{"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":"952f879e72ba","filters":{"venue":"2022 30th Mediterranean Conference on Control and Automation (MED)"}},"results":[{"id":"W4289829023","doi":"10.1109/med54222.2022.9837194","title":"Time-delayed Data Transmission in Heterogeneous Multi-agent Deep Reinforcement Learning System","year":2022,"lang":"en","type":"article","venue":"2022 30th Mediterranean Conference on Control and Automation (MED)","topic":"Reinforcement Learning in Robotics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Reinforcement learning; Computer science; Reinforcement; Transmission (telecommunications); Artificial intelligence; Data transmission; Computer network; Telecommunications; Engineering","authors":[{"name":"Elhami Fard","is_ca":true},{"name":"Rastko R. Šelmić","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03798392676037204,"gpt":0.2643300627146901,"spread":0.226346135954318,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001366568,0.0003332893,0.0004402297,0.0003516326,0.0005785127,0.0002556493,0.001431857,0.00008459315,0.0004430948],"category_scores_gemma":[0.00006992005,0.0003228296,0.00006364247,0.0003509245,0.00006437739,0.0005072669,0.0005620095,0.0006408913,0.00007064196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002383039,"about_ca_system_score_gemma":0.0001489591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003127926,"about_ca_topic_score_gemma":0.000006630623,"domain_scores_codex":[0.9960756,0.0006755859,0.0008017832,0.0008222908,0.001119091,0.0005056913],"domain_scores_gemma":[0.9982277,0.000213804,0.0004038381,0.0008650815,0.00007906045,0.0002105818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007591296,0.00005355109,0.00003052854,0.00006467469,0.00004974912,0.00008119876,0.00232594,0.9479647,0.0008159896,0.0006346951,0.0001839984,0.04771901],"study_design_scores_gemma":[0.002991011,0.0005740041,0.0001678237,0.00009959177,0.00002629409,0.0000478048,0.0003869641,0.990801,0.00003384948,0.000009412262,0.004526451,0.0003358295],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002763322,0.000215807,0.9930651,0.001477891,0.0005903,0.0008666811,0.00001107788,0.0004730325,0.0005368044],"genre_scores_gemma":[0.9962303,0.00005050566,0.001807882,0.0004164685,0.00006566775,0.000141147,0.000321114,0.00002544013,0.0009414588],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.993467,"threshold_uncertainty_score":0.9999224,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4289829126","doi":"10.1109/med54222.2022.9837278","title":"Distributed Least-Squares over Directed Networks","year":2022,"lang":"en","type":"article","venue":"2022 30th Mediterranean Conference on Control and Automation (MED)","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Algebraic number; Computer science; Linear equation; Algebraic equation; System of linear equations; Linear system; Least-squares function approximation; Mathematics; Exponential growth; Mathematical optimization; Applied mathematics; Nonlinear system; Mathematical analysis","authors":[{"name":"Mohammad Jahvani","is_ca":true},{"name":"Martin Guay","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01892857359681454,"gpt":0.2404093862822139,"spread":0.2214808126853994,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008991587,0.0004560058,0.0006352021,0.0002752501,0.0007833228,0.0005464011,0.001168152,0.0001242233,0.0008620458],"category_scores_gemma":[0.0001727338,0.0004365627,0.0001534113,0.0006309861,0.00010507,0.0005842224,0.000323326,0.0005970434,0.0000473227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001875646,"about_ca_system_score_gemma":0.0001758072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007278266,"about_ca_topic_score_gemma":0.00003106504,"domain_scores_codex":[0.9955466,0.0008348964,0.000755579,0.000935761,0.001218438,0.0007087463],"domain_scores_gemma":[0.9976986,0.0004351434,0.0004914922,0.0008203026,0.0002105824,0.0003438826],"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":[0.001152149,0.001996761,0.004765457,0.0002724184,0.001299406,0.0007582377,0.005837401,0.03377661,0.01317086,0.194541,0.1563821,0.5860476],"study_design_scores_gemma":[0.004131428,0.00031744,0.01642163,0.00004477021,0.00003839696,0.00003377492,0.0001698176,0.9617893,0.00001784851,0.0004714091,0.01608799,0.0004762689],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03094235,0.001106741,0.936231,0.01603403,0.006502394,0.00245327,0.001615534,0.003229794,0.001884922],"genre_scores_gemma":[0.9967538,0.00002340845,0.0001288243,0.001185578,0.0003090925,0.0005267762,0.0006296239,0.00002721359,0.0004157274],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9658114,"threshold_uncertainty_score":0.9998086,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4289828924","doi":"10.1109/med54222.2022.9837234","title":"Comparison of Cellular Network Controllers for Quadrotors Experiencing Time Delay","year":2022,"lang":"en","type":"article","venue":"2022 30th Mediterranean Conference on Control and Automation (MED)","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"Mitacs","keywords":"Estimator; Control theory (sociology); Backstepping; Controller (irrigation); Computer science; Nonlinear system; State (computer science); Mathematics; Control (management); Adaptive control; Algorithm; Artificial intelligence","authors":[{"name":"Mohammad Tayefe Ramezanlou","is_ca":true},{"name":"Howard M. Schwartz","is_ca":true},{"name":"Ioannis Lambadaris","is_ca":true},{"name":"Michel Barbeau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04974361633178897,"gpt":0.3042227871503728,"spread":0.2544791708185838,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001112505,0.0002353494,0.0005723417,0.0001623915,0.0008342699,0.0001238179,0.0008277383,0.000056753,0.0004620184],"category_scores_gemma":[0.0001110196,0.0002292107,0.0001171487,0.000366941,0.00009451791,0.0002988828,0.0002326161,0.0002774276,0.000007221026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007186892,"about_ca_system_score_gemma":0.0001452665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003811885,"about_ca_topic_score_gemma":0.000008314553,"domain_scores_codex":[0.9974769,0.0005452732,0.0006696852,0.0004375987,0.0005148756,0.0003556826],"domain_scores_gemma":[0.9979749,0.0006749369,0.0004617785,0.0005414964,0.0002091967,0.0001377014],"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":[0.0009694784,0.0008712945,0.001312368,0.0001473306,0.0004458029,0.00001728195,0.04616124,0.03819297,0.08412478,0.2685098,0.03643844,0.5228093],"study_design_scores_gemma":[0.002523391,0.0005533951,0.0002829497,0.00004225471,0.00001956977,0.000003330006,0.0005473865,0.983461,0.0003862646,0.000381364,0.01154924,0.0002498981],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08371392,0.002425806,0.8978075,0.00796512,0.001968096,0.002937845,0.00006968658,0.0004859145,0.002626152],"genre_scores_gemma":[0.9968376,0.0000530864,0.001417964,0.00060157,0.0001459538,0.0005987492,0.00005490738,0.00001520649,0.0002749854],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.945268,"threshold_uncertainty_score":0.9346941,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}