{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"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":"587c9f022b2f","filters":{"venue":"Mathematical Modelling and Control"}},"results":[{"id":"W4389746000","doi":"10.3934/mmc.2023026","title":"MIMO fuzzy adaptive control systems based on fuzzy semi-tensor product","year":2023,"lang":"en","type":"article","venue":"Mathematical Modelling and Control","topic":"Control and Dynamics of Mobile Robots","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; Lakehead University","funders":"","keywords":"Control theory (sociology); MIMO; Fuzzy logic; Fuzzy control system; Nonlinear system; Controller (irrigation); Adaptive neuro fuzzy inference system; Multivariable calculus; Mathematics; Adaptive control; Control engineering; Computer science; Engineering; Control (management); Artificial intelligence","authors":[{"name":"Hongli Lyu","is_ca":true},{"name":"Yanan Lyu","is_ca":false},{"name":"Yongchao Gao","is_ca":false},{"name":"Heng Qian","is_ca":false},{"name":"Shan Du","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01526845543372331,"gpt":0.2015741061024864,"spread":0.1863056506687631,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004217827,0.0005636534,0.0005264003,0.0002696853,0.0004239353,0.0007755259,0.0006470772,0.0003927912,0.001513659],"category_scores_gemma":[0.000797341,0.0002067276,0.00063122,0.0003559666,0.0005887622,0.000649898,0.0004939573,0.0006136666,0.0002300606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004896279,"about_ca_system_score_gemma":0.0005712011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005079912,"about_ca_topic_score_gemma":0.00339461,"domain_scores_codex":[0.9996715,0.00005910014,0.00002500063,0.00009086049,0.0001264723,0.00002708484],"domain_scores_gemma":[0.9997274,0.00007354863,0.0000477776,0.00002354554,0.0001143121,0.00001333635],"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":[0.0001726131,0.0000671902,0.0007268504,0.0003096,0.0001021259,0.000209827,0.0003623701,0.7644418,0.04594527,0.0700518,0.001565241,0.1160454],"study_design_scores_gemma":[0.000008386706,0.00007273399,0.0001355623,0.000005414044,0.00001096831,0.00002497808,0.000009643433,0.9953561,0.001495689,0.001965464,0.0009060067,0.00000899915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01810616,0.0002484197,0.9773162,0.00008907495,0.0000685777,0.00004452552,0.00002888737,0.0002336319,0.003864537],"genre_scores_gemma":[0.8947774,0.0004207355,0.09968957,0.00006193179,0.00006665757,0.000172929,0.00007530972,0.00002236919,0.004713178],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005079912,"threshold_uncertainty_score":0.01010072,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}