{"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":"0ac16616b052","filters":{"venue":"Dianji yu kongzhi xuebao"}},"results":[{"id":"W2352827293","doi":"","title":"Defects segmentation for wood floor based on image fusion method","year":2014,"lang":"en","type":"article","venue":"Dianji yu kongzhi xuebao","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Science North","funders":"","keywords":"Artificial intelligence; Computer vision; Segmentation; Image stitching; Image fusion; Image segmentation; Pattern recognition (psychology); Computer science; Margin (machine learning); Mathematics; Image (mathematics)","authors":[{"name":"Zhang Yi-zhu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01319994454038338,"gpt":0.2609985168343384,"spread":0.2477985722939551,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005461237,0.0004719939,0.0006673392,0.001889368,0.0002934702,0.0006010922,0.0005555739,0.000740621,0.001162465],"category_scores_gemma":[0.0008739962,0.0003074419,0.0006746115,0.0009078585,0.0003568566,0.001040475,0.0005875197,0.0004260271,0.0004035683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004127098,"about_ca_system_score_gemma":0.0005374882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001684758,"about_ca_topic_score_gemma":0.001379239,"domain_scores_codex":[0.9993582,0.00004321614,0.00003473117,0.0001646626,0.0003251858,0.00007390466],"domain_scores_gemma":[0.999559,0.00008241317,0.00005870395,0.00005333426,0.0002226773,0.00002374504],"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":[0.0003805753,0.00008124067,0.002276691,0.0002328318,0.00005240257,0.0002009825,0.0003291687,0.02834805,0.4085536,0.00200154,0.00121643,0.5563265],"study_design_scores_gemma":[0.00002952474,0.0002538771,0.008651761,0.0000266261,0.00009010657,0.0007242562,0.0001477538,0.7377777,0.2472095,0.001803115,0.003208971,0.00007686538],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09244979,0.000311628,0.9039488,0.00007150864,0.00004388703,0.00005840558,0.0000656319,0.001510056,0.001540247],"genre_scores_gemma":[0.562284,0.000393311,0.43534,0.00005311943,0.00003142258,0.00007230658,0.0001855217,0.00007969912,0.001560553],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001889368,"threshold_uncertainty_score":0.003888845,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2349796682","doi":"","title":"Linear and nonlinear composite control strategy of the Buck-Boost converter","year":2014,"lang":"en","type":"article","venue":"Dianji yu kongzhi xuebao","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Buck converter; Control theory (sociology); Buck–boost converter; Capacitor; Transient (computer programming); Ćuk converter; Controller (irrigation); Voltage; Boost converter; Nonlinear system; Transient response; Computer science; Digital control; Electronic engineering; Control (management); Engineering; Electrical engineering; Physics","authors":[{"name":"Liu Xiao-don","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004090748794869269,"gpt":0.1855615627458383,"spread":0.181470813950969,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002381039,0.0003921708,0.0003609422,0.0003030641,0.0004336518,0.0006271644,0.0005965655,0.0002232369,0.002105109],"category_scores_gemma":[0.0002037772,0.0001505842,0.0002408832,0.0002423243,0.0002203152,0.0003650523,0.0003176272,0.0003033393,0.0003985803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003305902,"about_ca_system_score_gemma":0.0005866625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00241834,"about_ca_topic_score_gemma":0.001974324,"domain_scores_codex":[0.9998092,0.00001971933,0.00001390805,0.00005133537,0.00009050482,0.00001532423],"domain_scores_gemma":[0.9999145,0.00001061844,0.000008212322,0.000007656946,0.00005197719,0.000007016485],"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":[0.0004585614,0.0002169882,0.001152354,0.0008523573,0.00007536165,0.0004077071,0.0004199429,0.2627606,0.1800625,0.03352085,0.00389583,0.5161769],"study_design_scores_gemma":[0.0000462445,0.0002451217,0.0007321965,0.00002255232,0.00002861256,0.0001529149,0.00003735776,0.9688593,0.01983243,0.002953236,0.007064348,0.00002560604],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02847027,0.0005707447,0.9475085,0.0001134153,0.0001700619,0.0001613222,0.00003149014,0.0009128899,0.02206132],"genre_scores_gemma":[0.900017,0.000459328,0.08473915,0.00008400976,0.00007023584,0.0001670871,0.00005456817,0.00003473165,0.01437375],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00241834,"threshold_uncertainty_score":0.007042289,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2379073835","doi":"","title":"A control algorithm based on capacitor charge balance during transient for Buck converter","year":2010,"lang":"en","type":"article","venue":"Dianji yu kongzhi xuebao","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Transient (computer programming); Capacitor; Charge control; Transient response; Buck converter; Voltage; Inductor; Nonlinear system; Charge (physics); Current (fluid); Computer science; Engineering; Control (management); Physics; Electrical engineering; Power (physics)","authors":[{"name":"Yan‐Fei Liu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003335521438752248,"gpt":0.1838603617891056,"spread":0.1805248403503533,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002262682,0.0004647337,0.000343494,0.0003245441,0.0004655329,0.0006762852,0.000589808,0.0003649916,0.001546048],"category_scores_gemma":[0.0003143358,0.0001509121,0.0001796838,0.0002406715,0.0002645048,0.0003949122,0.0003123808,0.0003893668,0.0002256127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003755438,"about_ca_system_score_gemma":0.0005595435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002903615,"about_ca_topic_score_gemma":0.00209976,"domain_scores_codex":[0.9998668,0.00001295434,0.00001197323,0.00003741042,0.00005487508,0.00001605028],"domain_scores_gemma":[0.9999095,0.00001917919,0.00001307145,0.000006205461,0.00004421644,0.000007789957],"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":[0.0004211216,0.0001494217,0.001122756,0.0004195721,0.00005044091,0.0002957131,0.0004276285,0.2039527,0.1649086,0.02288776,0.003918666,0.6014456],"study_design_scores_gemma":[0.00008515336,0.0002360916,0.0004140268,0.00001998895,0.0000229732,0.0001376787,0.00003060004,0.9749969,0.01849578,0.00174364,0.003792749,0.00002445009],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01445494,0.000205272,0.9792866,0.00008710086,0.00008296904,0.0001231233,0.00001570968,0.0009644015,0.004779887],"genre_scores_gemma":[0.8460926,0.0003139681,0.1466914,0.0001222828,0.00006077796,0.0002637922,0.00005849588,0.00006436228,0.006332249],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002903615,"threshold_uncertainty_score":0.005773485,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}