.003541222,0.01187563,0.002543143,0.006485183,0.000171271,0.002514659,0.07110016],"genre_scores_gemma":[0.8708836,0.0009945972,0.00192066,0.0006157147,0.0005243391,0.0001561147,0.00001841523,0.00006264791,0.1248239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8857411,"threshold_uncertainty_score":0.9999375,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7025635356","doi":"","title":"Вычисление оптического потока","year":2016,"lang":"en","type":"article","venue":"Электронный научный архив ТПУ: Главная страница (Tomsk Polytechnic University)","topic":"Advanced Vision and Imaging","field":"Computer Science","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":"Displacement (psychology); Flow (mathematics); Image processing; Optical flow; Point (geometry); Process (computing)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.007322259353611722,"gpt":0.195611510493205,"spread":0.1882892511395932,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004571271,0.0007373028,0.0006730114,0.001458576,0.0007270445,0.000207101,0.004138361,0.0003356354,0.0004083723],"category_scores_gemma":[0.0001729339,0.0006318531,0.0004319059,0.002782412,0.0005006074,0.00338141,0.001857273,0.0005463219,0.001310244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006564169,"about_ca_system_score_gemma":0.0002991124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006535083,"about_ca_topic_score_gemma":0.00003322495,"domain_scores_codex":[0.9951109,0.0002170052,0.000603758,0.00165127,0.0009211731,0.001495861],"domain_scores_gemma":[0.9956666,0.0003473737,0.0004180916,0.002544652,0.0003051022,0.0007181953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001094469,0.0003679945,0.0007562048,0.00003522759,0.0001274475,0.0006580563,0.0004093081,0.00002734611,0.05414207,0.2649102,0.0127502,0.6657066],"study_design_scores_gemma":[0.005057467,0.000507398,0.002895738,0.0005748489,0.00009566797,0.00024353,0.000313951,0.005351427,0.02840044,0.01261749,0.9413747,0.002567402],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005369896,0.000253443,0.9370067,0.006148032,0.000949489,0.000580332,0.0000326335,0.002631678,0.04702781],"genre_scores_gemma":[0.8753879,0.0006623997,0.06983311,0.001913142,0.0003394517,0.00001019441,0.000009917238,0.0001324279,0.05171143],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9286245,"threshold_uncertainty_score":0.9996133,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}