{"meta":{"query_hash":"4e4838e76cec","filters":{"venue":"IEE Proceedings - Control Theory and Applications"},"cohort_total":12,"direct_labels_cover":0,"predictions_cover":12,"exported":12,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/4e4838e76cec","api":"https://metacan.xera.ac/api/v1/cohort?venue=IEE+Proceedings+-+Control+Theory+and+Applications"},"results":[{"id":"W2011564325","doi":"10.1049/ip-cta:20020100","title":"Backstepping-based adaptive PID control","year":2002,"lang":"en","type":"article","venue":"IEE Proceedings - Control Theory and Applications","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":66,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval; Defence Research and Development Canada","funders":"","keywords":"Control theory (sociology); PID controller; Backstepping; Integrator; Robustness (evolution); Nonlinear system; Adaptive control; Control engineering; Computer science; Robust control; Mathematics; Engineering; Control (management); Temperature control; Artificial intelligence; Physics; Bandwidth (computing)","score_opus":0.0059151718664442405,"score_gpt":0.18341337368120092,"score_spread":0.17749820181475667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011564325","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007462695,0.0018963756,0.9782641,0.00027227856,0.00006090798,0.0015278027,0.000052447325,0.00074326847,0.016436538],"genre_scores_gemma":[0.9960668,0.00004325608,0.00093870587,0.00045146735,0.00029134235,0.0019689822,0.0000037770224,0.000057669433,0.00017798852],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884206,0.000026002148,0.00033938952,0.00032451336,0.00013577475,0.00033225876],"domain_scores_gemma":[0.99912345,0.00029267117,0.00010901857,0.0001602299,0.00016980663,0.00014482137],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003283855,0.0002631291,0.0003240192,0.00011232615,0.00022919328,0.00008216832,0.0001741,0.00012139112,0.00006660384],"category_scores_gemma":[0.000054197266,0.0002673227,0.000067896384,0.00024448874,0.000102460755,0.00030530684,0.000007928626,0.00019016174,0.00007765408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034518423,0.0001822346,0.00053543935,0.00027007711,0.0004485078,0.0000018933617,0.00055128796,0.17747086,0.03442779,0.7311238,0.0014085732,0.053234313],"study_design_scores_gemma":[0.004974712,0.00007411504,0.000109951856,0.00006106229,0.00017196628,0.0000102166,0.00021634484,0.9552093,0.00039572257,0.014113001,0.024125963,0.0005376528],"about_ca_topic_score_codex":6.6500763e-7,"about_ca_topic_score_gemma":6.5129257e-7,"teacher_disagreement_score":0.99532056,"about_ca_system_score_codex":0.000059414637,"about_ca_system_score_gemma":0.0000056110102,"threshold_uncertainty_score":0.9999779},"labels":[],"label_agreement":null},{"id":"W2029337684","doi":"10.1049/ip-cta:20045084","title":"Development and experimental evaluation of a fixed-gain nonlinear control for a low-cost pneumatic actuator","year":2006,"lang":"en","type":"article","venue":"IEE Proceedings - Control Theory and Applications","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Actuator; Overshoot (microwave communication); Plant; Nonlinear system; Pneumatic actuator; Controller (irrigation); Control valves; Control engineering; Quantitative feedback theory; PID controller; Position (finance); Nonlinear control; Valve actuator; Computer science; Control system; Engineering; Robust control; Control (management); Temperature control; Physics","score_opus":0.01015700360824473,"score_gpt":0.2454164357420469,"score_spread":0.23525943213380218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029337684","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8346984,0.0009129088,0.158867,0.00003785709,0.000037912374,0.0037476567,0.00006184278,0.00011260631,0.0015238208],"genre_scores_gemma":[0.9933447,0.0000035095968,0.0013581036,0.000033005723,0.00011884009,0.0050817453,0.000013960215,0.00002344588,0.000022651899],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906105,0.000017702949,0.00040488012,0.00017745027,0.00016961775,0.00016928978],"domain_scores_gemma":[0.99938464,0.00023373737,0.00011048993,0.000074146024,0.00013483994,0.000062162995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011442445,0.00015913129,0.00026777262,0.000063253705,0.0001296433,0.00004187807,0.00007618238,0.00006953007,0.000009732112],"category_scores_gemma":[0.000042634856,0.0001475093,0.00003514144,0.000075333344,0.00005663525,0.00009949156,0.000007029119,0.0000487105,0.0000039451506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047617967,0.0006741243,0.0007392621,0.002859363,0.0007097683,2.8094001e-7,0.010005129,0.008628154,0.59541136,0.27024865,0.0005924957,0.109655246],"study_design_scores_gemma":[0.010853299,0.00007290383,0.0006627129,0.0002994218,0.0003943447,0.00002222453,0.0031404477,0.8894847,0.07139565,0.014160763,0.008873768,0.000639731],"about_ca_topic_score_codex":0.0000022297927,"about_ca_topic_score_gemma":0.0000015009399,"teacher_disagreement_score":0.8808566,"about_ca_system_score_codex":0.000044894794,"about_ca_system_score_gemma":0.000028658633,"threshold_uncertainty_score":0.6015255},"labels":[],"label_agreement":null},{"id":"W2036303082","doi":"10.1049/ip-cta:20020110","title":"Active fault-tolerant control system against partial actuator failures","year":2002,"lang":"en","type":"article","venue":"IEE Proceedings - Control Theory and Applications","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":304,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Control reconfiguration; Actuator; Fault (geology); Feed forward; Controller (irrigation); Computer science; Fault detection and isolation; Kalman filter; Control engineering; Fault tolerance; Engineering; Control (management); Artificial intelligence; Embedded system","score_opus":0.004912170912515552,"score_gpt":0.1885833177640367,"score_spread":0.18367114685152114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036303082","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42502013,0.00737427,0.4199665,0.0022458734,0.0016174148,0.013409571,0.00092903245,0.009663803,0.11977341],"genre_scores_gemma":[0.9960139,0.000043045216,0.000025942842,0.00023395325,0.00067593704,0.0027564226,0.000002986327,0.000052051477,0.00019580233],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99858004,0.00004036917,0.00041860715,0.0003698624,0.00019020285,0.00040091365],"domain_scores_gemma":[0.99917185,0.00019360488,0.00011738834,0.00017340196,0.000121439945,0.0002223334],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034959032,0.00031583622,0.00043207142,0.00011275834,0.00036817635,0.00017705836,0.00020411935,0.00017282533,0.000041066487],"category_scores_gemma":[0.000034837336,0.00028889705,0.00012043594,0.00020233465,0.00009787469,0.00027250164,0.000010976211,0.0002672404,0.0001562063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008547251,0.00026391144,0.00014772602,0.00087424665,0.0014849562,0.000008186847,0.0029847834,0.004157116,0.2578915,0.5871485,0.0024622346,0.1417221],"study_design_scores_gemma":[0.009130471,0.000121218516,0.00017981757,0.00016449772,0.00037260563,0.000088210596,0.004548654,0.73418486,0.005312896,0.0014598118,0.24337111,0.0010658642],"about_ca_topic_score_codex":0.0000045909896,"about_ca_topic_score_gemma":0.0000019288518,"teacher_disagreement_score":0.73002774,"about_ca_system_score_codex":0.00008906536,"about_ca_system_score_gemma":0.0000069417333,"threshold_uncertainty_score":0.9999563},"labels":[],"label_agreement":null},{"id":"W2040469146","doi":"10.1049/ip-cta:20030592","title":"Control of a pressure tank system using a decoupling control algorithm with a neural network adaptive scheme","year":2003,"lang":"en","type":"article","venue":"IEE Proceedings - Control Theory and Applications","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Decoupling (probability); Multivariable calculus; Control theory (sociology); Artificial neural network; Nonlinear system; Adaptive control; Control system; Computer science; Controller (irrigation); Control engineering; Algorithm; Engineering; Control (management); Artificial intelligence","score_opus":0.004793674171050351,"score_gpt":0.19468330395777486,"score_spread":0.18988962978672452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040469146","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0038284715,0.0037437235,0.9883531,0.000011423328,0.000060630944,0.0026300864,0.000087607805,0.00038668377,0.00089828286],"genre_scores_gemma":[0.97900206,0.0000117884,0.019147355,0.000045132776,0.0002660481,0.0014152242,0.0000024529572,0.000085067244,0.000024899076],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99822325,0.00006120914,0.0005885235,0.0004215483,0.00021410099,0.0004913749],"domain_scores_gemma":[0.9985066,0.00035183187,0.00034961666,0.0002037181,0.00042797026,0.0001602848],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007646219,0.00038161958,0.00069575885,0.00010189444,0.00028642887,0.000074872114,0.00017555586,0.00016242151,0.0000044307144],"category_scores_gemma":[0.000048584152,0.00035010243,0.000084277606,0.0003956257,0.00013522994,0.00037927445,0.000009059123,0.00025290373,0.0000016352126],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000337408,0.00003348342,0.00056461856,0.00025481934,0.00064513856,0.0000012518723,0.00011885321,0.6854838,0.010365531,0.30073696,0.0000066986036,0.0014514598],"study_design_scores_gemma":[0.005425246,0.000089305206,0.000033339395,0.0001946582,0.000569852,0.00007800527,0.0005011282,0.99001986,0.00020451559,0.0017025459,0.0008150142,0.00036651845],"about_ca_topic_score_codex":0.000004527876,"about_ca_topic_score_gemma":9.920244e-7,"teacher_disagreement_score":0.97517353,"about_ca_system_score_codex":0.00007508017,"about_ca_system_score_gemma":0.000037364414,"threshold_uncertainty_score":0.9998951},"labels":[],"label_agreement":null},{"id":"W2048456531","doi":"10.1049/ip-cta:20040336","title":"Stability analysis of radial power systems: a passivity approach","year":2004,"lang":"en","type":"article","venue":"IEE Proceedings - Control Theory and Applications","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Hydro (Canada); Université du Québec à Trois-Rivières","funders":"","keywords":"Passivity; Control theory (sociology); Stability (learning theory); Electric power system; Property (philosophy); Constraint (computer-aided design); Power (physics); Computer science; Component (thermodynamics); Mathematics; Engineering; Control (management); Physics","score_opus":0.005919590636265507,"score_gpt":0.19840658868594555,"score_spread":0.19248699804968003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048456531","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09517907,0.0004899388,0.89118034,0.000023719003,0.000044029308,0.0009008918,0.00015367726,0.00022417791,0.011804151],"genre_scores_gemma":[0.9989058,0.000013568502,0.00044545167,0.000016434595,0.000016824206,0.0005686966,0.000010386339,0.000013596204,0.000009288657],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989649,0.000029744353,0.00040751288,0.00027518862,0.00014286603,0.00017977062],"domain_scores_gemma":[0.999299,0.0001108586,0.00009943795,0.00020225797,0.00017516525,0.00011331398],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009399758,0.00015728653,0.0004265532,0.00013814055,0.00010450475,0.00005496456,0.00014076199,0.00009640288,0.000019356428],"category_scores_gemma":[0.00006112901,0.00014563955,0.000114281815,0.0007208844,0.00013194488,0.0001583274,0.000013650514,0.0001075745,0.0000019246297],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008858162,0.00027086644,0.0039278055,0.00039652706,0.0010073158,1.0182791e-7,0.0015541238,0.061701797,0.004254103,0.9265322,0.000020174615,0.00024637088],"study_design_scores_gemma":[0.014802725,0.00037050352,0.09510464,0.00018791405,0.009262871,0.000045494617,0.015832424,0.76760143,0.0055080066,0.07242081,0.01525319,0.0036099888],"about_ca_topic_score_codex":0.0000074882755,"about_ca_topic_score_gemma":0.0000015945826,"teacher_disagreement_score":0.9037267,"about_ca_system_score_codex":0.0000674055,"about_ca_system_score_gemma":0.000020367754,"threshold_uncertainty_score":0.59390086},"labels":[],"label_agreement":null},{"id":"W2055015168","doi":"10.1049/ip-cta:20010677","title":"Identification of fuzzy models with the aid of evolutionary data granulation","year":2001,"lang":"en","type":"article","venue":"IEE Proceedings - Control Theory and Applications","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Data mining; Fuzzy logic; Weighting; Identification (biology); Defuzzification; Computer science; Mathematics; Parametric statistics; Cluster analysis; Genetic algorithm; Membership function; Granularity; Mathematical optimization; Fuzzy number; Fuzzy set; Artificial intelligence; Statistics","score_opus":0.015584349054201765,"score_gpt":0.22719272207562757,"score_spread":0.21160837302142582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055015168","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011428347,0.0010082031,0.9779625,0.0018546726,0.000021628004,0.0009648698,0.000038455928,0.00006957438,0.0066517713],"genre_scores_gemma":[0.9988418,0.000052755462,0.00055538584,0.00007474913,0.00008688633,0.0002685896,0.000008303989,0.0000056274803,0.00010590537],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9989538,0.000041027008,0.00033127455,0.00032566296,0.00021819347,0.00012999622],"domain_scores_gemma":[0.998518,0.00020355488,0.0003748466,0.00052364386,0.00034201983,0.000037932612],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010578949,0.00010167666,0.00018643601,0.00006085797,0.00020180982,0.00005412317,0.0009475451,0.000045547014,7.4861333e-7],"category_scores_gemma":[0.000026316253,0.000067291454,0.000024799723,0.00041109347,0.00018890877,0.00076345855,0.00009090573,0.00007203581,0.0000020160742],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000079812926,0.000050311497,0.0003906351,0.000025288065,0.000031459487,6.208428e-8,0.0001989017,0.00025561187,0.007046532,0.9867765,0.00013176953,0.0050131343],"study_design_scores_gemma":[0.0011463144,0.00006701802,0.0025172983,0.000027653437,0.00008798349,0.000028565602,0.00036035603,0.11518497,0.000218671,0.878554,0.001662212,0.0001449786],"about_ca_topic_score_codex":0.000008483299,"about_ca_topic_score_gemma":0.0000013038133,"teacher_disagreement_score":0.98741347,"about_ca_system_score_codex":0.00000911506,"about_ca_system_score_gemma":0.000034496574,"threshold_uncertainty_score":0.27440658},"labels":[],"label_agreement":null},{"id":"W2071453155","doi":"10.1049/ip-cta:20030635","title":"Delay-dependent stability analysis of singular linear continuous-time system","year":2003,"lang":"en","type":"article","venue":"IEE Proceedings - Control Theory and Applications","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Linear matrix inequality; Stability (learning theory); Control theory (sociology); Mathematics; Class (philosophy); Linear control systems; Linear system; State (computer science); Matrix (chemical analysis); Singular value; Applied mathematics; Control (management); Computer science; Mathematical optimization; Mathematical analysis; Algorithm; Physics; Eigenvalues and eigenvectors","score_opus":0.005300536120655264,"score_gpt":0.198235906238643,"score_spread":0.19293537011798775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071453155","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6720239,0.002320923,0.30551618,0.0000345738,0.000081443715,0.001939288,0.00018560031,0.0006004714,0.01729764],"genre_scores_gemma":[0.99912685,0.000012040398,0.00020233374,0.000021597156,0.00005945398,0.00049431843,0.0000057631314,0.000023352533,0.00005426184],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99852777,0.000074241805,0.00058665127,0.00034401397,0.00019880004,0.00026853225],"domain_scores_gemma":[0.9987586,0.00041493378,0.00014938235,0.00026690448,0.00028490234,0.00012525945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017960559,0.00022233654,0.00068081653,0.00015868024,0.00014456171,0.00004845281,0.00018042781,0.00013143287,0.000049036924],"category_scores_gemma":[0.00011828135,0.0002123199,0.0001874436,0.00052041374,0.00013484941,0.00013006455,0.00001121774,0.00014109461,0.000012194397],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022117962,0.00019434644,0.008488559,0.00073155365,0.003113522,0.0000010236669,0.000996441,0.004066049,0.110036805,0.8697428,0.000019777159,0.0023879583],"study_design_scores_gemma":[0.015518576,0.0006369287,0.007043069,0.00048309605,0.02364447,0.00012082935,0.025210617,0.76477075,0.06521973,0.056106515,0.03700638,0.004239026],"about_ca_topic_score_codex":0.0000080675945,"about_ca_topic_score_gemma":0.0000021547858,"teacher_disagreement_score":0.81363624,"about_ca_system_score_codex":0.000076256016,"about_ca_system_score_gemma":0.00001955451,"threshold_uncertainty_score":0.86581534},"labels":[],"label_agreement":null},{"id":"W2075513178","doi":"10.1049/ip-cta:20020469","title":"Structural interpretation of matched pole–zero discretisation","year":2002,"lang":"en","type":"article","venue":"IEE Proceedings - Control Theory and Applications","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Discretization; Observability; Transfer function; Controllability; Zero (linguistics); Control theory (sociology); Mathematics; Block diagram; Interpretation (philosophy); Pole–zero plot; Function (biology); Loop (graph theory); Computer science; Algorithm; Mathematical analysis; Applied mathematics; Engineering; Artificial intelligence","score_opus":0.00568957655370668,"score_gpt":0.20579829109355469,"score_spread":0.200108714539848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075513178","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4946551,0.0015406639,0.4638683,0.00027312958,0.00014105866,0.0019587274,0.000058856658,0.000617534,0.036886625],"genre_scores_gemma":[0.99933285,0.000026987902,0.00007877423,0.000040416722,0.0000911602,0.00024727275,0.0000067652054,0.000019312676,0.00015643856],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992901,0.000016035068,0.00031045685,0.00014990145,0.00010258518,0.00013090836],"domain_scores_gemma":[0.99956304,0.00010221522,0.00010031013,0.00008683661,0.00008691948,0.00006067261],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019714904,0.00012949895,0.00020240669,0.00007632697,0.00008232747,0.00006173701,0.000092147326,0.00006832489,0.00007449805],"category_scores_gemma":[0.000023190709,0.0001201204,0.000048600883,0.00013397448,0.000060558195,0.0002783281,0.0000068793606,0.00007874563,0.000017446386],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015463693,0.000036411282,0.0021057036,0.00031349424,0.00020141015,1.5006673e-7,0.003217941,0.009436359,0.105226986,0.7704333,0.00021288135,0.108660735],"study_design_scores_gemma":[0.0016241391,0.000040969753,0.0037256142,0.00005288115,0.00008097721,0.000009581961,0.0005560995,0.9259958,0.001204775,0.06552445,0.0009074451,0.00027725025],"about_ca_topic_score_codex":0.0000028909344,"about_ca_topic_score_gemma":5.0804556e-7,"teacher_disagreement_score":0.91655946,"about_ca_system_score_codex":0.000019397477,"about_ca_system_score_gemma":0.0000019933022,"threshold_uncertainty_score":0.48983675},"labels":[],"label_agreement":null},{"id":"W2097026048","doi":"10.1049/ip-cta:20041231","title":"Fault-tolerant control against stuck actuator faults","year":2005,"lang":"en","type":"article","venue":"IEE Proceedings - Control Theory and Applications","topic":"Iterative Learning Control Systems","field":"Engineering","cited_by":78,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Control theory (sociology); Actuator; Observer (physics); Fault tolerance; Compensation (psychology); FTCS scheme; Transient (computer programming); Convergence (economics); Control engineering; Fault (geology); Controller (irrigation); Engineering; Control system; Computer science; Control (management); Mathematics; Artificial intelligence; Differential equation; Reliability engineering","score_opus":0.003312211939422917,"score_gpt":0.203428791747259,"score_spread":0.2001165798078361,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097026048","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6333079,0.0044096997,0.31365243,0.0019921833,0.00029308876,0.00609394,0.00026395597,0.0029414862,0.03704534],"genre_scores_gemma":[0.9955806,0.000037620746,0.00023153923,0.00081007316,0.0010680186,0.0016840798,0.000008198849,0.00007159814,0.00050824584],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99840987,0.000047150992,0.0004696689,0.0004080426,0.00020044963,0.00046483043],"domain_scores_gemma":[0.9989539,0.0003318062,0.00012731733,0.00019087373,0.00019456801,0.00020157549],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007530287,0.00035761518,0.00045851964,0.00012788372,0.00033288437,0.00016622157,0.00026853982,0.0001576144,0.0000276524],"category_scores_gemma":[0.00007720724,0.00033168308,0.000100784906,0.00019299198,0.00011299632,0.0003895231,0.000016739901,0.00037233366,0.00018329688],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005990452,0.00026234653,0.0017326542,0.00036927298,0.0009829405,0.0000034555605,0.0038813835,0.017499046,0.42408,0.42092028,0.0019997822,0.12766978],"study_design_scores_gemma":[0.01722548,0.00019190655,0.0027406423,0.00024868984,0.00042883982,0.00006641105,0.0013930968,0.31319475,0.005551388,0.008411722,0.64857644,0.001970652],"about_ca_topic_score_codex":0.0000011706911,"about_ca_topic_score_gemma":0.0000018660996,"teacher_disagreement_score":0.64657664,"about_ca_system_score_codex":0.00008150107,"about_ca_system_score_gemma":0.000016109496,"threshold_uncertainty_score":0.9999135},"labels":[],"label_agreement":null},{"id":"W2116234902","doi":"10.1049/ip-cta:20045112","title":"Finite horizon robust model predictive control with terminal cost constraints","year":2006,"lang":"en","type":"article","venue":"IEE Proceedings - Control Theory and Applications","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Model predictive control; Horizon; Mathematical optimization; Terminal (telecommunication); Computer science; Control theory (sociology); Matrix (chemical analysis); Stability (learning theory); Positive-definite matrix; Robust control; Focus (optics); Control (management); Mathematics; Engineering; Control system; Artificial intelligence; Machine learning","score_opus":0.0042082546286316014,"score_gpt":0.18694412842656982,"score_spread":0.1827358737979382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116234902","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0026677789,0.00026084343,0.982116,0.00006149084,0.000024207555,0.0020675207,0.0002251452,0.0005096314,0.012067386],"genre_scores_gemma":[0.99412996,0.000018493034,0.002291907,0.00006542714,0.00028670082,0.0029709209,0.000022487864,0.00005953094,0.00015454707],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987614,0.000016919823,0.00034542076,0.00036191868,0.00015942582,0.00035491373],"domain_scores_gemma":[0.99915373,0.00022774244,0.0001374347,0.00013686914,0.00022764261,0.00011659953],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002962776,0.00029786484,0.00033839684,0.000104136416,0.0002398346,0.000103805265,0.00014969757,0.00012647506,0.000008039525],"category_scores_gemma":[0.000027317168,0.00027362656,0.000044195913,0.00018882172,0.00026844395,0.0004029069,0.000009360717,0.0002153747,0.000008239067],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002549136,0.000037963535,0.00027864252,0.00005212299,0.00008020714,0.0000010561589,0.000057920366,0.8133746,0.0040466883,0.17775726,0.00005605127,0.0040025655],"study_design_scores_gemma":[0.0038741091,0.00010034323,0.0001596986,0.00005825837,0.00019713398,0.0000403921,0.0001912462,0.97355497,0.00019864272,0.020641578,0.00062495965,0.00035866865],"about_ca_topic_score_codex":0.0000017827449,"about_ca_topic_score_gemma":0.0000022828194,"teacher_disagreement_score":0.99146223,"about_ca_system_score_codex":0.00006919063,"about_ca_system_score_gemma":0.00002533611,"threshold_uncertainty_score":0.99997157},"labels":[],"label_agreement":null},{"id":"W2157065635","doi":"10.1049/ip-cta:20000757","title":"Control strategies for hardware-in-the-loop simulation of flexible space robots","year":2000,"lang":"en","type":"article","venue":"IEE Proceedings - Control Theory and Applications","topic":"Teleoperation and Haptic Systems","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Space Agency","funders":"","keywords":"Robot; Acceleration; Hardware-in-the-loop simulation; Control engineering; Computer science; Simulation; Software; Stability (learning theory); Control (management); Scheme (mathematics); Control theory (sociology); Loop (graph theory); Engineering; Artificial intelligence; Mathematics","score_opus":0.010223673262639992,"score_gpt":0.2468137092112853,"score_spread":0.2365900359486453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2157065635","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.103508726,0.0011022842,0.8685293,0.00042202004,0.00006194152,0.0034830773,0.00007219239,0.0002984244,0.022522021],"genre_scores_gemma":[0.9979887,0.000016678969,0.000101514226,0.00010192349,0.00013788705,0.0012351349,0.000003828069,0.00001542732,0.00039893124],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935824,0.000013945142,0.00025605058,0.00014079208,0.00008061307,0.00015036688],"domain_scores_gemma":[0.9994337,0.00031522693,0.000043645294,0.00008906942,0.00008474332,0.000033623553],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046403063,0.00011480244,0.00018578031,0.000054733857,0.0001000617,0.000087811764,0.00011330716,0.00006178672,0.000050069368],"category_scores_gemma":[0.000015456877,0.00009569512,0.00004194374,0.00013469657,0.000048252787,0.00019785513,0.0000016637307,0.00006751053,0.000008834254],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000982217,0.000034944354,0.00007180645,0.00009541225,0.00003676155,6.725447e-8,0.0008762252,0.19534452,0.0044994694,0.79170054,0.000102904465,0.0071391393],"study_design_scores_gemma":[0.007813978,0.00020115916,0.0018197095,0.00011987302,0.00023882536,0.000018115834,0.006661251,0.81001616,0.0012796422,0.1032799,0.067901395,0.0006499728],"about_ca_topic_score_codex":0.000003617326,"about_ca_topic_score_gemma":0.0000023522266,"teacher_disagreement_score":0.89447993,"about_ca_system_score_codex":0.000012172401,"about_ca_system_score_gemma":0.000011662006,"threshold_uncertainty_score":0.39023337},"labels":[],"label_agreement":null},{"id":"W2547316716","doi":"10.1049/ip-cta:20050051","title":"<i>H</i> <sub>∞</sub> optimal sampled-data state observer design","year":2006,"lang":"en","type":"article","venue":"IEE Proceedings - Control Theory and Applications","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Observer (physics); State observer; Control theory (sociology); Computer science; State (computer science); LTI system theory; Invariant (physics); Linear system; Mathematical optimization; Algorithm; Mathematics; Artificial intelligence; Control (management); Nonlinear system","score_opus":0.012341020677823378,"score_gpt":0.2091239990136988,"score_spread":0.1967829783358754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2547316716","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14100409,0.0014773683,0.8522891,0.00010969696,0.00015043761,0.0015888811,0.0002112962,0.0010557642,0.0021133584],"genre_scores_gemma":[0.9978549,0.00007269316,0.0004116034,0.00012288566,0.00044764567,0.0009151188,0.000023187358,0.000049156562,0.00010282381],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987653,0.000029239522,0.00034857224,0.00038378284,0.00014055961,0.00033257986],"domain_scores_gemma":[0.9992402,0.00020489327,0.00007761902,0.000267568,0.00010066946,0.00010901258],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075637124,0.00023751991,0.00025951778,0.000074511605,0.00023210132,0.00018092211,0.00032100183,0.000093831804,0.000007548327],"category_scores_gemma":[0.00003211152,0.00023314651,0.000049011076,0.0002248182,0.00007736803,0.0003628207,0.00003583029,0.00018069339,0.00006147941],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032514296,0.00012484165,0.00025495805,0.00020136469,0.00025376017,0.0000017981691,0.00016855379,0.01970216,0.8179432,0.09987708,0.007642221,0.053504877],"study_design_scores_gemma":[0.008511175,0.00018639083,0.0023478928,0.000121603574,0.00050983706,0.000117426265,0.0005714089,0.54202795,0.11840824,0.10129846,0.22375214,0.00214746],"about_ca_topic_score_codex":0.000009342343,"about_ca_topic_score_gemma":0.000005492345,"teacher_disagreement_score":0.8568508,"about_ca_system_score_codex":0.000031034673,"about_ca_system_score_gemma":0.0000145199665,"threshold_uncertainty_score":0.95074385},"labels":[],"label_agreement":null}]}