{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"e0e926b4e3ba","filters":{"venue":"Transport automation research"}},"results":[{"id":"W4392890930","doi":"10.20295/2412-9186-2024-10-01-74-99","title":"Study of algorithms for synthesis of self-checking digital devices based on Boolean correction of signals using weighted Bose – Lin codes","year":2024,"lang":"en","type":"article","venue":"Transport automation research","topic":"Mathematical Control Systems and Analysis","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"International Air Transport Association","funders":"","keywords":"Computer science; Algorithm; Redundancy (engineering); Digital electronics; Boolean function; Testability; Electronic circuit; Boolean circuit; Weighting; Arithmetic; Mathematics","authors":[{"name":"Д.В. Ефанов","is_ca":true},{"name":"Eseniya Elina","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07982728465254234,"gpt":0.3705609440288438,"spread":0.2907336593763015,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002112785,0.0001030872,0.0003992773,0.0006157927,0.00007619865,0.00008124302,0.000304963,0.00005489758,0.00001383933],"category_scores_gemma":[0.00009229345,0.00008275698,0.0001555204,0.001032214,0.00003514624,0.0003021281,0.00001358508,0.00009143059,0.000001358202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003812851,"about_ca_system_score_gemma":0.000129196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001509117,"about_ca_topic_score_gemma":0.00002797658,"domain_scores_codex":[0.9977796,0.0001471081,0.0006944275,0.0002752622,0.0009271816,0.000176388],"domain_scores_gemma":[0.9977941,0.001246958,0.0001634543,0.0002777787,0.0004700623,0.00004763859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007867356,0.02051246,0.04250522,0.037848,0.004725901,0.0001425699,0.04989519,0.1381913,0.0831402,0.02049955,0.0002373635,0.6015155],"study_design_scores_gemma":[0.0002238436,0.0002752921,0.001298108,0.0006807612,0.00005959292,4.108267e-7,0.000510347,0.9839628,0.01272449,0.0001761842,0.00001643821,0.00007172968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5512615,0.00003473126,0.447736,0.00004647478,0.0000470001,0.0005732988,0.00002126011,0.00009009414,0.0001896394],"genre_scores_gemma":[0.9943523,0.000001069432,0.005538081,0.000001336848,0.00001837097,0.00004712942,0.00000448608,0.00001054635,0.0000266429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8457715,"threshold_uncertainty_score":0.3374732,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4380449850","doi":"10.20295/2412-9186-2023-9-02-205-221","title":"Self-Dual Functional Gates for the Synthesis of Controllable Digital Systems","year":2023,"lang":"en","type":"article","venue":"Transport automation research","topic":"Cybersecurity and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"International Air Transport Association","funders":"","keywords":"Boolean function; Computer science; Dual (grammatical number); Topology (electrical circuits); Mathematics; Algorithm","authors":[{"name":"Д.В. Ефанов","is_ca":true},{"name":"Tat'yana Pogodina","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06286772603530191,"gpt":0.3030605566637962,"spread":0.2401928306284943,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002777158,0.00007784009,0.000166291,0.0002952549,0.0003374283,0.0002400274,0.000425013,0.00006198233,0.00002092151],"category_scores_gemma":[0.0001224657,0.00005636892,0.00009350049,0.001102263,0.0000694868,0.001066075,0.0000286216,0.0001002251,0.000239668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003784919,"about_ca_system_score_gemma":0.000180061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004965101,"about_ca_topic_score_gemma":0.000004882112,"domain_scores_codex":[0.9980491,0.00006391192,0.0004573399,0.0001621581,0.0009772376,0.0002902829],"domain_scores_gemma":[0.9970535,0.001850195,0.00009879368,0.0003310627,0.0006126549,0.00005379816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001976811,0.0003076785,0.003738613,0.002700004,0.0006395513,0.00001029715,0.01750554,0.02807461,0.0007241289,0.8662087,0.06003992,0.01985326],"study_design_scores_gemma":[0.0004546002,0.00005381788,0.007694355,0.0000475952,0.000007343074,0.000006172834,0.001258594,0.9272472,0.0007404484,0.0003523803,0.0620443,0.00009322128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1535195,0.0006953534,0.7838649,0.01402496,0.003057736,0.009075199,0.0007971353,0.004485596,0.03047956],"genre_scores_gemma":[0.9984851,0.00002218912,0.0002047722,0.000009311481,0.00006879339,0.0004317004,0.00004223676,0.000006591192,0.00072927],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8991725,"threshold_uncertainty_score":0.3080527,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386569072","doi":"10.20295/2412-9186-2023-9-03-283-297","title":"Study of the characteristics of error detection with Hamming codes, the consideration of which is appropriate for the synthesis of automatic devices with fault detection","year":2023,"lang":"en","type":"article","venue":"Transport automation research","topic":"Cybersecurity and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"International Air Transport Association","funders":"","keywords":"Hamming code; Fault detection and isolation; Hamming distance; Computer science; Error detection and correction; Reliability engineering; Fault (geology); Algorithm; Artificial intelligence; Engineering; Block code; Biology; Decoding methods","authors":[{"name":"Д.В. Ефанов","is_ca":true},{"name":"Marina Zueva","is_ca":false},{"name":"Artem V. Pashukov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06683886603513574,"gpt":0.3204558514181483,"spread":0.2536169853830125,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003114778,0.0001024722,0.0002644568,0.0002351414,0.0003838037,0.00004225633,0.0004962708,0.00005867978,0.000005493594],"category_scores_gemma":[0.0001550285,0.00005104533,0.00005422879,0.001917496,0.0001712582,0.0004206313,0.00002979657,0.0001524094,0.000001403122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002708838,"about_ca_system_score_gemma":0.0001789421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005581725,"about_ca_topic_score_gemma":0.002712742,"domain_scores_codex":[0.9974966,0.0002747645,0.0007634351,0.0001584346,0.001143844,0.0001628879],"domain_scores_gemma":[0.9963417,0.001006711,0.0007105148,0.0005541339,0.001367218,0.00001970831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001229957,0.001413091,0.04778113,0.01122971,0.001790305,0.00000273905,0.5553882,0.02675229,0.04532631,0.004681659,0.00007609736,0.3043285],"study_design_scores_gemma":[0.0005560952,0.0005088508,0.2743284,0.0002997481,0.00007140476,0.000005736459,0.01528692,0.5863099,0.1224625,0.00004940308,0.0000375501,0.00008357844],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9221535,0.000006137697,0.07546102,0.0003073208,0.00006103555,0.001897391,0.0000233779,0.0000544239,0.00003577622],"genre_scores_gemma":[0.9993953,0.00000502902,0.0002984861,0.00000593699,0.00001008627,0.0002607567,0.000003349918,0.000008126887,0.00001293948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5595576,"threshold_uncertainty_score":0.2951947,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}