{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"d648f0104e33","filters":{"venue":"Известия Южного федерального университета. Технические науки"}},"results":[{"id":"W19761543","doi":"10.1111/j.1600-0854.2009.00978.x","title":"Гибридные информационные технологии по экспресс-диагностике инфекционных заболеваний на основе многочастотного анализа пассивных электрических свойств биоматериалов в экспериментах in vivo","year":2010,"lang":"ru","type":"article","venue":"Известия Южного федерального университета. Технические науки","topic":"Sensor Technology and Measurement Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Canadian Institutes of Health Research; Howard Hughes Medical Institute","keywords":"Spectral analysis; In vivo; Biomedical engineering; Medicine; Biology; Physics","authors":[{"name":"Алексенко Виктор Александрович","is_ca":false},{"name":"Кабус Дерхим Али Кассим","is_ca":false},{"name":"Филист Сергей Алексеевич","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02332974730414766,"gpt":0.2426799948153448,"spread":0.2193502475111972,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.01078829,0.006989444,0.007183728,0.006428218,0.003077419,0.003138164,0.01538223,0.008154806,0.006922532],"category_scores_gemma":[0.003331071,0.007584325,0.003147867,0.01088132,0.003958059,0.005871071,0.003005188,0.01419514,0.01141896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00212494,"about_ca_system_score_gemma":0.003647056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00547743,"about_ca_topic_score_gemma":0.01280401,"domain_scores_codex":[0.9580988,0.003006327,0.009255731,0.01100806,0.007392962,0.01123809],"domain_scores_gemma":[0.9720398,0.00233052,0.004641877,0.01468142,0.002385852,0.003920506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001977695,0.01265557,0.07103704,0.003169001,0.003350701,0.006942461,0.01823067,0.001184495,0.4749016,0.121884,0.192198,0.09246889],"study_design_scores_gemma":[0.02561687,0.003296723,0.02928023,0.004847385,0.001535719,0.003332268,0.004244377,0.02076697,0.2097669,0.01425776,0.6651861,0.0178687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.738287,0.01443209,0.01505205,0.02687234,0.07458357,0.01673906,0.001392628,0.0112344,0.1014069],"genre_scores_gemma":[0.955177,0.001412021,0.007460611,0.004891129,0.005638331,0.00135198,0.0002030844,0.00125051,0.02261531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4729881,"threshold_uncertainty_score":0.9987526,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W30989206","doi":"10.1093/humrep/dez036","title":"Особенности и возможности автоматизированного проектирования ПЛИС различной архитектуры","year":2008,"lang":"ru","type":"article","venue":"Известия Южного федерального университета. Технические науки","topic":"Mathematical Control Systems and Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Field-programmable gate array; Automation; Computer science; Electronic design automation; Engineering; Software engineering; Engineering management; Embedded system; Mechanical engineering","authors":[{"name":"Евгений Владимирович Нужнов","is_ca":false},{"name":"А. А. Полупанов","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02999305087670104,"gpt":0.2274755313130536,"spread":0.1974824804363525,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.004637126,0.004505361,0.006609642,0.002342778,0.003944835,0.002402162,0.009604096,0.002476605,0.01082957],"category_scores_gemma":[0.001516288,0.004315483,0.004432274,0.007146692,0.002096917,0.003735802,0.003598048,0.003777877,0.01780275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001144866,"about_ca_system_score_gemma":0.002228693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002863894,"about_ca_topic_score_gemma":0.001493569,"domain_scores_codex":[0.9711823,0.002219835,0.006822947,0.006762697,0.006305145,0.00670704],"domain_scores_gemma":[0.9791601,0.002061988,0.003280231,0.009467673,0.002031461,0.003998562],"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":[0.00140217,0.01388556,0.01087715,0.006254578,0.01153456,0.01459408,0.03377622,0.003598994,0.01315094,0.2324115,0.4437658,0.2147485],"study_design_scores_gemma":[0.01833324,0.003001538,0.02061422,0.003895592,0.003278895,0.004899345,0.002092373,0.3183177,0.00385031,0.02089012,0.5846685,0.01615812],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1524397,0.04494935,0.3396932,0.03198253,0.02294523,0.01228006,0.001384036,0.008405436,0.3859204],"genre_scores_gemma":[0.9066759,0.002251872,0.01158644,0.004219089,0.005202509,0.0005800841,0.0001725516,0.0006846124,0.0686269],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7542363,"threshold_uncertainty_score":0.9988184,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}