{"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"},"query_hash":"558d87694517","filters":{"venue":"Advances in Computing and Communications"}},"results":[{"id":"W2979038004","doi":"","title":"Finite-interval kernel-based identification and state estimation for LTI systems with noisy output data.","year":2019,"lang":"en","type":"article","venue":"Advances in Computing and Communications","topic":"Control Systems and Identification","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Kernel (algebra); Computer science; Interval (graph theory); Control theory (sociology); System identification; Identification (biology); Algorithm; Mathematics; Data modeling; Artificial intelligence; Control (management); Discrete mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.02035553801940952,"gpt":0.2841788761096893,"spread":0.2638233380902798,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004091979,0.00009758899,0.0001566264,0.00008549137,0.0001155999,0.0001423677,0.0003238553,0.00002787607,3.139161e-7],"category_scores_gemma":[0.00003984723,0.00009656185,0.00001081193,0.0001153242,0.00004164732,0.0003911253,0.00007692406,0.00009018568,0.000004583391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003001914,"about_ca_system_score_gemma":0.00001203513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006023065,"about_ca_topic_score_gemma":0.0001865778,"domain_scores_codex":[0.9992287,0.00004824675,0.0003323944,0.0002023175,0.00007335505,0.0001149923],"domain_scores_gemma":[0.9983739,0.000460118,0.0001134564,0.0009587786,0.00006715606,0.00002655029],"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":[0.00001762524,0.00003614864,0.007546545,0.0005119797,0.00002275103,1.085155e-7,0.0004685875,0.8728563,0.000218883,0.0009855067,0.00004621573,0.1172893],"study_design_scores_gemma":[0.000494889,0.00002281729,0.005271044,0.0002529581,0.00001230679,0.000001842958,0.0001713993,0.988526,0.00001602971,0.0001402857,0.004975425,0.0001150315],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1216353,0.01208008,0.8644059,0.0001966628,0.0003058618,0.0009171722,0.00006899529,0.0001618904,0.0002281515],"genre_scores_gemma":[0.9936886,0.0003781602,0.005516219,0.000007401157,0.00001379264,0.00005450418,0.0002581782,0.00001640221,0.00006668045],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8720534,"threshold_uncertainty_score":0.3937678,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2977268040","doi":"","title":"H∞-optimal strictly positive real parallel feedforward control","year":2019,"lang":"en","type":"article","venue":"Advances in Computing and Communications","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Feed forward; Computer science; Control (management); Control theory (sociology); Optimal control; Control engineering; Mathematical optimization; Mathematics; Artificial intelligence; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.004841661603937511,"gpt":0.247656447567519,"spread":0.2428147859635814,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001284082,0.0001275472,0.0002150343,0.00008160643,0.0001018793,0.00002907475,0.000308616,0.00005136925,0.000002146437],"category_scores_gemma":[0.00001674828,0.0001400931,0.00002695631,0.0001942244,0.0000491128,0.0002980775,0.0000816884,0.0002110011,0.00001283944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006639792,"about_ca_system_score_gemma":0.000009377866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002359535,"about_ca_topic_score_gemma":0.00003793873,"domain_scores_codex":[0.9992188,0.00007014984,0.0002816923,0.000149698,0.00007764014,0.0002020155],"domain_scores_gemma":[0.9988847,0.0004152453,0.00006541745,0.0005480094,0.0000467705,0.00003983986],"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":[0.00000854825,0.00001425229,0.006947016,0.00001577309,0.00001559317,3.826958e-7,0.0002711853,0.9706967,0.00009263203,0.00720281,0.000004166834,0.01473089],"study_design_scores_gemma":[0.001002599,0.00003315545,0.004563456,0.0000818933,0.000008554181,0.000005047999,0.000238779,0.991998,0.000005204335,0.0003397646,0.001551852,0.0001717213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08792365,0.01625448,0.8454236,0.0002935739,0.0003419463,0.0009117508,0.0000314199,0.0005923769,0.04822719],"genre_scores_gemma":[0.9601573,0.003419203,0.03627146,0.00003806448,0.00002435303,0.00001906126,0.00002410974,0.00001983951,0.0000266036],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8722336,"threshold_uncertainty_score":0.5712829,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}