{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":49,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":49,"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":"55fd3c87a4a2","filters":{"venue":"Optimal Control Applications and Methods"}},"results":[{"id":"W2097714334","doi":"10.1002/oca.870","title":"ℋ<sub>∞</sub> control of discrete‐time Markov jump systems with bounded transition probabilities","year":2008,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":86,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Discrete time and continuous time; Bounded function; State (computer science); Class (philosophy); Mathematics; Markov chain; Linear matrix inequality; Jump; Full state feedback; Markov process; Stochastic matrix; Control (management); Applied mathematics; Mathematical optimization; Computer science; Algorithm; Mathematical analysis; Statistics","retraction":null,"screen_n_in":null,"score":{"opus":0.007197968455206986,"gpt":0.2306640623523653,"spread":0.2234660938971584,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007820983,0.0002731012,0.0007019027,0.00009496606,0.0001920826,0.00004474785,0.0001353469,0.0001374267,0.00000679322],"category_scores_gemma":[0.0000227233,0.0002294224,0.0001195225,0.0002061254,0.0003041051,0.0001812024,0.000006801458,0.0001540692,0.000004005724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005912906,"about_ca_system_score_gemma":0.00005468494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000374667,"about_ca_topic_score_gemma":0.000004382379,"domain_scores_codex":[0.9983405,0.0002749795,0.0005451613,0.0003267747,0.000200391,0.0003121298],"domain_scores_gemma":[0.9985937,0.0005591492,0.0001122966,0.0004023747,0.0001965367,0.0001359155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002696802,0.0004096344,0.0007874641,0.002117983,0.001899121,0.000009162136,0.002932073,0.304647,0.6010267,0.0159433,0.0001553863,0.06737544],"study_design_scores_gemma":[0.008026522,0.0005609849,0.001911526,0.0001295341,0.0005209307,0.000170752,0.0007583917,0.9747081,0.00551662,0.0004621155,0.006401291,0.0008331805],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06618854,0.002662841,0.9276548,0.00009981464,0.00004394787,0.00206228,0.0001390447,0.0001877729,0.0009609542],"genre_scores_gemma":[0.9707089,0.00008909201,0.02680776,0.00002628685,0.00009968081,0.002180638,0.00001559631,0.00003801316,0.0000339933],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9045204,"threshold_uncertainty_score":0.9355574,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1998997289","doi":"10.1002/oca.722","title":"Robust disturbance attenuation for discrete‐time active fault tolerant control systems with uncertainties","year":2003,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Control theory (sociology); Attenuation; Robustness (evolution); Disturbance (geology); Discrete time and continuous time; Bounded function; Mathematics; Norm (philosophy); Linear system; Computer science; Control (management); Physics; Law; Mathematical analysis","retraction":null,"screen_n_in":null,"score":{"opus":0.01130480981492357,"gpt":0.2644168990436463,"spread":0.2531120892287227,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005451567,0.0002566983,0.0004695351,0.0000695414,0.0002451099,0.0001285119,0.00009410594,0.0001098892,0.000008285254],"category_scores_gemma":[0.0000420651,0.0002059262,0.00008205671,0.0001691603,0.0000679631,0.0001528451,0.000003498999,0.0001297391,0.000006125028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000742055,"about_ca_system_score_gemma":0.00002431069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002584905,"about_ca_topic_score_gemma":0.000005256377,"domain_scores_codex":[0.9987291,0.000178253,0.0003319393,0.0003317884,0.0001249517,0.0003040295],"domain_scores_gemma":[0.9989168,0.0004186745,0.0001051492,0.0002684188,0.0001707598,0.0001201634],"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":[0.0003980906,0.0000367754,0.00004124708,0.0001386522,0.0003944541,4.630797e-7,0.0001607196,0.9453407,0.0125265,0.009684279,0.0001485835,0.03112952],"study_design_scores_gemma":[0.00321865,0.0001184858,0.0001371605,0.00002521561,0.0001542726,0.00001743821,0.0003880556,0.9080114,0.0003122846,0.00005653916,0.08726288,0.0002975677],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001318163,0.001667961,0.9921533,0.00009085767,0.0001240449,0.002585839,0.0001506992,0.0002096441,0.001699503],"genre_scores_gemma":[0.9452708,0.00002456122,0.04641058,0.00005074788,0.0001282081,0.007349057,0.00002067291,0.00005070339,0.0006946332],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9457427,"threshold_uncertainty_score":0.8397428,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2611328011","doi":"10.1002/oca.2326","title":"Secondary delay‐partition approach on robust performance analysis for uncertain time‐varying Lurie nonlinear control system","year":2017,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":72,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"National Natural Science Foundation of China","keywords":"Control theory (sociology); Partition (number theory); Nonlinear system; Interval (graph theory); Robust control; Stability (learning theory); Mathematics; Computer science; Control (management); Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.02267261281855177,"gpt":0.2890111114515995,"spread":0.2663384986330478,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001617828,0.0002945834,0.0007298055,0.0001599402,0.0008923596,0.0002540266,0.0003342901,0.0001770822,0.00001511966],"category_scores_gemma":[0.00005578298,0.0002745831,0.0002577183,0.0001739856,0.0001034307,0.0002468351,0.00002001284,0.0002121867,0.00001015872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001094438,"about_ca_system_score_gemma":0.00003687028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002632805,"about_ca_topic_score_gemma":0.00000286486,"domain_scores_codex":[0.9983476,0.0001381895,0.0004998593,0.0004770447,0.0001519571,0.0003853686],"domain_scores_gemma":[0.9980937,0.0005325699,0.000204551,0.0008428396,0.0001666428,0.000159657],"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":[0.0004086402,0.00007578717,0.0005565403,0.0004728609,0.001292923,6.675114e-7,0.00007818328,0.9054765,0.001945394,0.002534141,0.00003642703,0.08712196],"study_design_scores_gemma":[0.002597456,0.00009621261,0.001402172,0.0000241875,0.0007919964,0.000005584151,0.00008132608,0.9887348,0.0001164489,0.00002342684,0.005835052,0.0002912679],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0072468,0.0005923662,0.9828271,0.00009354157,0.0000755191,0.001874965,0.0002868929,0.0002131736,0.006789634],"genre_scores_gemma":[0.7931471,0.00001972406,0.2032548,0.00004635839,0.0002491878,0.003084827,0.0000689127,0.00003373456,0.00009534989],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7859003,"threshold_uncertainty_score":0.9999706,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1996457749","doi":"10.1002/oca.705","title":"Robust<i>H</i><sub>∞</sub>control for uncertain linear neutral delay systems","year":2002,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Control theory (sociology); Linear matrix inequality; Bounded function; Mathematics; Norm (philosophy); Scalar (mathematics); Transfer function; Robust control; H-infinity methods in control theory; Linear system; Transfer matrix; State (computer science); Mathematical optimization; Control (management); Control system; Computer science; Law; Mathematical analysis; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.02950720102007683,"gpt":0.2766331727314213,"spread":0.2471259717113445,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001157359,0.0003491154,0.0006606154,0.0001078589,0.0002641441,0.0001229031,0.0002349834,0.000229166,0.000007973213],"category_scores_gemma":[0.00006249626,0.0003323258,0.0002113659,0.0002255946,0.00008705749,0.0001645088,0.0000132902,0.0002246996,0.00001665316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008112581,"about_ca_system_score_gemma":0.00001709063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002235702,"about_ca_topic_score_gemma":0.000006423722,"domain_scores_codex":[0.9980261,0.0002089553,0.0006131679,0.0004692705,0.0001283938,0.0005541637],"domain_scores_gemma":[0.9979036,0.001085688,0.0001020661,0.0004819507,0.0001799391,0.0002467718],"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":[0.000121066,0.0000863988,0.00007414773,0.00027207,0.0003584824,0.000001669436,0.000137674,0.8541633,0.0402188,0.008280549,0.0006173616,0.09566844],"study_design_scores_gemma":[0.002862605,0.00009738042,0.00005108206,0.0000175455,0.0001878477,0.00002227111,0.00009044052,0.9295382,0.0004881888,0.0001219547,0.06616441,0.0003579971],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005108159,0.009583034,0.9808264,0.000232665,0.0002500234,0.002776229,0.000169572,0.0003413565,0.000712499],"genre_scores_gemma":[0.9009154,0.0002537281,0.09088212,0.000165185,0.0006010865,0.007001314,0.00001521707,0.00007466847,0.00009125396],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8958073,"threshold_uncertainty_score":0.9999129,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2110603689","doi":"10.1002/oca.801","title":"Singular linear systems with delay: ℋ<sub>∞</sub>stabilization","year":2007,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Control theory (sociology); Impulse (physics); Full state feedback; State (computer science); Class (philosophy); State vector; Computer science; Controller (irrigation); Linear matrix inequality; Linear system; Mathematics; Mathematical optimization; Control (management); Algorithm","retraction":null,"screen_n_in":null,"score":{"opus":0.00869388916872213,"gpt":0.2699940093951347,"spread":0.2613001202264126,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001514188,0.0002097744,0.0003442834,0.00009642248,0.0001584152,0.00006922252,0.0001049781,0.0001331748,0.00000230892],"category_scores_gemma":[0.00003117734,0.0001823489,0.00005221932,0.0002932151,0.00008057769,0.0001216525,0.0000105357,0.0001484894,0.000005720995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000670869,"about_ca_system_score_gemma":0.00002452155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001719559,"about_ca_topic_score_gemma":0.00001060904,"domain_scores_codex":[0.9987438,0.00009956831,0.000395685,0.000290506,0.0001511959,0.0003192573],"domain_scores_gemma":[0.9988127,0.0004377648,0.00007076257,0.0003456969,0.0001741061,0.0001589458],"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":[0.0003720307,0.0001154739,0.001069155,0.0003886473,0.0003524768,0.000007426514,0.0003993221,0.3249517,0.2658566,0.01607415,0.00003690837,0.3903761],"study_design_scores_gemma":[0.0022107,0.0001664903,0.001284285,0.00004925471,0.0002012766,0.00007171922,0.0005027843,0.9232591,0.007437842,0.0001484923,0.06411096,0.0005570689],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04027921,0.003216096,0.954102,0.00002995864,0.00008423822,0.001083121,0.00001188243,0.000261048,0.0009323914],"genre_scores_gemma":[0.8756666,0.00005933808,0.1234819,0.00003550021,0.0002003666,0.0004885441,0.00001187738,0.00004045373,0.00001540016],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8353874,"threshold_uncertainty_score":0.7435974,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1850618887","doi":"10.1002/oca.717","title":"Decentralized control strategies for dynamic routing","year":2002,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Network Traffic and Congestion Control","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Robustness (evolution); Queue; Computation; Node (physics); Routing (electronic design automation); Distributed computing; Dynamic network analysis; Adaptive routing; Control (management); Static routing; Computer network; Control theory (sociology); Routing protocol; Engineering; Algorithm","retraction":null,"screen_n_in":null,"score":{"opus":0.01637764547775881,"gpt":0.3176710065094436,"spread":0.3012933610316848,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007479272,0.0001983031,0.0003389108,0.00006190453,0.0003659481,0.000340879,0.000415655,0.00009138239,0.00002277677],"category_scores_gemma":[0.00003686122,0.0001818234,0.0001179017,0.0002087616,0.00007376755,0.000325636,0.00003057838,0.0001223941,0.000008808596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002433055,"about_ca_system_score_gemma":0.0000366701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003497006,"about_ca_topic_score_gemma":0.000002355307,"domain_scores_codex":[0.9984781,0.0001839363,0.0003349559,0.0004827786,0.0001054236,0.0004148102],"domain_scores_gemma":[0.9982435,0.0009017022,0.0001416018,0.0004055692,0.0001459675,0.0001616986],"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":[0.00002274691,0.00003872943,0.000007954498,0.000006150397,0.0000457345,3.422462e-7,0.00006604134,0.002365498,0.0006497977,0.2777899,0.00008761041,0.7189195],"study_design_scores_gemma":[0.003173495,0.00006903906,0.00008447354,0.000005307043,0.0000652228,0.00001023284,0.0000546823,0.9452546,0.000009523163,0.002990604,0.04808186,0.0002009228],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001446063,0.00278228,0.9926903,0.002020827,0.00008554517,0.001288708,0.00001600741,0.0002363613,0.0007354053],"genre_scores_gemma":[0.5207593,0.00009801941,0.4773217,0.0004777868,0.00005115712,0.001131697,0.000001997549,0.000009922705,0.0001483767],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9428892,"threshold_uncertainty_score":0.7414545,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2800626432","doi":"10.1002/oca.2424","title":"Topology‐based distributed optimization for multi‐UAV cooperative wildfire monitoring","year":2018,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute for Christian Studies; Toronto Rehabilitation Institute; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Computer science; Cover (algebra); Network topology; Distributed computing; Real-time computing; Topology (electrical circuits); Engineering; Computer network","retraction":null,"screen_n_in":null,"score":{"opus":0.03806791833056183,"gpt":0.3767145232547236,"spread":0.3386466049241618,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008700854,0.0002345679,0.0003576867,0.00008992403,0.000585974,0.000236426,0.0005018258,0.0001416403,0.000006148234],"category_scores_gemma":[0.0001574716,0.0002199442,0.00008690231,0.000387547,0.000172427,0.0003043526,0.00006910106,0.00010504,0.000006212972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006957374,"about_ca_system_score_gemma":0.0000921848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002086481,"about_ca_topic_score_gemma":0.000001340685,"domain_scores_codex":[0.9982079,0.0002737328,0.0003901778,0.0006279097,0.0001178551,0.0003824803],"domain_scores_gemma":[0.9981093,0.0004990376,0.0001999022,0.0005668893,0.0004511753,0.0001737356],"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":[0.0007134661,0.001228963,0.002478785,0.0001432876,0.0007820576,0.000004587499,0.0008086681,0.1909708,0.05163976,0.1129695,0.0008853343,0.6373748],"study_design_scores_gemma":[0.002842172,0.0001615295,0.0005937462,0.00001237533,0.00005029091,0.000002916574,0.00004378291,0.9778647,0.002583237,0.00004961307,0.01556174,0.0002338716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001724997,0.0002702948,0.9961352,0.0008459263,0.0002273478,0.001899053,0.0001696085,0.0002172432,0.00006287731],"genre_scores_gemma":[0.2310931,0.000005737839,0.7662159,0.0001217128,0.0002584092,0.002199141,0.0000489776,0.00001457402,0.00004244923],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7868939,"threshold_uncertainty_score":0.8969063,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2041980958","doi":"10.1002/oca.677","title":"An application of robust control technique to manufacturing systems with uncertain processing time","year":2000,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Parametric statistics; Control theory (sociology); Robust control; Computer science; Control (management); Attenuation; Controller (irrigation); Linear matrix inequality; Control system; Mathematical optimization; Control engineering; Engineering; Mathematics; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.0072272930744273,"gpt":0.2694447801523849,"spread":0.2622174870779576,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009111876,0.0002378237,0.000498937,0.0001047989,0.0001318845,0.00007856697,0.0002171185,0.0001232883,0.00002083596],"category_scores_gemma":[0.000005616419,0.000205891,0.00004429447,0.000218044,0.00006657207,0.0002144173,0.000005446878,0.000132984,0.00000781219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005728168,"about_ca_system_score_gemma":0.00002748196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009323021,"about_ca_topic_score_gemma":0.000004220945,"domain_scores_codex":[0.998608,0.0001544518,0.0004392505,0.000370309,0.0001501322,0.000277876],"domain_scores_gemma":[0.9989787,0.000174605,0.00008302625,0.0004684317,0.000112286,0.000182907],"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":[0.0001578771,0.00003875047,0.00003298152,0.0001394193,0.00004413738,2.777038e-7,0.00007965147,0.6106725,0.0457167,0.0002531981,0.000003517422,0.342861],"study_design_scores_gemma":[0.001301749,0.000209179,0.0004936066,0.00006279268,0.0001150103,0.00002541127,0.000135204,0.9789373,0.002897419,0.00006545895,0.01539559,0.0003612486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005103273,0.0006879419,0.9892316,0.00005255205,0.00000878505,0.003064786,0.00004480998,0.0002570475,0.001549131],"genre_scores_gemma":[0.8148938,0.000008782497,0.179812,0.00003528249,0.00007705515,0.005075237,0.000009011884,0.00003657705,0.00005222147],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8097906,"threshold_uncertainty_score":0.8395993,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2302801022","doi":"10.1002/oca.2248","title":"Dubins path‐based dynamic soaring trajectory planning and tracking control in a gradient wind field","year":2016,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Aerospace and Aviation Technology","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Trajectory; Motion planning; Path (computing); Control theory (sociology); Computer science; Controller (irrigation); Tracking (education); Nonlinear system; Control (management); Control engineering; Engineering; Artificial intelligence; Robot; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.008050435909903437,"gpt":0.2844933570490097,"spread":0.2764429211391063,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003088902,0.0001319595,0.0002246627,0.0001236302,0.00007464696,0.00002338166,0.00006789047,0.0001208391,0.000007529475],"category_scores_gemma":[0.0000322441,0.0001094565,0.00003120478,0.0001053944,0.00004614726,0.0000860389,0.00000996904,0.0001406953,0.000001093635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000367516,"about_ca_system_score_gemma":0.0000105354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006732098,"about_ca_topic_score_gemma":0.000009889145,"domain_scores_codex":[0.9992789,0.0000429365,0.0002006458,0.0002136478,0.00004405184,0.0002198097],"domain_scores_gemma":[0.9993021,0.0004287504,0.00004016886,0.0001506743,0.00001813845,0.00006015763],"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":[0.00007152909,0.0000481467,0.01161179,0.00006281644,0.00006446792,0.000005195681,0.0002588574,0.01279022,0.2884167,0.003035104,0.00002117016,0.683614],"study_design_scores_gemma":[0.009233276,0.0002391496,0.06378119,0.0001836523,0.0001230146,0.00001996892,0.0003410126,0.9073138,0.006733581,0.001191673,0.0101064,0.0007332956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09533361,0.001241651,0.9023532,0.0004208749,0.00002622888,0.0003469748,0.00001128839,0.0001370717,0.0001291259],"genre_scores_gemma":[0.944982,0.00005938203,0.05453932,0.0001221149,0.00001799751,0.0002409578,0.000001333166,0.00001765937,0.00001922321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8945236,"threshold_uncertainty_score":0.4463505,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2109629213","doi":"10.1002/oca.849","title":"A differential environmental game with coupling constraints","year":2008,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Group for Research in Decision Analysis; HEC Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Constraint (computer-aided design); Context (archaeology); Mathematical economics; Differential game; Mathematical optimization; Coupling (piping); Differential (mechanical device); Computer science; Face (sociological concept); Terminal (telecommunication); Horizon; Economics; Mathematics; Engineering; Telecommunications","retraction":null,"screen_n_in":null,"score":{"opus":0.01885616684259317,"gpt":0.2435842733743197,"spread":0.2247281065317265,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002267724,0.0001420448,0.000344166,0.0000606572,0.0001949615,0.00003199916,0.0001013182,0.00006474181,0.0004233867],"category_scores_gemma":[0.000005733295,0.0001419476,0.00005874698,0.0000417249,0.0003481619,0.0000983905,0.00002955598,0.0001052335,0.00004251144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003083944,"about_ca_system_score_gemma":0.00001195245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001441471,"about_ca_topic_score_gemma":5.858818e-7,"domain_scores_codex":[0.9990683,0.00001039127,0.0003205941,0.0003698332,0.00001586378,0.0002149817],"domain_scores_gemma":[0.9993986,0.00008835622,0.0001644356,0.0002308602,0.000007119633,0.0001106543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001900066,0.0002118543,0.009401985,0.00001640279,0.000236836,0.000003739533,0.0005051301,0.002542315,0.00183134,0.9631462,0.00002713159,0.02188713],"study_design_scores_gemma":[0.0199527,0.0009357085,0.06192242,0.00003320919,0.0002317441,0.0006625988,0.001047818,0.5094008,0.001356984,0.06003647,0.3413825,0.00303702],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1751383,0.0007206041,0.8204687,0.00008018654,0.00002810908,0.0003438776,0.0001673408,0.00002465053,0.003028172],"genre_scores_gemma":[0.9058428,0.0002966451,0.09302337,0.00008673142,0.00006915069,0.0002536209,0.0000138538,0.00001883001,0.0003950148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9031097,"threshold_uncertainty_score":0.5788454,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2022663477","doi":"10.1002/oca.919","title":"A µ‐dependent approach to<i>H</i><sub>∞</sub>control of uncertain switched linear systems with average dwell time","year":2010,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Dwell time; Control theory (sociology); Controller (irrigation); Exponential stability; Mathematics; Discrete time and continuous time; Class (philosophy); Linear system; State (computer science); Full state feedback; Stability (learning theory); Control (management); Computer science; Nonlinear system; Algorithm; Mathematical analysis; Physics; Statistics","retraction":null,"screen_n_in":null,"score":{"opus":0.007701854265375716,"gpt":0.2468496881644816,"spread":0.2391478338991058,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001579974,0.000344506,0.0007871962,0.0001411104,0.0001211238,0.00007363712,0.00029592,0.0002109376,0.000006343328],"category_scores_gemma":[0.00005048505,0.0002881162,0.0001113918,0.0003133907,0.00009683409,0.0001090469,0.00002490168,0.0003760405,0.00001852757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004096636,"about_ca_system_score_gemma":0.00005862025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006080752,"about_ca_topic_score_gemma":0.0000064276,"domain_scores_codex":[0.9980674,0.0001885361,0.0005902414,0.0004834922,0.000258919,0.0004113866],"domain_scores_gemma":[0.9981319,0.000530751,0.0001347676,0.0006876415,0.0002244264,0.0002905339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002598175,0.0001282568,0.00009776343,0.0001978289,0.0002756529,9.777151e-7,0.0002033602,0.3100566,0.6686184,0.002321611,0.00002288049,0.01781688],"study_design_scores_gemma":[0.003589387,0.0001742929,0.0002733135,0.00002833507,0.0002139874,0.00004237563,0.0001608576,0.9767583,0.008492906,0.0000523345,0.009717936,0.0004960019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03050127,0.0006118437,0.9631911,0.00007185781,0.00009602174,0.002507669,0.0001019788,0.000184527,0.002733711],"genre_scores_gemma":[0.8970815,0.00001394737,0.1002715,0.00006803265,0.0002001924,0.002240602,0.00001161863,0.00005315862,0.00005937878],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8665802,"threshold_uncertainty_score":0.9999571,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4381849393","doi":"10.1002/oca.3029","title":"On the optimal control of kinetic epidemic models with uncertain social features","year":2023,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Gruppo Nazionale per la Fisica Matematica; Banff International Research Station for Mathematical Innovation and Discovery; Istituto Nazionale di Alta Matematica \"Francesco Severi\"","keywords":"Computer science; Limit (mathematics); Econometrics; Social contact; Mathematical optimization; Mathematics; Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.1759531673445459,"gpt":0.4637843960272255,"spread":0.2878312286826796,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003193819,0.0002444737,0.0007132523,0.00007010622,0.0003975811,0.00002139491,0.0002630533,0.000127607,0.00002085255],"category_scores_gemma":[0.001655423,0.000135651,0.0001424323,0.0003934342,0.0003618413,0.00003692672,0.0000717009,0.0002839321,0.000004563155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003516673,"about_ca_system_score_gemma":0.00003493233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000513616,"about_ca_topic_score_gemma":0.000005084715,"domain_scores_codex":[0.9978647,0.0007474095,0.0004386148,0.0003976276,0.0001904165,0.0003611911],"domain_scores_gemma":[0.9795991,0.01957263,0.0002694089,0.0003473004,0.0001394118,0.00007210725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003766878,0.00007635183,0.00005536945,0.00005622628,0.0002380388,9.705341e-7,0.0002458533,0.03079724,0.001095527,0.9499888,0.002103594,0.01496528],"study_design_scores_gemma":[0.003225851,0.0004965459,0.004327049,0.00004648383,0.0005710411,0.000006516555,0.0005835286,0.3985665,0.0001246496,0.5842526,0.007333907,0.0004653321],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00824731,0.0003756379,0.9794486,0.009287756,0.00001207217,0.001449339,0.00007757718,0.0001255374,0.0009762085],"genre_scores_gemma":[0.7625909,0.00008151256,0.2337473,0.001209638,0.0000904927,0.002038549,0.00000455194,0.00002620534,0.0002108563],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7543436,"threshold_uncertainty_score":0.5531689,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2066663136","doi":"10.1002/oca.800","title":"A practical approach to control of nonlinear discrete‐time state‐delay systems","year":2007,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Bounding overwatch; Control theory (sociology); Nonlinear system; Linear matrix inequality; Computer science; Discrete time and continuous time; Constant (computer programming); Class (philosophy); Full state feedback; Controller (irrigation); Mathematics; Control (management); Mathematical optimization","retraction":null,"screen_n_in":null,"score":{"opus":0.01601676544366355,"gpt":0.3284384442556714,"spread":0.3124216788120079,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002824922,0.0002383145,0.0006524142,0.0001251428,0.00008763746,0.00006055329,0.0001646201,0.0001348857,0.000006555039],"category_scores_gemma":[0.000113273,0.0002109962,0.0001075815,0.0002857145,0.00009038648,0.0001152364,0.00002082368,0.000201742,0.00001324757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005322726,"about_ca_system_score_gemma":0.0000365446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005219158,"about_ca_topic_score_gemma":0.000002069367,"domain_scores_codex":[0.9981573,0.0001908701,0.0006932589,0.0003429488,0.0002076338,0.0004079616],"domain_scores_gemma":[0.9978176,0.001151295,0.0001070048,0.000440157,0.0001860292,0.00029789],"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":[0.00256601,0.0009805503,0.000465106,0.001162554,0.001786373,0.000009435616,0.001566634,0.5530074,0.1843602,0.05759032,0.0006643841,0.195841],"study_design_scores_gemma":[0.002101865,0.0001453705,0.0003141001,0.00001916102,0.0001510139,0.00003731196,0.0003518736,0.9312701,0.0003871971,0.00006337279,0.06482703,0.0003316192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001904609,0.001017382,0.989561,0.0001093097,0.00006760497,0.002017012,0.0001296236,0.0001406366,0.005052775],"genre_scores_gemma":[0.6143066,0.00001068092,0.3847263,0.00005104585,0.0001302231,0.0006377481,0.000007816428,0.00003027145,0.00009929819],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.612402,"threshold_uncertainty_score":0.8604174,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2046650197","doi":"10.1002/oca.761","title":"H∞ control for sampled-data linear systems with two Markov processes","year":2005,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Control theory (sociology); Markov process; Jumping; State space; Stability (learning theory); Computer science; Mathematics; Controller (irrigation); Markov chain; Discrete time and continuous time; Linear matrix inequality; Mathematical optimization; Control (management); Statistics; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.02578049323681198,"gpt":0.3320248695738729,"spread":0.3062443763370609,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001203025,0.0002464285,0.0005075292,0.00006169017,0.0001767331,0.0001131828,0.0003452838,0.00008824611,0.000009282204],"category_scores_gemma":[0.0001040653,0.0001998088,0.00004422545,0.0001828504,0.00007441393,0.00024354,0.00002081268,0.0001222584,0.000004231105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003979441,"about_ca_system_score_gemma":0.00006831205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000451033,"about_ca_topic_score_gemma":0.00004726614,"domain_scores_codex":[0.9985911,0.00009851827,0.0004042967,0.0004353943,0.000125482,0.0003452562],"domain_scores_gemma":[0.9974792,0.001338466,0.00008570842,0.0006990278,0.0002501978,0.000147395],"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":[0.001409976,0.0002331968,0.0005183031,0.001874451,0.001172402,0.000001003986,0.0002449295,0.4556396,0.006186916,0.01127115,0.001055821,0.5203923],"study_design_scores_gemma":[0.003349711,0.00006615107,0.00004339025,0.00002061954,0.0001648107,0.00001214588,0.00008203898,0.698198,0.00004197638,0.00003445246,0.2977733,0.0002133793],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003623528,0.00645133,0.9885997,0.0003245029,0.0000539333,0.002722209,0.0005433066,0.0002430679,0.0006995994],"genre_scores_gemma":[0.6008425,0.00005390367,0.3942519,0.00009302217,0.0005708284,0.004012873,0.00005166418,0.00004197863,0.00008134343],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6004801,"threshold_uncertainty_score":0.8147966,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1929693180","doi":"10.1002/oca.1003","title":"An approach to variable time receding horizon control","year":2011,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Model predictive control; Variable (mathematics); Control theory (sociology); Controller (irrigation); Context (archaeology); Computer science; Control variable; Stability (learning theory); Process (computing); Mathematical optimization; Sampling (signal processing); Horizon; Control (management); Mathematics; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.01296443829414596,"gpt":0.2731073643764933,"spread":0.2601429260823473,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008490063,0.0002382002,0.0004028593,0.0001310713,0.0001530216,0.00006052626,0.0002147288,0.0001349024,0.00003133896],"category_scores_gemma":[0.00003731538,0.0002415711,0.00004227326,0.00032758,0.00002945453,0.0003024312,0.00001510717,0.0001458606,0.00002537467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005289509,"about_ca_system_score_gemma":0.00001429746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001450694,"about_ca_topic_score_gemma":2.573094e-7,"domain_scores_codex":[0.9986546,0.0001477165,0.0003509261,0.000399599,0.00009545674,0.0003517225],"domain_scores_gemma":[0.9989504,0.0001312693,0.00006310686,0.0004566265,0.0001203795,0.0002782321],"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":[0.0001671511,0.0001378865,0.00004484218,0.00005474663,0.0001775034,3.973629e-7,0.0003410616,0.608031,0.185228,0.03789958,0.00007823028,0.1678395],"study_design_scores_gemma":[0.001311909,0.000134856,0.0001375985,0.000008112714,0.0001030865,0.00001002159,0.00005913275,0.9854919,0.0004655203,0.0005321078,0.01140206,0.0003437311],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001666267,0.000322944,0.9649388,0.00001133735,0.00005738583,0.001428387,0.00003269042,0.0004513137,0.03259049],"genre_scores_gemma":[0.2058825,0.00001333674,0.7918313,0.00006344068,0.0001392886,0.0018912,0.00001420547,0.0000559383,0.0001087767],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3774608,"threshold_uncertainty_score":0.9850985,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2599331074","doi":"10.1002/oca.2311","title":"Globalized and bounded Nelder‐Mead algorithm with deterministic restarts for tuning controller parameters: Method and application","year":2017,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Computer science; Position (finance); Algorithm; Simplex algorithm; Maxima and minima; Simplex; Mathematics; Control (management); Linear programming; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.01351218844418809,"gpt":0.3282284003353485,"spread":0.3147162118911604,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001279776,0.0003024338,0.0006191398,0.00007635864,0.0007066622,0.0005143859,0.0001841781,0.0001461487,7.131961e-7],"category_scores_gemma":[0.0001127452,0.0002687655,0.00005310889,0.00005456862,0.0002049748,0.000208368,0.00004019557,0.0001365098,5.801831e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000341185,"about_ca_system_score_gemma":0.00001668381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007859495,"about_ca_topic_score_gemma":0.00002059187,"domain_scores_codex":[0.9985076,0.0001474285,0.0003643603,0.0005249886,0.0001081903,0.0003473978],"domain_scores_gemma":[0.9979296,0.001000528,0.0002135099,0.0005518143,0.0001070514,0.0001974432],"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":[0.0002152544,0.00002155357,0.0001664051,0.0001255704,0.0002365741,0.000001048249,0.000101036,0.0004377531,0.0247624,0.007410064,0.00001485739,0.9665075],"study_design_scores_gemma":[0.005226691,0.0001396086,0.0009102153,0.00003589157,0.0003144434,0.00004942674,0.00004938983,0.9658024,0.00005559656,0.003536816,0.02354895,0.000330527],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0007183718,0.001618533,0.9941239,0.0001670646,0.00004941757,0.002612188,0.0000536459,0.0001573973,0.0004995163],"genre_scores_gemma":[0.2596919,0.00007298351,0.7370399,0.0000539784,0.00007655667,0.002971133,0.00000872123,0.00004385798,0.00004104275],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9661769,"threshold_uncertainty_score":0.9999765,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1997306878","doi":"10.1002/oca.877","title":"A dynamic game of status‐seeking with public capital and an exhaustible resource","year":2009,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Experimental Behavioral Economics Studies","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Nash equilibrium; Economics; Microeconomics; Consumption (sociology); Differential game; Resource (disambiguation); Markov chain; Markov perfect equilibrium; Mathematical economics; Common-pool resource; Consciousness; Outcome (game theory); Stock (firearms); Econometrics; Computer science; Mathematics; Mathematical optimization; Psychology; Statistics; Sociology","retraction":null,"screen_n_in":null,"score":{"opus":0.02323024422967135,"gpt":0.3927910667642308,"spread":0.3695608225345594,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005503357,0.00008975843,0.0001981083,0.00005855665,0.0003084519,0.00007788902,0.00008368318,0.000044677,0.000008434466],"category_scores_gemma":[0.00001279048,0.0000822092,0.00001859044,0.0001209173,0.0003509304,0.0002077427,0.00002119272,0.00006625753,3.681851e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004346534,"about_ca_system_score_gemma":0.00004734828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003673782,"about_ca_topic_score_gemma":0.0001910613,"domain_scores_codex":[0.9992104,0.0001131072,0.0001491174,0.0002303238,0.00007008979,0.0002270104],"domain_scores_gemma":[0.9994739,0.00009214415,0.00009441212,0.0001349272,0.00005643993,0.0001481291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002158241,0.0004411938,0.01101628,0.00001650659,0.00008306625,0.000001174935,0.02303098,0.0001200961,0.07214037,0.3875322,0.00001158262,0.5053907],"study_design_scores_gemma":[0.01854938,0.00835072,0.2645947,0.0001408525,0.00119938,0.00004894515,0.3289241,0.0472271,0.003951875,0.0297044,0.2931333,0.004175163],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7924451,0.002954653,0.1876988,0.001237101,0.00001144561,0.00105954,0.00003162705,0.00007212981,0.01448966],"genre_scores_gemma":[0.8134941,0.0001280703,0.1861182,0.00006225448,0.00001473132,0.00009771265,0.000003478103,0.000005661274,0.00007579762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5012156,"threshold_uncertainty_score":0.3352394,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2604453058","doi":"10.1002/oca.2320","title":"Control‐relevant parameter estimation application to a model‐based PHEV power management system","year":2017,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Electric and Hybrid Vehicle Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Powertrain; Model predictive control; Controller (irrigation); Control engineering; Power management; Computer science; Automotive industry; Control (management); Control theory (sociology); Power (physics); Engineering; Torque; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.00930831965815102,"gpt":0.2964352401936179,"spread":0.2871269205354669,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005024401,0.0001985769,0.0002910085,0.0001243686,0.0003580906,0.0001578529,0.0003263942,0.00009665338,0.000002416777],"category_scores_gemma":[0.00002923454,0.0001890183,0.00005915559,0.00009777582,0.00005658375,0.000119814,0.00003674923,0.000130894,0.00002114306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008039121,"about_ca_system_score_gemma":0.000009905984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008457693,"about_ca_topic_score_gemma":8.873054e-7,"domain_scores_codex":[0.9989743,0.00003070707,0.0002707017,0.0003329401,0.0001131007,0.000278295],"domain_scores_gemma":[0.9987904,0.0001307622,0.00009537016,0.0008150643,0.0000653996,0.0001029682],"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":[0.00004517088,0.00002572076,0.00003399932,0.00008926266,0.00007874327,8.193348e-7,0.000009682936,0.3751886,0.003441518,0.05004213,0.00007890191,0.5709655],"study_design_scores_gemma":[0.0009312553,0.00003822024,0.0007824121,0.00001655457,0.000111694,0.000003053948,0.00001614687,0.9924489,0.0009177411,0.0009504686,0.003572356,0.0002112001],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002051466,0.0002253259,0.9929529,0.0003727614,0.0000235908,0.001692033,0.0000257797,0.000642349,0.002013756],"genre_scores_gemma":[0.5436264,0.00001174336,0.4539275,0.00006100794,0.00001058434,0.002316023,0.000003171514,0.00001792368,0.00002563688],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6172603,"threshold_uncertainty_score":0.7707942,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1996507619","doi":"10.1002/oca.908","title":"Optimal guaranteed cost for singular linear systems with random abrupt changes","year":2009,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Jump; Piecewise; Class (philosophy); Mathematics; Piecewise linear function; Impulse (physics); Control theory (sociology); Mathematical optimization; Linear matrix inequality; Controller (irrigation); Computer science; Control (management)","retraction":null,"screen_n_in":null,"score":{"opus":0.01400903839021163,"gpt":0.2985225770987348,"spread":0.2845135387085231,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009917127,0.0002600863,0.0005855444,0.00008262461,0.0001979167,0.0001042753,0.000153666,0.0001291521,0.000003801369],"category_scores_gemma":[0.00005602127,0.000213337,0.00008600129,0.0001646141,0.00006673873,0.0000769421,0.000006192005,0.0001280456,0.000002115572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004017658,"about_ca_system_score_gemma":0.00002280915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001565744,"about_ca_topic_score_gemma":0.000003751447,"domain_scores_codex":[0.9987597,0.000102773,0.0003240961,0.0003297729,0.000121133,0.0003624997],"domain_scores_gemma":[0.9986675,0.0005441919,0.00007633273,0.0003464078,0.0002308453,0.0001346739],"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":[0.002909071,0.0001722987,0.00006157927,0.0004190786,0.0005617276,0.000002811833,0.0005032127,0.6364968,0.03176452,0.01301916,0.0002690819,0.3138206],"study_design_scores_gemma":[0.006241547,0.0003176764,0.00008829685,0.00003887148,0.000178447,0.00001746507,0.0002377977,0.7782489,0.0003508876,0.00005205247,0.2139134,0.0003146527],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001673202,0.005218341,0.9882828,0.0002443286,0.0001009819,0.003519567,0.00007076163,0.0002442257,0.0006457734],"genre_scores_gemma":[0.5844135,0.00008964272,0.4095967,0.0001981481,0.0006183556,0.00487075,0.00002572533,0.00004982388,0.0001373925],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5827402,"threshold_uncertainty_score":0.8699632,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4206505471","doi":"10.1002/oca.2852","title":"Nonlinear multiobjective and dynamic real‐time predictive optimization for optimal operation of baseload power plants under variable renewable energy","year":2022,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Department of Environment and Primary Industries; Canada Excellence Research Chairs, Government of Canada; U.S. Department of Energy","keywords":"Multi-objective optimization; Mathematical optimization; Computer science; Particle swarm optimization; Optimization problem; Renewable energy; Model predictive control; Pareto principle; Engineering; Mathematics; Control (management)","retraction":null,"screen_n_in":null,"score":{"opus":0.00384745277969858,"gpt":0.2465185463262657,"spread":0.2426710935465672,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006174222,0.0002111829,0.0003432754,0.0001799603,0.0003255246,0.00004151037,0.0001005871,0.0001211488,0.00006889299],"category_scores_gemma":[0.00002428859,0.0002272383,0.00004280841,0.000240987,0.00005078543,0.000204611,0.00004080987,0.0001084951,2.669268e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001540922,"about_ca_system_score_gemma":0.00006592461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003061527,"about_ca_topic_score_gemma":0.000008633039,"domain_scores_codex":[0.9987129,0.0001958909,0.0003965933,0.0003505035,0.0001231787,0.0002209634],"domain_scores_gemma":[0.9990801,0.0002949481,0.000128168,0.0002123901,0.0002091599,0.00007528148],"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":[0.0001828234,0.00005219429,0.000002152695,0.00002153811,0.000128468,1.117896e-7,0.0001272708,0.9681007,0.02867262,0.001259331,0.00005098812,0.001401833],"study_design_scores_gemma":[0.001278503,0.0002210599,0.00001454401,0.00001031116,0.00008567989,0.00001115079,0.0003885409,0.9934599,0.00231799,0.00007635922,0.001927833,0.0002081395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008175068,0.0003743068,0.9956598,0.00001888992,0.00007329715,0.0008908408,0.0006615808,0.0001366849,0.001367153],"genre_scores_gemma":[0.1000218,0.0001946172,0.8959662,0.00003045337,0.00003316559,0.002686609,0.0005975264,0.0000628335,0.0004068509],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09969358,"threshold_uncertainty_score":0.9266511,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2082492173","doi":"10.1002/oca.840","title":"Continuous and inverse optimal control designs for chained systems: A global state‐scaling transformation and a time‐scaling method","year":2008,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Control and Dynamics of Mobile Robots","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Controllability; Scaling; Control theory (sociology); Transformation (genetics); Inverse; Convergence (economics); Exponential stability; State (computer science); Computer science; Stability (learning theory); Mathematics; Mathematical optimization; Control (management); Applied mathematics; Algorithm; Nonlinear system","retraction":null,"screen_n_in":null,"score":{"opus":0.01173645112431797,"gpt":0.2843229549443715,"spread":0.2725865038200536,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001334916,0.0003426169,0.0007212478,0.0001064397,0.0003619521,0.0001242104,0.0001040966,0.0001738328,0.00000277157],"category_scores_gemma":[0.00005560504,0.0003354079,0.0001033128,0.0001558888,0.0001125849,0.0002478886,0.00001941797,0.0001550761,0.000001462409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006239824,"about_ca_system_score_gemma":0.00003715996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004265241,"about_ca_topic_score_gemma":0.000003979725,"domain_scores_codex":[0.9982762,0.0001962705,0.0005577494,0.0004085009,0.0001223034,0.0004390205],"domain_scores_gemma":[0.9984284,0.0008300249,0.0001089599,0.0002055377,0.0001529704,0.0002741117],"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":[0.0007614245,0.00007399279,0.0001067296,0.0003975584,0.000515418,0.000004652522,0.001044323,0.6873961,0.02186052,0.006724835,0.00005104669,0.2810634],"study_design_scores_gemma":[0.005641539,0.0001224349,0.0002476193,0.00002601793,0.0002468163,0.0001287321,0.0002061913,0.9897451,0.0000528615,0.0002742916,0.002954537,0.0003538853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01492805,0.00361374,0.9777921,0.00011952,0.00005056781,0.00273191,0.0003183115,0.0002345035,0.0002112635],"genre_scores_gemma":[0.4133153,0.0003881731,0.5840497,0.00008070241,0.00008859647,0.001959106,0.00002796307,0.00004195822,0.0000484776],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3983873,"threshold_uncertainty_score":0.9999098,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3047267302","doi":"10.1002/oca.2646","title":"Batch to batch optimal control based on multiinput multioutput adaptive hinging hyperplanes prediction and Kalman filter correction","year":2020,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Fault Detection and Control Systems","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":"University of Alberta","funders":"","keywords":"Control theory (sociology); MIMO; Model predictive control; Kalman filter; Hyperplane; Batch processing; Optimal control; Computer science; Mathematics; Mathematical optimization; Control (management); Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.01233697782126645,"gpt":0.2639754497224674,"spread":0.2516384719012009,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004608482,0.0003276011,0.0004579574,0.0001510453,0.0002697773,0.0001221422,0.0001067284,0.0001665608,0.0000206673],"category_scores_gemma":[0.00008413978,0.0003213485,0.00008814623,0.000253119,0.00004172172,0.0001431553,0.00001737629,0.0003089058,0.00002012391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008500266,"about_ca_system_score_gemma":0.00002436207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005074991,"about_ca_topic_score_gemma":0.000005605018,"domain_scores_codex":[0.998361,0.0001991093,0.0004039956,0.0005336766,0.000174376,0.0003278271],"domain_scores_gemma":[0.9987431,0.0004997707,0.00007256194,0.0002301593,0.00008657627,0.0003678847],"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":[0.0006749106,0.00004310796,0.0002609204,0.00005169611,0.0001267797,0.000002085285,0.0005797127,0.7773455,0.04119927,0.00007470253,0.0004164183,0.1792249],"study_design_scores_gemma":[0.002947904,0.0003469643,0.001577239,0.00002790514,0.0001020989,0.0000146052,0.0002767191,0.9646925,0.0007538405,0.000002646358,0.02896728,0.0002903345],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006743187,0.0002463571,0.9891023,0.0006906674,0.0003067159,0.001612365,0.0001583992,0.0004927675,0.0006472505],"genre_scores_gemma":[0.918414,0.00001525717,0.0788056,0.0008825783,0.0003662252,0.001340736,0.00001790295,0.00005327733,0.0001044322],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9116708,"threshold_uncertainty_score":0.9999239,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2050879190","doi":"10.1002/oca.949","title":"Optimal start‐up of microfabricated power generation processes employing fuel cells","year":2010,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Fuel Cells and Related Materials","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":"McMaster University","funders":"","keywords":"Stack (abstract data type); Battery (electricity); Solid oxide fuel cell; Power (physics); Computer science; Fuel cells; Automotive engineering; Process engineering; Engineering; Chemistry","retraction":null,"screen_n_in":null,"score":{"opus":0.01055565161413179,"gpt":0.2730401332962576,"spread":0.2624844816821258,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003697428,0.0001647157,0.0002683263,0.00007592208,0.00008307942,0.00005692214,0.0001107695,0.0001635232,0.00009586313],"category_scores_gemma":[0.00002408236,0.0001464894,0.000041309,0.0001853265,0.00007097577,0.00009606481,0.00002053256,0.0001731521,0.00000782742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007677637,"about_ca_system_score_gemma":0.00002921572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009370673,"about_ca_topic_score_gemma":0.000001616549,"domain_scores_codex":[0.9991501,0.00003879377,0.0003313205,0.000214221,0.00006977949,0.0001957892],"domain_scores_gemma":[0.9993308,0.0001276791,0.00007981769,0.0002243645,0.000150972,0.0000863473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001537142,0.0000263018,0.000008581537,0.0002176839,0.00004611268,2.263971e-7,0.0001262041,0.0111921,0.9857396,0.0002555019,0.0001130668,0.002259242],"study_design_scores_gemma":[0.001338361,0.00008128568,0.0001301558,0.00001776825,0.000149939,0.00001365994,0.00007578238,0.05741176,0.8347051,0.0001198824,0.1055249,0.0004313734],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2516602,0.004776742,0.7395829,0.0000544223,0.0004941938,0.0008707948,0.00009268644,0.0002103434,0.002257716],"genre_scores_gemma":[0.6360905,0.0006722528,0.3627772,0.000018807,0.00008350154,0.0001997843,0.0000189116,0.00003252238,0.0001065825],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3844302,"threshold_uncertainty_score":0.5973663,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1910412336","doi":"10.1002/oca.2190","title":"Symmetries and analytical solutions of the Hamilton–Jacobi–Bellman equation for a class of optimal control problems","year":2015,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Sphingolipid Metabolism and Signaling","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hamilton–Jacobi–Bellman equation; Mathematics; Optimal control; Riccati equation; Bellman equation; Differentiable function; Homogeneous space; Applied mathematics; Affine transformation; Ordinary differential equation; Differential equation; Adjoint equation; Partial differential equation; Mathematical analysis; Mathematical optimization; Pure mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.03747302974969471,"gpt":0.3285363041298008,"spread":0.291063274380106,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001355316,0.0001237229,0.0002919659,0.00005344229,0.0001314215,0.00001928945,0.0001313151,0.000119139,0.000001019176],"category_scores_gemma":[0.0003418307,0.00009402973,0.0001028658,0.0001480666,0.00026376,0.000008564757,0.00005057506,0.00006480268,1.066722e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006315403,"about_ca_system_score_gemma":0.00009084539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002035484,"about_ca_topic_score_gemma":0.000002964067,"domain_scores_codex":[0.9989761,0.0001506229,0.0003361098,0.0002532532,0.00009938518,0.0001845137],"domain_scores_gemma":[0.9988655,0.000179449,0.0001918946,0.000271851,0.0003931261,0.0000981819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006731453,0.0002240383,0.0008575068,0.000145346,0.0003949636,4.721954e-8,0.0003611181,0.017026,0.86925,0.08512246,0.0002564199,0.02568895],"study_design_scores_gemma":[0.01722927,0.001315954,0.004040188,0.00006125318,0.001856103,0.00002650174,0.001199338,0.6942495,0.1045787,0.003255361,0.1714401,0.0007477641],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04385325,0.00342155,0.9511837,0.0002602474,0.00003612757,0.0009694741,0.0001084786,0.000005701077,0.0001614791],"genre_scores_gemma":[0.8852599,0.00009633876,0.1139069,0.0001098683,0.0001119924,0.0003921274,0.0000208891,0.00001299853,0.00008893755],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8414066,"threshold_uncertainty_score":0.3834421,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403412837","doi":"10.1002/oca.3216","title":"Mixed‐Integer Optimal Control via Reinforcement Learning: A Case Study on Hybrid Electric Vehicle Energy Management","year":2024,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Reinforcement learning; Electric vehicle; Energy management; Integer programming; Integer (computer science); Control (management); Mathematical optimization; Reinforcement; Computer science; Energy (signal processing); Engineering; Artificial intelligence; Mathematics; Structural engineering; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.007282110080568093,"gpt":0.2674272158032656,"spread":0.2601451057226975,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004425882,0.0003238595,0.0003494674,0.0002534798,0.0002349185,0.0001712205,0.00014558,0.00007842071,0.00004461589],"category_scores_gemma":[0.000006378133,0.0002876705,0.0001126577,0.0004446637,0.00002501692,0.0001055934,0.00003172785,0.0004299238,0.00001342947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001075129,"about_ca_system_score_gemma":0.00001644433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004237883,"about_ca_topic_score_gemma":0.00000149265,"domain_scores_codex":[0.9983778,0.0001455967,0.0003910253,0.0004659022,0.0001785234,0.0004411737],"domain_scores_gemma":[0.9991921,0.000230368,0.00004360088,0.0003167501,0.00005346036,0.0001637339],"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":[0.00006773722,0.00007608385,0.00001907112,0.00005270975,0.0005591482,0.0002806446,0.00009663113,0.352522,0.00621133,0.005349841,0.0003350143,0.6344298],"study_design_scores_gemma":[0.00135996,0.0005644644,0.00009141023,0.00001128009,0.0002845569,0.0003909499,0.0002036568,0.940416,0.001291683,0.0001140437,0.054964,0.0003080188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02600878,0.002402003,0.9683113,0.00007168674,0.00008704574,0.0009895276,0.000005902883,0.0003751774,0.00174856],"genre_scores_gemma":[0.9814028,0.0001898248,0.01617744,0.0001228324,0.0001527463,0.001398764,0.000008234434,0.0000628031,0.0004845768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.955394,"threshold_uncertainty_score":0.9999576,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319834275","doi":"10.1002/oca.2974","title":"Special issue on “Optimal design and operation of energy systems”","year":2023,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Renewable energy; Environmental economics; Energy consumption; Population; Efficient energy use; Energy storage; Energy management; Environmental science; Natural resource economics; Engineering; Business; Computer science; Power (physics); Energy (signal processing); Economics; Electrical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.0120033318629292,"gpt":0.2775797495754246,"spread":0.2655764177124954,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005860883,0.000154454,0.0002649658,0.0001797182,0.00009440506,0.00005530248,0.00006957087,0.000123108,0.00001747159],"category_scores_gemma":[0.00002024496,0.000145822,0.00002634726,0.0002832263,0.00004055717,0.00009002996,0.00001224858,0.00007499542,0.000009255028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002782141,"about_ca_system_score_gemma":0.0000146563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002950931,"about_ca_topic_score_gemma":0.000001131585,"domain_scores_codex":[0.9990622,0.0001733695,0.0003003428,0.0002090738,0.00009110485,0.0001638638],"domain_scores_gemma":[0.9993686,0.0002437304,0.00005276917,0.0001792926,0.00008935963,0.0000662599],"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":[0.00002833529,0.00000832861,0.000001968914,0.00003006535,0.00004134985,4.822957e-7,0.00005925574,0.9456662,0.004213622,0.01402334,0.001170756,0.03475627],"study_design_scores_gemma":[0.0003944476,0.00006803263,0.0000340277,0.00001700405,0.00003052799,0.00000603807,0.00008743447,0.9167697,0.002331717,0.00002191855,0.08010931,0.000129769],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000311675,0.000283788,0.9934113,0.00003482134,0.0002028052,0.0004189063,0.00001767729,0.0001794983,0.005139549],"genre_scores_gemma":[0.2476201,0.001110253,0.742776,0.00006129007,0.003685929,0.002384611,0.0001159243,0.0001268389,0.002119046],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2506353,"threshold_uncertainty_score":0.5946448,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2803255067","doi":"10.1002/oca.2439","title":"Model‐free online tuning of controller parameters using a globalized local search algorithm","year":2018,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba; Research Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Government College University, Lahore; University of Manitoba","keywords":"Controller (irrigation); Computer science; Control theory (sociology); Position (finance); Online algorithm; Mode (computer interface); Algorithm; Control engineering; Control (management); Engineering; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.03565308789454076,"gpt":0.3446579200835681,"spread":0.3090048321890274,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001060224,0.0002418948,0.000616429,0.0001434778,0.0001334267,0.00004664799,0.0002875965,0.000146963,0.000006468697],"category_scores_gemma":[0.00004602517,0.0002338623,0.0001156319,0.0002957942,0.0002831056,0.000105784,0.00006460582,0.0001838849,0.00000193949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008028252,"about_ca_system_score_gemma":0.00003564198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001340141,"about_ca_topic_score_gemma":0.00001277229,"domain_scores_codex":[0.9983596,0.0002065436,0.0005239487,0.0003249937,0.0001960899,0.0003887841],"domain_scores_gemma":[0.9986957,0.0003432877,0.00009443102,0.0004815797,0.0002222639,0.0001627017],"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":[0.0001381678,0.00007269006,0.00003148284,0.00006326563,0.0003341593,7.631351e-7,0.0001512945,0.2767473,0.3028566,0.002160848,0.00003314377,0.4174103],"study_design_scores_gemma":[0.003173816,0.00007107266,0.00003042578,0.00003021665,0.0001380333,0.00001336294,0.0001033645,0.9939782,0.0002578417,0.0004721766,0.00151636,0.0002151253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003469878,0.001294177,0.993425,0.00003428916,0.00007185353,0.0008903288,0.0001533205,0.0001619719,0.0004992167],"genre_scores_gemma":[0.412745,0.000018393,0.5869559,0.00003520826,0.00008783083,0.0001024683,0.000005461532,0.00003140804,0.00001829213],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7172309,"threshold_uncertainty_score":0.9536628,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2150796562","doi":"10.1002/oca.728","title":"Shape sensitivities in a Navier‐Stokes flow with convective and grey bodies radiative thermal transfer","year":2003,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Radiative Heat Transfer Studies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cegep de Saint Jerome","funders":"","keywords":"Differentiable function; Radiative transfer; Mathematics; Domain (mathematical analysis); Mathematical analysis; Inverse problem; Differential equation; Convection; Flow (mathematics); Thermal radiation; Partial differential equation; Applied mathematics; Mechanics; Physics; Thermodynamics; Geometry","retraction":null,"screen_n_in":null,"score":{"opus":0.008605507557695248,"gpt":0.2573843429561715,"spread":0.2487788353984762,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003631301,0.0002316037,0.0003960503,0.00009501297,0.0001374628,0.00003618091,0.00003439936,0.00006192267,0.000009297808],"category_scores_gemma":[0.00001583148,0.0001951393,0.0000318189,0.0001330277,0.0002417141,0.0001544268,0.000004125146,0.0001810101,8.78005e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003205409,"about_ca_system_score_gemma":0.00001853023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001242203,"about_ca_topic_score_gemma":0.00004330385,"domain_scores_codex":[0.999027,0.0002215753,0.0001757646,0.0002582088,0.00006596478,0.000251522],"domain_scores_gemma":[0.999229,0.0005251009,0.00000860847,0.0001062079,0.00005804224,0.00007305105],"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":[0.0009707742,0.0003132401,0.01881265,0.0006793821,0.002722888,0.00004016548,0.06994007,0.1144554,0.05911268,0.06599448,0.00003510181,0.6669232],"study_design_scores_gemma":[0.01476112,0.0007930245,0.2155162,0.0001625716,0.000700968,0.0001314407,0.01255308,0.7106568,0.02277855,0.001099663,0.01856602,0.0022806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1208719,0.009044842,0.8642579,0.0001077536,0.0000219787,0.001014543,0.00007444555,0.00009510994,0.004511451],"genre_scores_gemma":[0.8972265,0.0007162295,0.100975,0.00005484005,0.00001942205,0.0009600539,0.000002168983,0.00002805234,0.00001779554],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7763545,"threshold_uncertainty_score":0.7957551,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4210683135","doi":"10.1002/oca.2862","title":"Building‐to‐grid optimal control of integrated MicroCSP and building HVAC system for optimal demand response services","year":2022,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"HVAC; Demand response; Renewable energy; Grid; Electric power system; Base load power plant; Dynamic demand; Computer science; Automotive engineering; Solar power; Distributed generation; Air conditioning; Power (physics); Engineering; Electrical engineering; Electricity; Mechanical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.006578140422008411,"gpt":0.2771290677832138,"spread":0.2705509273612053,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002439966,0.000324382,0.0006026102,0.000323633,0.0003825566,0.00008891727,0.0003326573,0.00008316126,0.00001245035],"category_scores_gemma":[0.00003566957,0.0003382351,0.0001062438,0.0004063609,0.00005870017,0.0001123939,0.0001708427,0.0001991009,7.005698e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001533854,"about_ca_system_score_gemma":0.00003174897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000379115,"about_ca_topic_score_gemma":0.000001397147,"domain_scores_codex":[0.99804,0.0003058146,0.0005555307,0.0005073366,0.0001682487,0.0004231088],"domain_scores_gemma":[0.998363,0.0007772636,0.0001387457,0.0003920674,0.0001327142,0.0001961731],"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":[0.00115318,0.00003192185,0.00004919528,0.0002586237,0.0002524216,0.000001324165,0.0001200452,0.7529755,0.2330841,0.004400897,0.00007792735,0.007594882],"study_design_scores_gemma":[0.002967912,0.0002897439,0.0004717436,0.00003868691,0.0003119319,0.0000313463,0.0007817161,0.8199226,0.01057304,0.00002407406,0.1642069,0.0003803433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1473598,0.001724475,0.8483419,0.0001542014,0.0001578261,0.00160473,0.0004034841,0.0001991339,0.00005447746],"genre_scores_gemma":[0.4899395,0.00001858787,0.506703,0.00006536591,0.00008220474,0.003095017,0.00001509321,0.0000488927,0.00003241497],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3425797,"threshold_uncertainty_score":0.999907,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1607862095","doi":"10.1002/oca.2092","title":"Extended LMI representatives for stability and stabilization of discrete‐time Takagi‐Sugeno fuzzy systems","year":2013,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"National Natural Science Foundation of China","keywords":"Control theory (sociology); Stability (learning theory); Compensation (psychology); Fuzzy control system; Discrete time and continuous time; Fuzzy logic; Stability conditions; Control (management); Linear matrix inequality; Computer science; Mathematics; Mathematical optimization; Artificial intelligence; Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.01442283992400987,"gpt":0.3044931385819923,"spread":0.2900702986579824,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009787071,0.0001862925,0.0004899849,0.00005899323,0.0001123187,0.00007875611,0.0001066852,0.00009966319,0.0000278061],"category_scores_gemma":[0.0001288002,0.0001647483,0.00007289008,0.0001355856,0.0001667957,0.0002175049,0.00002221668,0.00007483525,0.000001764978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003122316,"about_ca_system_score_gemma":0.00001852551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009055267,"about_ca_topic_score_gemma":0.000002376523,"domain_scores_codex":[0.9985803,0.0002361962,0.0005126079,0.000344091,0.0001037378,0.0002230319],"domain_scores_gemma":[0.9979979,0.001120958,0.0001164468,0.0003853129,0.0002593043,0.0001200915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003795057,0.0002251659,0.002155388,0.002286886,0.0006328932,1.660339e-7,0.002283992,0.01831165,0.7473675,0.04404736,0.0001641282,0.1821454],"study_design_scores_gemma":[0.002835716,0.0002360487,0.008334373,0.00003861797,0.0002032899,0.0000057135,0.002754993,0.9699625,0.004129109,0.00534138,0.005686412,0.000471891],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03348295,0.003852852,0.9574518,0.00009308029,0.00004909121,0.003712854,0.0001422541,0.0001018364,0.001113312],"genre_scores_gemma":[0.906838,0.00007328206,0.08866378,0.000008875467,0.00006072111,0.004250209,0.0000193384,0.00002514885,0.00006063887],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9516508,"threshold_uncertainty_score":0.6718243,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2341157197","doi":"10.1002/oca.2255","title":"Optimal control of a class of pseudo Euler‐Lagrange systems","year":2016,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Control and Stability of Dynamical Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Lyapunov function; Controller (irrigation); Control theory (sociology); Mathematics; Euler's formula; Applied mathematics; Optimal control; Computer science; Mathematical optimization; Nonlinear system; Control (management); Mathematical analysis","retraction":null,"screen_n_in":null,"score":{"opus":0.009003999387063935,"gpt":0.2665553496051817,"spread":0.2575513502181178,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001018776,0.0002185823,0.0007806225,0.00009355996,0.00005333925,0.00002031933,0.000205234,0.0001531045,0.00002249024],"category_scores_gemma":[0.0000789029,0.0001555766,0.000171975,0.0001570833,0.0001790538,0.00009554099,0.00002140609,0.00009923416,0.000004171484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003707226,"about_ca_system_score_gemma":0.00002049312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006385594,"about_ca_topic_score_gemma":0.000005802046,"domain_scores_codex":[0.9983444,0.0002040683,0.0007103845,0.0002791433,0.000168005,0.0002940349],"domain_scores_gemma":[0.9978541,0.001215761,0.0001605965,0.0004245148,0.0001859477,0.0001591146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003708876,0.0001766404,0.001138192,0.000683303,0.000586236,7.509063e-7,0.0001390064,0.02605404,0.6719444,0.03579253,0.00004319141,0.2630708],"study_design_scores_gemma":[0.007436826,0.0002845904,0.004683207,0.0001327394,0.0003312614,0.00001746087,0.0001415027,0.9422851,0.0009849072,0.0002284107,0.04298253,0.0004914794],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02358625,0.002999004,0.9705856,0.0001703263,0.0001048125,0.001083164,0.0003011534,0.0001011663,0.001068491],"genre_scores_gemma":[0.9556185,0.00008506286,0.04345256,0.000008869752,0.00008906602,0.0006356261,0.000002640988,0.00002621445,0.0000814397],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9320323,"threshold_uncertainty_score":0.6344228,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4223892932","doi":"10.1002/oca.2889","title":"A robust optimization formulation for dynamic pricing of a web service with limited total shared capacity","year":2022,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University; University of Toronto","funders":"","keywords":"Computer science; Profit (economics); Mathematical optimization; Reservation; Robust optimization; Service provider; Operations research; Optimization problem; Web service; Service (business); Function (biology); Algorithm; Microeconomics; Mathematics; Economics; Business; Marketing; Computer network","retraction":null,"screen_n_in":null,"score":{"opus":0.02807200881780125,"gpt":0.2641121184515369,"spread":0.2360401096337356,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007185679,0.000127822,0.0002011535,0.0002039091,0.0003909997,0.00008203639,0.0001178431,0.0000305635,0.00009385039],"category_scores_gemma":[0.00002344339,0.0001216848,0.00004783688,0.0005647999,0.00001672974,0.0003774853,0.00009524974,0.00007850893,6.000785e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004648942,"about_ca_system_score_gemma":0.00001833623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007952215,"about_ca_topic_score_gemma":0.00001752736,"domain_scores_codex":[0.9991443,0.00003033596,0.0002478288,0.0002646951,0.0001484995,0.0001643366],"domain_scores_gemma":[0.999197,0.00009013837,0.0002674192,0.0001868099,0.0002449481,0.00001365851],"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":[0.0003334861,0.000134776,0.0002559953,0.0002634014,0.0000762497,1.249471e-7,0.00008336968,0.9647886,0.002218038,0.0210739,0.00007041657,0.01070164],"study_design_scores_gemma":[0.001740631,0.00004704074,0.0007346155,0.000008592831,0.0001553183,0.000001533118,0.0003839271,0.9816776,0.000009957666,0.0001704448,0.01492617,0.0001441588],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01363688,0.00005227414,0.9828457,0.0006185271,0.00003338317,0.001813134,0.00003878768,0.00006220824,0.0008991124],"genre_scores_gemma":[0.5685514,0.000002747436,0.4280677,0.000659602,0.00007223859,0.002336094,0.0001957102,0.0000241634,0.00009032169],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5549145,"threshold_uncertainty_score":0.496216,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2778383114","doi":"10.1002/oca.2390","title":"The optimal control of Axelrod's social norm game","year":2017,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Norm (philosophy); Mathematical economics; Nash equilibrium; Incentive; Replicator equation; Game theory; Mathematics; Computer science; Economics; Microeconomics; Sociology; Population; Political science; Law","retraction":null,"screen_n_in":null,"score":{"opus":0.0194339383589989,"gpt":0.3920710512084839,"spread":0.372637112849485,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003082809,0.0001034552,0.0002126588,0.00002412642,0.004326249,0.0002041154,0.000429705,0.0001040354,0.00004053524],"category_scores_gemma":[0.0003042992,0.00008157533,0.00008873762,0.00006768527,0.00116199,0.0002375842,0.00003974073,0.0001323577,0.000007225575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002793057,"about_ca_system_score_gemma":0.0001301005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001574077,"about_ca_topic_score_gemma":0.00007642961,"domain_scores_codex":[0.9985768,0.0005535933,0.0002481113,0.0002040324,0.0001688786,0.000248573],"domain_scores_gemma":[0.9984178,0.0006546824,0.0002676197,0.0003288072,0.000247349,0.00008375258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001850968,0.00004444638,0.0001750983,0.000003687042,0.00004975856,1.529068e-7,0.0009818677,0.000143206,0.002497981,0.8047518,0.00006363222,0.1911033],"study_design_scores_gemma":[0.003634664,0.0001867502,0.02521232,0.0000119939,0.0003037321,0.000003878532,0.003479529,0.01674023,0.0003500016,0.02458472,0.9250346,0.0004575415],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0086951,0.0009865182,0.9598448,0.006849842,0.0001013649,0.000921739,0.00004376499,0.00004038589,0.0225165],"genre_scores_gemma":[0.9767389,0.000224484,0.02062723,0.0001090124,0.0004293848,0.0004303464,0.000002788481,0.000008444963,0.001429379],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9680438,"threshold_uncertainty_score":0.99697,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2073460403","doi":"10.1002/oca.868","title":"Real‐time scheduling of multiple uncertain receding horizon control systems","year":2008,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Defence Research and Development Canada; Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Scheduling (production processes); Mathematical optimization; Computer science; Monotonic function; Time horizon; Control theory (sociology); Nonlinear system; Control (management); Mathematics; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.01450494554238395,"gpt":0.2871238052050332,"spread":0.2726188596626493,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007186515,0.0002440615,0.000619862,0.0001420015,0.000195442,0.00002632441,0.0001511502,0.0001561669,0.000005556192],"category_scores_gemma":[0.0001228595,0.0002473777,0.00008334014,0.0002900646,0.00008360135,0.00019486,0.00001575247,0.0001560909,0.00000613847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007902222,"about_ca_system_score_gemma":0.0000279202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005995163,"about_ca_topic_score_gemma":8.232479e-7,"domain_scores_codex":[0.9984403,0.000176296,0.0006126355,0.000311231,0.0001461459,0.0003133389],"domain_scores_gemma":[0.9983466,0.0007661166,0.0001880104,0.0003552445,0.000206332,0.0001376805],"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":[0.00006191358,0.00001520535,0.0001197381,0.00006535438,0.0000914444,8.024447e-7,0.00005336344,0.8242919,0.1630016,0.001329388,0.000009324696,0.01095995],"study_design_scores_gemma":[0.002170844,0.00006667694,0.0001315538,0.00003508648,0.00007411438,0.00002552809,0.00007791824,0.9941892,0.0007703641,0.0000344944,0.002186298,0.000237913],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008326837,0.002131418,0.9862359,0.0000207933,0.0001000725,0.001379479,0.00005112516,0.0003169911,0.00143737],"genre_scores_gemma":[0.6042566,0.0003712117,0.394359,0.00000453909,0.0001262884,0.0007592551,0.0000116674,0.0000426093,0.00006891917],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5959297,"threshold_uncertainty_score":0.9999979,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4210421555","doi":"10.1002/oca.2858","title":"Model predictive control of a dual fuel engine integrated with waste heat recovery used for electric power in buildings","year":2022,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Thermodynamic and Exergetic Analyses of Power and Cooling Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Internal combustion engine; Turbocharger; Automotive engineering; Fuel efficiency; Model predictive control; Organic Rankine cycle; Exhaust gas; Environmental science; Exhaust gas recirculation; Waste heat; Dual loop; Waste heat recovery unit; Diesel engine; Diesel fuel; Engineering; Waste management; Computer science; Mechanical engineering; Control (management); Turbine","retraction":null,"screen_n_in":null,"score":{"opus":0.005691500501762835,"gpt":0.2500659779744335,"spread":0.2443744774726707,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005449312,0.0001603524,0.0004106537,0.000169717,0.00007471511,0.00001348716,0.0001008389,0.00005111758,0.000008466374],"category_scores_gemma":[0.00001066619,0.0001411424,0.00008009753,0.0003017469,0.00002617374,0.00005584374,0.00001243038,0.0001720941,1.212402e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006826688,"about_ca_system_score_gemma":0.0000455678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003153159,"about_ca_topic_score_gemma":0.000003017783,"domain_scores_codex":[0.9990935,0.00006633341,0.0003031456,0.0002162059,0.00009717075,0.0002236969],"domain_scores_gemma":[0.9994478,0.0002132147,0.00005088974,0.0001598165,0.00007028735,0.0000579789],"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":[0.0005480559,0.00004835101,0.00002606142,0.0000343368,0.0001665912,3.163241e-7,0.0001874844,0.9551722,0.03951813,0.001157824,0.00001609846,0.003124548],"study_design_scores_gemma":[0.00230203,0.0003167771,0.00002816626,0.000009277011,0.0001077822,0.000006769181,0.0004749857,0.9953893,0.0002004958,0.0002940375,0.0007184517,0.0001519561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0349728,0.001478222,0.962167,0.00003586054,0.00002773655,0.0008798349,0.0002087312,0.00005755175,0.0001723109],"genre_scores_gemma":[0.9441638,0.00003228502,0.05375236,0.00002372932,0.00001723067,0.00191116,0.00001875842,0.00002922887,0.00005145456],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.909191,"threshold_uncertainty_score":0.5755619,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1974086208","doi":"10.1002/oca.809","title":"Suboptimal digital LQ output feedback control design <i>via</i> LMI relaxations","year":2007,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Control theory (sociology); Mathematics; Linear matrix inequality; Convex optimization; Quadratic equation; Flexibility (engineering); Regular polygon; Mathematical optimization; Output feedback; Controller (irrigation); Interior point method; Optimal control; Control (management); Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.01366453799938105,"gpt":0.2732022740740164,"spread":0.2595377360746354,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002058768,0.000341235,0.0005382674,0.0001412905,0.000274832,0.0001999575,0.0002484405,0.0002178824,0.00002246394],"category_scores_gemma":[0.0001152605,0.0003313561,0.0001704642,0.0003209962,0.0001582116,0.000339885,0.00002213825,0.0002927208,0.00004690992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009309283,"about_ca_system_score_gemma":0.00003806447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001624383,"about_ca_topic_score_gemma":0.000004309557,"domain_scores_codex":[0.9979623,0.0001427479,0.0006785036,0.0004348488,0.0002042667,0.0005773334],"domain_scores_gemma":[0.9971095,0.001776521,0.0001202351,0.0005012624,0.0001838247,0.0003086949],"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":[0.0006368975,0.0002184781,0.0009705098,0.0001003459,0.0005509304,0.000006466154,0.0003729076,0.1394633,0.01987346,0.009248334,0.0006135596,0.8279449],"study_design_scores_gemma":[0.008235132,0.0003165822,0.005620365,0.0000320872,0.0004133849,0.00009490296,0.0005347629,0.7556222,0.0008375015,0.002033286,0.2250156,0.00124415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009928108,0.002201708,0.9875783,0.0002110747,0.0001374043,0.001627723,0.00008104687,0.0004163667,0.00675361],"genre_scores_gemma":[0.7858121,0.00003167468,0.2127616,0.0001496045,0.0002471242,0.00068963,0.00001441148,0.00004958698,0.0002443053],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8267007,"threshold_uncertainty_score":0.9999139,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2124351368","doi":"10.1002/oca.973","title":"Decentralized receding horizon control with communication bandwidth allocation for multiple vehicle systems","year":2010,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Defence Research and Development Canada; Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Defence Research and Development Canada","keywords":"Bandwidth (computing); Dynamic bandwidth allocation; Computer science; Bandwidth allocation; Control theory (sociology); Channel allocation schemes; Trajectory; Horizon; Communications system; Telecommunications network; Control (management); Computer network; Telecommunications; Artificial intelligence; Mathematics; Wireless","retraction":null,"screen_n_in":null,"score":{"opus":0.007644264463199425,"gpt":0.2778824421330541,"spread":0.2702381776698547,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008739561,0.000239185,0.0003985702,0.00009198063,0.0003020611,0.0001338673,0.0001918476,0.0001645559,0.000003693521],"category_scores_gemma":[0.0001118023,0.0002210717,0.00005297994,0.0001976389,0.00006920789,0.0002959738,0.00001109311,0.000228618,0.000002019041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005428373,"about_ca_system_score_gemma":0.0000230764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002607588,"about_ca_topic_score_gemma":0.00003034422,"domain_scores_codex":[0.9987062,0.0001292656,0.0004232276,0.0003096496,0.0001126462,0.0003189906],"domain_scores_gemma":[0.9979683,0.0009081216,0.0001602416,0.000514417,0.0003021191,0.0001468297],"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":[0.0004171846,0.00005259222,0.0004412746,0.0001376727,0.0002051739,1.427885e-7,0.0001072561,0.5590174,0.3062668,0.01954632,0.00005392482,0.1137542],"study_design_scores_gemma":[0.005462721,0.00008773493,0.0002320512,0.00002372136,0.0001361348,0.000008642152,0.00008136549,0.9618331,0.001092606,0.0001356406,0.03063241,0.0002738861],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003922819,0.001421176,0.9902613,0.0001421922,0.0001359921,0.003426695,0.00005507869,0.0003464828,0.0002882553],"genre_scores_gemma":[0.6026236,0.0001105826,0.3929476,0.00001658752,0.00008118111,0.004102778,0.00004823552,0.00004593682,0.00002358524],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5987008,"threshold_uncertainty_score":0.9015042,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4233094671","doi":"10.1002/oca.2522","title":"Issue Information","year":2020,"lang":"en","type":"paratext","venue":"Optimal Control Applications and Methods","topic":"Frequency Control in Power Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Computer science; Citation; Adaptation (eye); Control (management); Information retrieval; World Wide Web; Artificial intelligence; Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.00862782210882669,"gpt":0.2938626237423536,"spread":0.2852348016335269,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003640437,0.000371019,0.0006477783,0.0001459842,0.00009657238,0.0001795756,0.0002776185,0.0003741749,0.0005124953],"category_scores_gemma":[0.00003059569,0.0003759347,0.0001074844,0.0002265467,0.00005406879,0.0002856052,0.00002987399,0.0004562676,0.005185992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000696267,"about_ca_system_score_gemma":0.00004796687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001920245,"about_ca_topic_score_gemma":5.872205e-7,"domain_scores_codex":[0.9986138,0.0001175394,0.0005909394,0.0002557099,0.0001369662,0.0002850397],"domain_scores_gemma":[0.9989316,0.0002060567,0.0001367301,0.0004222254,0.0001152202,0.0001881885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002925107,0.00001242222,6.840919e-7,0.0009937275,0.0004383987,5.974217e-7,0.000311595,0.02506389,0.002413627,0.002520451,0.5719984,0.396217],"study_design_scores_gemma":[0.0004850047,0.00002579178,0.000003370754,0.00002214633,0.00009104877,0.000005696004,0.00002853212,0.09522538,0.00009748341,0.00003036408,0.9036633,0.0003219323],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[5.036015e-7,0.01124453,0.7898782,0.0002218932,0.001300802,0.001183614,0.0003360018,0.0001975959,0.1956369],"genre_scores_gemma":[0.006910163,0.005540161,0.9260105,0.00202772,0.004877636,0.01390935,0.001559468,0.0003343472,0.03883059],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3958951,"threshold_uncertainty_score":0.9998693,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2023678709","doi":"10.1002/oca.993","title":"2‐DOF nonlinear ℋ<sub>∞</sub> certainty‐equivalent filters (CEFs)","year":2011,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Adaptive Dynamic Programming Control","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Control theory (sociology); Nonlinear system; Filter (signal processing); Mathematics; Impulse response; Linear filter; Impulse (physics); Class (philosophy); Degrees of freedom (physics and chemistry); Mathematical analysis; Applied mathematics; Computer science; Physics; Classical mechanics","retraction":null,"screen_n_in":null,"score":{"opus":0.02331007977431794,"gpt":0.3012761706031347,"spread":0.2779660908288167,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001107597,0.0002677845,0.0003647936,0.0001338473,0.0002550945,0.0001172775,0.0007976715,0.0001103331,0.000008736019],"category_scores_gemma":[0.00006420222,0.0002475984,0.0001388725,0.0003209386,0.0001763943,0.0002978687,0.0002353876,0.0002262921,0.00003260546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004846942,"about_ca_system_score_gemma":0.0000689736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002786681,"about_ca_topic_score_gemma":0.000003486552,"domain_scores_codex":[0.9979922,0.0002718579,0.000380187,0.0006929999,0.0001790224,0.0004836937],"domain_scores_gemma":[0.9981763,0.0003402306,0.0001876812,0.0008520625,0.000183578,0.0002601033],"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":[0.00004852485,0.0001394224,0.00005257427,0.00001077418,0.00008324031,0.000003791228,0.0002704148,0.0000790717,0.0192293,0.06410301,0.00002940315,0.9159505],"study_design_scores_gemma":[0.003107758,0.0004970469,0.002386561,0.00002044775,0.0001740732,0.00006329082,0.0001170079,0.9267482,0.01127077,0.006427827,0.04833193,0.0008551519],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001649348,0.0004382813,0.9947145,0.0003702688,0.00008612825,0.0009824974,0.00001962222,0.0002399172,0.00149946],"genre_scores_gemma":[0.2124523,0.00004402991,0.7862008,0.0003757056,0.00007338054,0.000770976,0.000005578873,0.0000199334,0.00005733019],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9266691,"threshold_uncertainty_score":0.9999976,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4244773873","doi":"10.1002/oca.2630","title":"Issue Information","year":2021,"lang":"en","type":"paratext","venue":"Optimal Control Applications and Methods","topic":"Frequency Control in Power Systems","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":"McMaster University; University of Toronto","funders":"","keywords":"Citation; Computer science; Information retrieval; World Wide Web; Control (management); Library science; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.007651788811594021,"gpt":0.2977100863049592,"spread":0.2900582974933652,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005049746,0.0003601414,0.0006564562,0.0001727029,0.0001072866,0.0002294588,0.0002290476,0.0004290891,0.0009186191],"category_scores_gemma":[0.00003082144,0.0003729833,0.000118816,0.0002401562,0.0000526094,0.0002820657,0.00003123302,0.0004233893,0.002129989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000855531,"about_ca_system_score_gemma":0.00007004069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002602826,"about_ca_topic_score_gemma":0.000001493759,"domain_scores_codex":[0.9985433,0.0001507938,0.0005956437,0.0002607021,0.0001408457,0.0003087585],"domain_scores_gemma":[0.9987202,0.0002416669,0.0001281231,0.0005699043,0.0002001085,0.0001399504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001729668,0.0000246539,0.000001073234,0.001153013,0.0006103712,0.00000121402,0.0002612165,0.03620483,0.003575262,0.002881562,0.4223692,0.5329003],"study_design_scores_gemma":[0.0004827985,0.00001471059,0.000005083041,0.00004134483,0.00009716339,0.00001336323,0.00004802605,0.04594392,0.0001797273,0.00002276041,0.9528095,0.0003415908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00000138155,0.02752046,0.7678577,0.00008052179,0.00175353,0.0008700227,0.0002607843,0.0001276055,0.201528],"genre_scores_gemma":[0.003530859,0.0081128,0.8707747,0.0008890386,0.003444773,0.01249019,0.002033994,0.0002617836,0.0984618],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5325587,"threshold_uncertainty_score":0.9999947,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4242215349","doi":"10.1002/oca.2521","title":"Issue Information","year":2020,"lang":"en","type":"paratext","venue":"Optimal Control Applications and Methods","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.01109862774090243,"gpt":0.3257696566684293,"spread":0.3146710289275269,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004018989,0.0002335065,0.0004089296,0.0001974077,0.000230768,0.0004676086,0.0005586025,0.0001982222,0.0006445405],"category_scores_gemma":[0.00004615433,0.0002174921,0.0001191094,0.0006196722,0.00003470464,0.0006498796,0.0001543366,0.0002362554,0.003527381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002893992,"about_ca_system_score_gemma":0.000132848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001539346,"about_ca_topic_score_gemma":2.376511e-7,"domain_scores_codex":[0.9986166,0.000189141,0.0004424528,0.0003834917,0.0001910719,0.0001772737],"domain_scores_gemma":[0.9985737,0.0002156312,0.0003180138,0.0004276378,0.0002825492,0.0001824482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002266449,0.00005730021,0.000001500024,0.0001218839,0.0003203682,2.626726e-7,0.0003433499,0.02407729,0.00009049017,0.1882407,0.1862041,0.6005201],"study_design_scores_gemma":[0.0002374965,0.00001756795,0.000009358315,0.000003363862,0.00004817822,0.000001615297,0.000008211515,0.3342371,0.00001254587,0.0001653303,0.6651013,0.0001578748],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[4.472628e-8,0.000720205,0.9426653,0.005473263,0.000241222,0.0005109073,0.00009530634,0.00007146271,0.05022229],"genre_scores_gemma":[0.0000798542,0.0006166427,0.9780326,0.003726215,0.000319554,0.0006095482,0.0003721998,0.00001146131,0.01623195],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6003622,"threshold_uncertainty_score":0.9972485,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413992339","doi":"10.1002/oca.70028","title":"Improving Zebra Optimization Algorithm via Fitness‐Distance Balance Strategy: Application to <scp>AVR</scp> ‐ <scp>LFC</scp> System","year":2025,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Frequency Control in Power Systems","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":"University of Fredericton; University of New Brunswick","funders":"","keywords":"Balance (ability); Computer science; Mathematical optimization; Algorithm; Real-time computing; Mathematics; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.004556730355154109,"gpt":0.2570768184136268,"spread":0.2525200880584727,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001275222,0.0005202382,0.0007606442,0.0003076411,0.0003598316,0.0003042202,0.0005365385,0.0003213677,0.000002466576],"category_scores_gemma":[0.0001971029,0.0005630755,0.0001264328,0.001101152,0.00008232341,0.0003529415,0.00006500242,0.0003521245,0.00002656218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003256827,"about_ca_system_score_gemma":0.00008902673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009028372,"about_ca_topic_score_gemma":0.000007920519,"domain_scores_codex":[0.9970379,0.0002319572,0.0009152144,0.0008741873,0.0002553082,0.0006853708],"domain_scores_gemma":[0.9970331,0.001075681,0.0002466455,0.000973928,0.0003842264,0.0002864861],"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":[0.000005522816,0.00005299918,0.00008216755,0.0005992161,0.0001941274,0.000001805413,0.0001521371,0.7238744,0.03441742,0.01732614,0.0007768535,0.2225172],"study_design_scores_gemma":[0.0009963982,0.00004176829,0.0001706559,0.00007686224,0.0001421123,0.00001237852,0.0004189551,0.9505293,0.001529762,0.0001719733,0.04577342,0.0001363758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001780349,0.00587894,0.9786918,0.000046905,0.0004006714,0.003271546,0.0001475668,0.0008963509,0.0104882],"genre_scores_gemma":[0.2535384,0.00008893983,0.736299,0.0001463997,0.0003142091,0.008401237,0.00007864561,0.0001114643,0.001021675],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2533603,"threshold_uncertainty_score":0.9996821,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4233528772","doi":"10.1002/oca.2364","title":"Issue Information","year":2018,"lang":"en","type":"paratext","venue":"Optimal Control Applications and Methods","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.0255835392341479,"gpt":0.2974365045597691,"spread":0.2718529653256211,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001087295,0.0002340311,0.0006463231,0.0002571114,0.0002884463,0.0002459354,0.0002509616,0.0002278062,0.02574907],"category_scores_gemma":[0.00004423484,0.0002578461,0.0001199309,0.0001566885,0.000207379,0.0003337815,0.0001092663,0.0001592333,0.1963737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005729954,"about_ca_system_score_gemma":0.00002472826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006666131,"about_ca_topic_score_gemma":6.077966e-7,"domain_scores_codex":[0.9985501,0.00002478428,0.0006636696,0.0004626478,0.00002341977,0.0002753443],"domain_scores_gemma":[0.9987646,0.00009129912,0.0005392341,0.000418591,0.00008314991,0.0001030941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001458784,0.00001761422,0.000006184513,0.00004915306,0.0001337134,3.137421e-8,0.0001872996,0.00004751447,0.000001714607,0.02948984,0.9498262,0.02022616],"study_design_scores_gemma":[0.0004549504,0.00002761461,0.00002819627,0.00000707913,0.00002601936,0.000001217615,0.000125431,0.001954184,0.000005082349,0.0007872821,0.996305,0.0002779179],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002767871,0.004044945,0.3980145,0.000156378,0.00189255,0.0004663143,0.001924155,0.00001743665,0.5934809],"genre_scores_gemma":[0.0001168123,0.00204887,0.1263128,0.0007321649,0.0007933314,0.0008118185,0.0002380945,0.00002351582,0.8689226],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2754417,"threshold_uncertainty_score":0.9999874,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4244382756","doi":"10.1002/oca.2629","title":"Issue Information","year":2021,"lang":"en","type":"paratext","venue":"Optimal Control Applications and Methods","topic":"Advanced Control Systems Optimization","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":"McMaster University; University of Toronto","funders":"","keywords":"Citation; Computer science; Information retrieval; World Wide Web; Library science","retraction":null,"screen_n_in":null,"score":{"opus":0.005842786366223165,"gpt":0.2959816655637235,"spread":0.2901388791975003,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003074709,0.0003380558,0.0005877967,0.0001628336,0.0001259557,0.0001716505,0.0001553026,0.0003779369,0.0004977463],"category_scores_gemma":[0.00003108995,0.0003611821,0.0000911609,0.0002616899,0.00003722724,0.0003789868,0.00003258068,0.0003341423,0.0009700994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008482771,"about_ca_system_score_gemma":0.00004818877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007766474,"about_ca_topic_score_gemma":8.247814e-7,"domain_scores_codex":[0.9986953,0.0001179011,0.0005378579,0.0002547224,0.0001229593,0.0002712284],"domain_scores_gemma":[0.9988698,0.0001889452,0.0001527084,0.0004431493,0.0002208552,0.0001245214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001378973,0.0000108495,3.710247e-7,0.0003926475,0.0001954013,2.817272e-7,0.00007628502,0.5624756,0.001023959,0.0008648867,0.03338195,0.401564],"study_design_scores_gemma":[0.0005099715,0.00001066377,0.000003151948,0.0000300675,0.00007731286,0.000007238759,0.0000433967,0.1911529,0.0001028925,0.00002034479,0.8077595,0.0002824698],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[9.105926e-7,0.01293369,0.9070121,0.00006667234,0.0007540978,0.001068029,0.000211943,0.0001554437,0.07779708],"genre_scores_gemma":[0.0007131985,0.004468647,0.959945,0.0003008754,0.001077141,0.004769222,0.001525769,0.0001174256,0.02708274],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7743776,"threshold_uncertainty_score":0.999884,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2042441132","doi":"10.1002/1099-1514(200007/08)21:4<161::aid-oca675>3.0.co;2-q","title":"Robust model predictive control for uncertain step response","year":2000,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Advanced Control Systems Optimization","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":"Dalhousie University","funders":"","keywords":"Model predictive control; Computer science; Control theory (sociology); Control (management); Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.01657816995793859,"gpt":0.2990104034734429,"spread":0.2824322335155043,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009803495,0.0002403496,0.0003954072,0.00008364125,0.0001942126,0.000051932,0.0001411867,0.0001428397,0.00002402225],"category_scores_gemma":[0.00006725365,0.0002410029,0.00008997348,0.0001596957,0.00005853215,0.0001937039,0.000006437739,0.0001292331,0.000005136207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000874338,"about_ca_system_score_gemma":0.00003475503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003540055,"about_ca_topic_score_gemma":0.000001182504,"domain_scores_codex":[0.9986462,0.0001849259,0.0003802038,0.0003578301,0.00009543035,0.0003353936],"domain_scores_gemma":[0.9984725,0.0008392154,0.00006017069,0.0003439244,0.0001374014,0.0001468458],"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":[0.001200598,0.0000170096,0.000002977452,0.00001968114,0.00007763201,1.646218e-7,0.00004209089,0.9034726,0.004198386,0.001437175,0.0000730239,0.08945864],"study_design_scores_gemma":[0.003626096,0.00009052525,0.00004884789,0.000009234292,0.0001192458,0.000005020108,0.00003663588,0.9752123,0.00006058341,0.0005052249,0.02005352,0.0002328136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0002919495,0.001059771,0.9939519,0.0001560664,0.0000299278,0.002691372,0.0002955231,0.0003334736,0.001190035],"genre_scores_gemma":[0.2149019,0.00008420882,0.7778211,0.0001192899,0.0001033961,0.006204503,0.00001979049,0.00006086407,0.0006849444],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2161308,"threshold_uncertainty_score":0.9827814,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4244010900","doi":"10.1002/oca.2517","title":"Issue Information","year":2020,"lang":"en","type":"paratext","venue":"Optimal Control Applications and Methods","topic":"Advanced Control Systems Optimization","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":"McMaster University; University of Toronto","funders":"","keywords":"Citation; Computer science; Control (management); World Wide Web; Information retrieval; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.00658948997304893,"gpt":0.2921532602326377,"spread":0.2855637702595888,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002225782,0.0003481613,0.0005801308,0.0001379622,0.0001134732,0.0001347535,0.0001878317,0.0003299399,0.0002802998],"category_scores_gemma":[0.00003088435,0.0003640005,0.00008255569,0.0002469937,0.00003825457,0.0003839908,0.00003117583,0.0003598091,0.002350042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006915564,"about_ca_system_score_gemma":0.00003312244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005747248,"about_ca_topic_score_gemma":3.272764e-7,"domain_scores_codex":[0.998754,0.00009222765,0.0005335909,0.0002499007,0.000119605,0.000250629],"domain_scores_gemma":[0.9990515,0.0001614626,0.0001628579,0.0003293173,0.000127913,0.0001669661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003051584,0.000007241976,3.120231e-7,0.0004456122,0.0001853096,1.836972e-7,0.0001195918,0.5355107,0.0009135301,0.0009979533,0.0625445,0.3992446],"study_design_scores_gemma":[0.0004672924,0.00001695869,0.000001913879,0.00001480736,0.00006613801,0.000002837316,0.00002372555,0.2933514,0.00005120915,0.00002474947,0.7057359,0.0002431134],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[3.320756e-7,0.005219973,0.9181034,0.0001802635,0.0005558413,0.001435977,0.0002700018,0.0002365824,0.07399764],"genre_scores_gemma":[0.001283079,0.002832437,0.9778062,0.0006275467,0.001404337,0.004905758,0.00108168,0.0001382746,0.009920753],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6431914,"threshold_uncertainty_score":0.9998812,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4231154924","doi":"10.1002/oca.2365","title":"Issue Information","year":2018,"lang":"en","type":"paratext","venue":"Optimal Control Applications and Methods","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.0255835392341479,"gpt":0.2974365045597691,"spread":0.2718529653256211,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001087295,0.0002340311,0.0006463231,0.0002571114,0.0002884463,0.0002459354,0.0002509616,0.0002278062,0.02574907],"category_scores_gemma":[0.00004423484,0.0002578461,0.0001199309,0.0001566885,0.000207379,0.0003337815,0.0001092663,0.0001592333,0.1963737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005729954,"about_ca_system_score_gemma":0.00002472826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006666131,"about_ca_topic_score_gemma":6.077966e-7,"domain_scores_codex":[0.9985501,0.00002478428,0.0006636696,0.0004626478,0.00002341977,0.0002753443],"domain_scores_gemma":[0.9987646,0.00009129912,0.0005392341,0.000418591,0.00008314991,0.0001030941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001458784,0.00001761422,0.000006184513,0.00004915306,0.0001337134,3.137421e-8,0.0001872996,0.00004751447,0.000001714607,0.02948984,0.9498262,0.02022616],"study_design_scores_gemma":[0.0004549504,0.00002761461,0.00002819627,0.00000707913,0.00002601936,0.000001217615,0.000125431,0.001954184,0.000005082349,0.0007872821,0.996305,0.0002779179],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002767871,0.004044945,0.3980145,0.000156378,0.00189255,0.0004663143,0.001924155,0.00001743665,0.5934809],"genre_scores_gemma":[0.0001168123,0.00204887,0.1263128,0.0007321649,0.0007933314,0.0008118185,0.0002380945,0.00002351582,0.8689226],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2754417,"threshold_uncertainty_score":0.9999874,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1489473274","doi":"10.1002/oca.2157","title":"Exact and approximate solutions to LQG homing problems in one and two dimensions","year":2014,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Linear-quadratic-Gaussian control; Optimal control; Symmetry (geometry); Exact solutions in general relativity; Mathematics; Set (abstract data type); Applied mathematics; Stochastic control; Mathematical optimization; Computer science; Mathematical analysis; Geometry","retraction":null,"screen_n_in":null,"score":{"opus":0.03400492551388924,"gpt":0.2890368195321943,"spread":0.2550318940183051,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001100651,0.0001493073,0.0003956321,0.0001979252,0.0003168417,0.00008173276,0.00009376681,0.00007053057,0.000005770352],"category_scores_gemma":[0.0001329034,0.0001694309,0.00002772061,0.0003272018,0.00009750785,0.0001065261,0.000102232,0.0001304485,0.00001138714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002260803,"about_ca_system_score_gemma":0.00001160436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000199655,"about_ca_topic_score_gemma":0.0000364671,"domain_scores_codex":[0.9987175,0.00001807955,0.0004228695,0.0005193237,0.0000237649,0.0002984194],"domain_scores_gemma":[0.9991351,0.0002614771,0.0001378932,0.0002539941,0.00003874161,0.0001727365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008837213,0.00006887867,0.0007118667,0.00002832566,0.00001261691,3.907735e-8,0.0001778921,0.0003774496,0.0007380134,0.9397776,0.000005027596,0.05809346],"study_design_scores_gemma":[0.002915456,0.000191998,0.03494079,0.00005526298,0.00006274146,0.00001649218,0.0001312137,0.3133279,0.00003410973,0.5871259,0.0604743,0.0007238718],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005197221,0.002758703,0.9881863,0.001226491,0.00001738804,0.0009530606,0.00006661523,0.00003192712,0.001562266],"genre_scores_gemma":[0.620096,0.0002007013,0.3777268,0.0002744264,0.00004860399,0.00159295,0.000005469406,0.00001643437,0.00003856938],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6148988,"threshold_uncertainty_score":0.6909193,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411772499","doi":"10.1002/oca.70000","title":"A Novel Fractional‐Order Predictive PI Controller Approach for the Systems With Noninteger Order Delay","year":2025,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Advanced Control Systems Design","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":"University of New Brunswick","funders":"Türkiye Bilimsel ve Teknolojik Araştırma Kurumu","keywords":"Order (exchange); Control theory (sociology); PID controller; Controller (irrigation); Computer science; Mathematics; Applied mathematics; Control engineering; Engineering; Artificial intelligence; Economics; Biology; Finance; Control (management)","retraction":null,"screen_n_in":null,"score":{"opus":0.01084366213204681,"gpt":0.2925611858384917,"spread":0.2817175237064449,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007661923,0.0002765922,0.000470607,0.00009706789,0.0003245914,0.0001084034,0.0001970138,0.0001353372,0.000003274389],"category_scores_gemma":[0.00007390309,0.00018259,0.00007215414,0.000409778,0.0001047277,0.0001324714,0.0000171991,0.0002475895,0.000001413661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008007706,"about_ca_system_score_gemma":0.00006772875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002888936,"about_ca_topic_score_gemma":0.000002054925,"domain_scores_codex":[0.9987301,0.00008694952,0.0003607337,0.0003797002,0.0001283274,0.0003141673],"domain_scores_gemma":[0.9971864,0.001794851,0.00009593186,0.0003578647,0.0004901246,0.00007487142],"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":[0.0004334374,0.00005077648,0.00001123166,0.00007160535,0.0008536082,1.00289e-7,0.00003553903,0.956134,0.003724246,0.02559567,0.0001970388,0.01289279],"study_design_scores_gemma":[0.003584887,0.000059744,0.00007618834,0.00001723138,0.0003221391,0.00001891397,0.0002538393,0.9063433,0.00002139233,0.00009772104,0.08902245,0.000182223],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000005876846,0.005290547,0.9852948,0.0001646468,0.0001028516,0.004839479,0.00009634456,0.0001891928,0.004016269],"genre_scores_gemma":[0.1871697,0.00004895791,0.7819144,0.0001776101,0.0001987114,0.0290251,0.00001558599,0.00005788237,0.001392085],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2033804,"threshold_uncertainty_score":0.7445804,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}