{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":35,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":35,"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":"d406975be190","filters":{"venue":"Systems & control"}},"results":[{"id":"W4292027189","doi":"10.1007/978-0-8176-4581-6","title":"Representation and Control of Infinite Dimensional Systems","year":2007,"lang":"en","type":"book","venue":"Systems & control","topic":"Control and Stability of Dynamical Systems","field":"Engineering","cited_by":550,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"Army Research Office; National Science Foundation; Université de Paris; Killam Trusts; Centers for Disease Control and Prevention; Centre de Recherches Mathématiques; Institut national de recherche en informatique et en automatique (INRIA); Scuola Normale Superiore; U.S. Air Force; Université de Montréal; Massachusetts Institute of Technology; Harvard University","keywords":"Representation (politics); Control (management); Computer science; Volume (thermodynamics); Calculus (dental); Theoretical computer science; Artificial intelligence; Physics; Political science; Medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.007458250714639163,"gpt":0.2055594458998765,"spread":0.1981011951852374,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001121604,0.0006117072,0.002164952,0.0003369632,0.0000696001,0.000106146,0.0002364961,0.0007682063,0.00001586218],"category_scores_gemma":[0.0001062493,0.0005710104,0.0003275384,0.0001140502,0.0001628182,0.0001265179,0.00002797642,0.0005027277,0.00004407785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002888472,"about_ca_system_score_gemma":0.0001044438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005548671,"about_ca_topic_score_gemma":0.00007580464,"domain_scores_codex":[0.9960977,0.0002188792,0.001780075,0.0005477605,0.0008270138,0.000528543],"domain_scores_gemma":[0.9969398,0.001278351,0.0004946374,0.00065783,0.0003583908,0.0002709572],"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":[0.003035703,0.0004391088,0.01331954,0.05015721,0.01904247,0.00060582,0.001495901,0.6890396,0.02916241,0.1417576,0.03117608,0.02076856],"study_design_scores_gemma":[0.0103429,0.0002825159,0.001857725,0.002429761,0.0007992412,0.0001770779,0.000109974,0.8947285,0.000005403665,0.0005432312,0.08734664,0.001377014],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01029767,0.228291,0.2154672,0.0001730061,0.02501142,0.02071948,0.00562002,0.002347412,0.4920728],"genre_scores_gemma":[0.9672084,0.00003977786,0.000007418912,0.00001922885,0.0008832379,0.0001502485,0.00009668379,0.0001094784,0.03148549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9569108,"threshold_uncertainty_score":0.9996741,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W589039136","doi":"10.1007/978-1-4612-0071-0","title":"Foundations of Deterministic and Stochastic Control","year":2002,"lang":"en","type":"book","venue":"Systems & control","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Range (aeronautics); Subject (documents); Computer science; Control (management); Theoretical computer science; Artificial intelligence; Engineering; Library science","retraction":null,"screen_n_in":null,"score":{"opus":0.01028135594948026,"gpt":0.1927386820735422,"spread":0.1824573261240619,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003849157,0.0005536636,0.001666999,0.0002363544,0.0000871394,0.0001030637,0.0002803257,0.0004960758,0.000060042],"category_scores_gemma":[0.0001374185,0.0005527186,0.000245933,0.00006338283,0.0001764835,0.00009405274,0.00001450086,0.0003647435,0.00008598559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002613348,"about_ca_system_score_gemma":0.000132508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004256935,"about_ca_topic_score_gemma":0.00002992065,"domain_scores_codex":[0.997433,0.000124709,0.001183953,0.0004028382,0.0004249651,0.0004305254],"domain_scores_gemma":[0.9974422,0.001153826,0.0003493449,0.0006549906,0.0002166297,0.0001830147],"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":[0.0009663548,0.0004408525,0.000480409,0.03927593,0.01859609,0.0003206738,0.00487406,0.7069824,0.003322626,0.09447338,0.09249426,0.03777302],"study_design_scores_gemma":[0.009466611,0.0003750381,0.0001299951,0.002083638,0.001614302,0.0001384794,0.0001457469,0.9101662,6.961753e-7,0.001054235,0.07345995,0.001365127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0005699068,0.09425753,0.3949462,0.0001308353,0.01094323,0.01266345,0.0040443,0.001546173,0.4808984],"genre_scores_gemma":[0.9418756,0.00002537589,0.000005580579,0.00002164891,0.0006956914,0.0003592503,0.00002336792,0.0001103197,0.05688313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9413058,"threshold_uncertainty_score":0.9996924,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399833126","doi":"10.1007/978-3-031-54071-4","title":"Stochastic Teams, Games, and Control under Information Constraints","year":2024,"lang":"en","type":"book","venue":"Systems & control","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Queen's University","keywords":"Control (management); Computer science; Operations research; Mathematical economics; Mathematics; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.02404878474408436,"gpt":0.3022325203131931,"spread":0.2781837355691087,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003411279,0.0004437389,0.001023285,0.0005034333,0.0001915089,0.001202019,0.0006431039,0.0004670948,0.0003756567],"category_scores_gemma":[0.0007226791,0.0003317528,0.0002062527,0.0001923959,0.0005413358,0.0004365748,0.0000701778,0.0005717226,0.006508038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001781537,"about_ca_system_score_gemma":0.0007496538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002049083,"about_ca_topic_score_gemma":0.000009209345,"domain_scores_codex":[0.9960732,0.0002340154,0.001518156,0.0005954896,0.001199348,0.0003797918],"domain_scores_gemma":[0.9947963,0.002807819,0.0007770886,0.0008660143,0.0004951205,0.0002576658],"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":[0.00008185203,0.00001984145,0.000006820472,0.0001839726,0.0003912627,0.000008298057,0.0004483706,0.00171249,0.00005872271,0.8184739,0.1535893,0.02502519],"study_design_scores_gemma":[0.003299241,0.00009549189,0.00009452238,0.0007309887,0.0004762718,0.0001805283,0.001448269,0.01142618,5.496049e-7,0.2976762,0.6838222,0.0007495584],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00008926103,0.006972361,0.5451999,0.001540402,0.002664249,0.004465167,0.003159542,0.0003454323,0.4355637],"genre_scores_gemma":[0.7412685,0.000006167868,0.000005535725,0.0005002568,0.0003913467,0.0002605588,0.00004836842,0.00002698718,0.2574923],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7411792,"threshold_uncertainty_score":0.9999135,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4241926702","doi":"10.1007/978-1-4612-0071-0_8","title":"Luenberger Observers","year":2002,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Advanced Control Systems Optimization","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":"Queen's University","funders":"","keywords":"Control theory (sociology); State (computer science); Control engineering; Regulator; State variable; Controller (irrigation); Computer science; Mathematics; Control (management); Law; Engineering; Artificial intelligence; Algorithm; Physics; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.009675452233046737,"gpt":0.1663251217968514,"spread":0.1566496695638046,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001662204,0.000724585,0.001162906,0.0002189369,0.00007490464,0.00009935576,0.0003119012,0.0006982891,0.0003212215],"category_scores_gemma":[0.00002273179,0.0007551296,0.0003073611,0.00004288142,0.0000372283,0.0002064418,0.00001732814,0.0004735277,0.001522327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004635831,"about_ca_system_score_gemma":0.00002070497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002238357,"about_ca_topic_score_gemma":0.000008841478,"domain_scores_codex":[0.9976089,0.00003437884,0.0009211106,0.0004660511,0.0004644424,0.0005051126],"domain_scores_gemma":[0.9984233,0.0001102795,0.0002856664,0.0008200242,0.0001754986,0.0001852345],"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":[0.00002074731,0.000007095574,0.00001977016,0.0006852287,0.001182952,0.0001018676,0.00006479562,0.8979036,0.0002340306,0.07552026,0.02252385,0.00173581],"study_design_scores_gemma":[0.001839981,0.00003238689,0.000006541115,0.0005961596,0.0002257595,0.00003660122,0.000007427475,0.2713427,0.000001980296,0.0002685976,0.7246841,0.0009578352],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003888055,0.01985273,0.06027831,0.00003653452,0.005277434,0.002043701,0.0002118225,0.001598173,0.9106974],"genre_scores_gemma":[0.2454295,0.0003310896,0.00009500891,0.00005674557,0.001697434,0.0002622002,0.0000640459,0.0005132289,0.7515508],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7021602,"threshold_uncertainty_score":0.99949,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W101305916","doi":"10.1007/978-1-4612-0071-0_10","title":"Wiener-Hopf Methods","year":2002,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Control Systems and Identification","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":"Queen's University","funders":"","keywords":"Wiener process; Stationary process; Sense (electronics); Process (computing); White noise; Mathematics; Noise (video); Wiener filter; Applied mathematics; Computer science; Algorithm; Statistics; Artificial intelligence; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01635620630698384,"gpt":0.2281257424733943,"spread":0.2117695361664105,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006598801,0.0005717854,0.001136013,0.0002842855,0.00008124075,0.0002052647,0.0003123994,0.0006245224,0.0003435631],"category_scores_gemma":[0.00002520203,0.0005660647,0.0003669878,0.00004056731,0.00003179921,0.0001303733,0.00001763896,0.0004150703,0.001443807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002486901,"about_ca_system_score_gemma":0.00001916559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009635954,"about_ca_topic_score_gemma":0.00001835427,"domain_scores_codex":[0.9976793,0.00009024719,0.0009971929,0.0004632642,0.0003678163,0.0004022111],"domain_scores_gemma":[0.9983276,0.0001452731,0.000277702,0.0009201926,0.0001670143,0.0001622511],"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":[0.00005471874,0.0000470626,0.00003127106,0.003844718,0.005179794,0.0001381502,0.0005003384,0.02012945,0.01983851,0.5452489,0.2310982,0.1738889],"study_design_scores_gemma":[0.0008442822,0.00002208445,0.00001651533,0.0003625926,0.0002100884,0.00002914434,0.000007422186,0.0658939,0.000009179334,0.0003790842,0.9316484,0.0005773625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000006464812,0.04150347,0.07388943,0.00004463507,0.007750294,0.001662357,0.0001425134,0.0008957031,0.8741051],"genre_scores_gemma":[0.1851286,0.0003165126,0.0001294433,0.00002548716,0.002343824,0.0002743298,0.00003758732,0.0002782155,0.811466],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7005501,"threshold_uncertainty_score":0.9996791,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828040","doi":"10.1007/978-3-031-54071-4_11","title":"Information Dependent Properties of Equilibria: Existence, Comparison, Continuity and Team-against-Team Games","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.0536635730174083,"gpt":0.3024958594514155,"spread":0.2488322864340072,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002762311,0.0003873964,0.001278704,0.0003966118,0.0001213852,0.0005958177,0.0006985668,0.0003379199,0.00003832797],"category_scores_gemma":[0.0003411677,0.000266984,0.0002196259,0.00009873906,0.0003866429,0.000512822,0.0001973167,0.0003836083,0.0008260523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000585307,"about_ca_system_score_gemma":0.0001447158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003733311,"about_ca_topic_score_gemma":0.00002841241,"domain_scores_codex":[0.9959421,0.0001328026,0.001929967,0.0004374806,0.00129701,0.0002606646],"domain_scores_gemma":[0.9965343,0.0004883967,0.001309298,0.0008713152,0.0006545153,0.0001421115],"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":[0.0001755825,0.00003184452,0.0002672107,0.0005089963,0.0002968243,0.000001929981,0.002688353,0.0001423185,0.002368861,0.9729763,0.008561839,0.01197993],"study_design_scores_gemma":[0.001559933,0.0001859799,0.0001256852,0.001771015,0.0003440412,0.00004654086,0.005204406,0.00974824,0.0002736114,0.07021425,0.9097531,0.0007731483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02144127,0.01264645,0.001917147,0.000226164,0.001207278,0.003168406,0.0006457338,0.0001827417,0.9585648],"genre_scores_gemma":[0.8058329,0.00003430083,0.000009257807,0.00004923911,0.0001492476,0.0001173198,0.00001214822,0.00002018584,0.1937754],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9027621,"threshold_uncertainty_score":0.9999782,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828133","doi":"10.1007/978-3-031-54071-4_22","title":"Reinforcement Learning for Partially Observable Models","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Reinforcement Learning in Robotics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Observable; Reinforcement learning; Reinforcement; Computer science; Artificial intelligence; Psychology; Physics; Social psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.03749092506764354,"gpt":0.2404367188686295,"spread":0.2029457938009859,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009342499,0.0006572201,0.0009635909,0.0002474385,0.0002572504,0.001003193,0.001330299,0.0004762265,0.0000300814],"category_scores_gemma":[0.00005085647,0.0006248917,0.0004670891,0.00006120934,0.00004543365,0.000504249,0.0003007988,0.000748935,0.00070496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003245033,"about_ca_system_score_gemma":0.0003067882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004307641,"about_ca_topic_score_gemma":0.000003572162,"domain_scores_codex":[0.996206,0.00004205786,0.001160077,0.00093611,0.0008998691,0.0007559045],"domain_scores_gemma":[0.9972788,0.0003204874,0.000673633,0.001147219,0.0003793433,0.0002005301],"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":[0.000009444318,0.000001301188,6.466987e-7,0.0002821856,0.0002110913,0.00001307835,0.00008308941,0.5271639,0.000009371398,0.4704048,0.001628542,0.0001925915],"study_design_scores_gemma":[0.0005515154,0.0002220014,1.037054e-7,0.0005595338,0.0001099841,0.000008053787,0.000005599295,0.6244504,0.000001986573,0.006111596,0.3675793,0.0003998688],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[1.166276e-7,0.001782864,0.6842856,0.0001885046,0.002414158,0.001717545,0.000004864303,0.000515084,0.3090912],"genre_scores_gemma":[0.07204819,0.00007520263,0.001128017,0.0001836747,0.0007853753,0.0003841655,0.00004783604,0.0001458147,0.9252017],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6831576,"threshold_uncertainty_score":0.9996203,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4210318434","doi":"10.1007/978-1-4614-7085-4_1","title":"Introduction","year":2013,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.006558623765241089,"gpt":0.1650753920847182,"spread":0.1585167683194771,"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":[0.0003295522,0.0005785275,0.001087025,0.000170902,0.00006767712,0.0001612884,0.0002762344,0.0006445529,0.001201031],"category_scores_gemma":[0.00002539173,0.0005518264,0.0002916403,0.00002640521,0.00005787532,0.0001579504,0.00001361573,0.000498243,0.005236153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003398777,"about_ca_system_score_gemma":0.00003856787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009906014,"about_ca_topic_score_gemma":0.00001617797,"domain_scores_codex":[0.9978189,0.00004249667,0.0008387703,0.0004667641,0.0004186161,0.0004144289],"domain_scores_gemma":[0.9984749,0.000116321,0.0001826466,0.0008597177,0.0002097821,0.0001566504],"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":[0.00007647585,0.00001984002,0.00001795731,0.002186439,0.002424829,0.00003491224,0.0002117314,0.02759973,0.001586051,0.404187,0.5435675,0.01808751],"study_design_scores_gemma":[0.0008480548,0.00004758219,0.000009081329,0.0001814995,0.0001345632,0.00003292873,0.00002653529,0.01596635,0.000003137123,0.0008225242,0.9813715,0.0005562123],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003244485,0.01932729,0.006265652,0.0003905001,0.01213931,0.002511702,0.0001241547,0.001230142,0.9579788],"genre_scores_gemma":[0.374141,0.00008409817,0.000009794398,0.00004135025,0.01151561,0.0003630492,0.00004155419,0.0001985846,0.6136049],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.437804,"threshold_uncertainty_score":0.999712,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828050","doi":"10.1007/978-3-031-54071-4_23","title":"Multi-Agent Reinforcement Learning with General Information Structures: Convergence to Equilibria","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Reinforcement learning; Convergence (economics); Computer science; Reinforcement; Artificial intelligence; Psychology; Economics; Social psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.04695434048677424,"gpt":0.3173914437629703,"spread":0.2704371032761961,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001441179,0.0004163907,0.0006436483,0.0003245703,0.0002022595,0.0007237608,0.0007469197,0.0002225871,0.0007514166],"category_scores_gemma":[0.0001741805,0.0002827967,0.0001725118,0.0001504618,0.00008073603,0.0003666324,0.0001404398,0.000423534,0.008293876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001402159,"about_ca_system_score_gemma":0.0001555408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005961753,"about_ca_topic_score_gemma":0.00001625798,"domain_scores_codex":[0.996315,0.00007916583,0.001282648,0.0005508566,0.001438558,0.0003337578],"domain_scores_gemma":[0.9974384,0.0002754427,0.0006664697,0.0008508592,0.0005127135,0.0002560722],"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":[0.0001295917,0.000003503139,0.00002650802,0.00007493336,0.0001941791,0.00000933992,0.001077095,0.1359099,0.0005963997,0.8556839,0.004165856,0.002128804],"study_design_scores_gemma":[0.0007323281,0.0001869737,0.00004259018,0.0002442536,0.0001064565,0.00002626324,0.0003704635,0.06447218,0.00001611102,0.008581419,0.9247524,0.0004685619],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002881863,0.001189577,0.5249808,0.0007303562,0.004051305,0.006672379,0.0003387295,0.0004926446,0.4586624],"genre_scores_gemma":[0.5289208,0.000005419758,0.0001373996,0.0001880628,0.0002465719,0.0001580504,0.00003664361,0.00002613588,0.470281],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9205865,"threshold_uncertainty_score":0.9999624,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399834032","doi":"10.1007/978-3-031-54071-4_1","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Target Tracking and Data Fusion in Sensor Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.009023902642955906,"gpt":0.2028743924351981,"spread":0.1938504897922422,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004038091,0.0003818424,0.0005419436,0.0002186804,0.0001068271,0.0006137084,0.00082472,0.0004142763,0.0001384386],"category_scores_gemma":[0.00001517938,0.000331879,0.0002047955,0.00005939119,0.00004301771,0.0002017086,0.0001529093,0.0006412923,0.004988813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009408211,"about_ca_system_score_gemma":0.00005918193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002626859,"about_ca_topic_score_gemma":0.000003240224,"domain_scores_codex":[0.9976975,0.00003442774,0.0005446532,0.0009215219,0.0004856188,0.0003162308],"domain_scores_gemma":[0.9980116,0.0001047773,0.0002244141,0.001389518,0.0001484114,0.0001212354],"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":[0.000003804688,0.00000312952,3.845733e-7,0.00006828345,0.00008647596,0.00006033333,0.00002359572,0.0003246809,0.00001476887,0.7599147,0.2350823,0.004417534],"study_design_scores_gemma":[0.0002042056,0.00003944647,0.000001000527,0.0002521932,0.00005714177,0.0001315238,0.00000234947,0.02316464,0.000001221467,0.01107405,0.9647399,0.0003323959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[6.020095e-7,0.01690277,0.2562712,0.003012031,0.03501523,0.0007122086,0.0001298308,0.00146398,0.6864921],"genre_scores_gemma":[0.0117097,0.0001282737,0.0003436935,0.0001499117,0.01322781,0.00003314717,0.00005603366,0.00007523593,0.9742762],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7488407,"threshold_uncertainty_score":0.9999133,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828041","doi":"10.1007/978-3-031-54071-4_12","title":"Coding for Control and Connections with Information Theory","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Numerical Methods and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Coding (social sciences); Computer science; Information theory; Communication; Psychology; Mathematics; Statistics","retraction":null,"screen_n_in":null,"score":{"opus":0.01034941203099407,"gpt":0.2325417374375132,"spread":0.2221923254065191,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007972679,0.00029166,0.0005724957,0.0001761015,0.0001656968,0.0005648509,0.0002525259,0.0001768551,0.000004022158],"category_scores_gemma":[0.00004979112,0.0002081825,0.0001150909,0.00004453115,0.00006569564,0.0004280197,0.00003720454,0.0002401972,0.00004354324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005476113,"about_ca_system_score_gemma":0.00007152597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001622762,"about_ca_topic_score_gemma":0.000001538041,"domain_scores_codex":[0.9987194,0.00005511291,0.0004212278,0.0003361923,0.0002244605,0.0002436119],"domain_scores_gemma":[0.9981142,0.0009494976,0.0002703189,0.0003388704,0.0002094456,0.0001176893],"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":[0.00003149386,0.000002221838,7.609411e-7,0.0001856914,0.0002077312,0.000004250883,0.00008001448,0.00003600057,0.00001093759,0.9711799,0.000200241,0.02806076],"study_design_scores_gemma":[0.003200972,0.0005682958,0.000005099045,0.0008423259,0.0003244226,0.0001508768,0.00006685173,0.2541983,0.000002861151,0.1795537,0.5604504,0.0006358725],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[3.553155e-7,0.001804849,0.9394116,0.000487544,0.001365717,0.00145737,0.0001684466,0.0002091557,0.05509496],"genre_scores_gemma":[0.3415114,0.0002472166,0.08326831,0.003939073,0.004708208,0.003376462,0.00007373279,0.0003427062,0.5625329],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8561433,"threshold_uncertainty_score":0.8489437,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828186","doi":"10.1007/978-3-031-54071-4_7","title":"Comparison of Information Structures and Their Blackwell Ordering","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Advanced Text Analysis Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.01132671472524215,"gpt":0.2618874376106657,"spread":0.2505607228854235,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001875704,0.0002970034,0.0007832845,0.0003398315,0.0000431015,0.0002088996,0.0004783566,0.0002077705,0.000004680619],"category_scores_gemma":[0.00001196928,0.0002296161,0.0001243687,0.00005640584,0.00005922209,0.0004592403,0.0001646097,0.0002679365,0.00002122432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005290346,"about_ca_system_score_gemma":0.00003532565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003281953,"about_ca_topic_score_gemma":0.00001052461,"domain_scores_codex":[0.9986199,0.00001759123,0.0007004659,0.0002632207,0.0002475546,0.0001512366],"domain_scores_gemma":[0.9985697,0.00009529089,0.0005641854,0.0005556144,0.0001647119,0.00005049413],"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":[0.000004241515,0.000002079935,0.00001958195,0.0003780328,0.0001964428,0.000001440654,0.0006347658,0.0004381158,0.0002005144,0.9802515,0.0004147427,0.01745856],"study_design_scores_gemma":[0.0005901954,0.0002034526,0.00002849751,0.001182281,0.000195568,0.00003371182,0.0001657008,0.3656028,0.0008391966,0.2303578,0.3999241,0.0008766314],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00002697397,0.008572076,0.9009584,0.00004437328,0.0003504899,0.0005709992,0.00003258425,0.0003592192,0.08908491],"genre_scores_gemma":[0.9880456,0.00007061927,0.001760875,0.00003010281,0.0001017914,0.00002062718,0.00001147462,0.00002448037,0.009934448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9880186,"threshold_uncertainty_score":0.9363472,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399832476","doi":"10.1007/978-3-031-54071-4_6","title":"Many-Agent Convex and Non-convex Exchangeable (Mean-Field) Teams and Optimality of Symmetric Policies","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Regular polygon; Mathematics; Convex analysis; Mathematical optimization; Convex optimization; Geometry","retraction":null,"screen_n_in":null,"score":{"opus":0.01624810216957328,"gpt":0.2171399648154369,"spread":0.2008918626458636,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005895401,0.0004481249,0.0009350504,0.0007827844,0.0001253877,0.000455613,0.0001622032,0.0004284198,0.0001197537],"category_scores_gemma":[0.00003364857,0.000393259,0.00009908998,0.0002438579,0.0001215085,0.0005433308,0.0001407699,0.0003155006,0.00009554668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003601074,"about_ca_system_score_gemma":0.00003828956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003367139,"about_ca_topic_score_gemma":0.00004114963,"domain_scores_codex":[0.9981455,0.000007236716,0.0007345307,0.000481063,0.0003303644,0.0003013207],"domain_scores_gemma":[0.9985269,0.00008208426,0.0006367621,0.0003210154,0.0004111686,0.00002203517],"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":[0.00007087537,0.00001904727,0.0008956071,0.006602853,0.0003126623,0.00001979711,0.00005117007,0.00001117497,0.000208654,0.9866734,0.003357269,0.001777516],"study_design_scores_gemma":[0.008071261,0.0003560835,0.009365343,0.008262079,0.003361881,0.00009389647,0.001598645,0.05503933,0.0001012306,0.04947341,0.8605307,0.003746191],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008645167,0.01634249,0.001234261,0.001277751,0.002647346,0.002065386,0.00008063648,0.0001921699,0.9675148],"genre_scores_gemma":[0.9326594,0.0001952087,0.000006964154,0.0005466834,0.001496615,0.00005005828,0.00004103544,0.0000653665,0.06493866],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9372,"threshold_uncertainty_score":0.9998519,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828192","doi":"10.1007/978-3-031-54071-4_4","title":"Existence, Structure, and Approximations to Optimality: Strategic Measures in Decentralized Stochastic Control","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Quantum Mechanics and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Control (management); Approximations of π; Computer science; Mathematical optimization; Mathematical economics; Stochastic control; Optimal control; Mathematics; Operations research; Applied mathematics; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.02346669801869005,"gpt":0.2514744994121046,"spread":0.2280078013934145,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000254853,0.0005040425,0.000900173,0.0002433862,0.0001143025,0.0003322853,0.0002425484,0.0001915138,0.0001194675],"category_scores_gemma":[0.00000474479,0.0004605957,0.0001605381,0.00008741955,0.00004787198,0.00006024088,0.00003713746,0.0004412704,0.00009508788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007725015,"about_ca_system_score_gemma":0.0001558696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00034477,"about_ca_topic_score_gemma":0.00005810993,"domain_scores_codex":[0.997795,0.00004206946,0.0007428057,0.0006758126,0.000331046,0.0004132367],"domain_scores_gemma":[0.998789,0.0001078092,0.0002438931,0.0004667355,0.0001485242,0.0002440579],"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":[0.00002550554,0.00001681013,0.00001407998,0.00007846565,0.0002593241,0.000003190377,0.00005396915,0.0008207482,0.0001480258,0.9981508,0.00005561423,0.0003735015],"study_design_scores_gemma":[0.002206653,0.00006642544,0.00002125702,0.000631436,0.0004436336,0.000006390471,0.0001627085,0.04927055,0.000002281417,0.9362835,0.01022024,0.0006848809],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008681729,0.01231902,0.603631,0.001630803,0.002792829,0.02200102,0.01771309,0.0004802591,0.3307503],"genre_scores_gemma":[0.9853634,0.000005602309,0.00006869594,0.00005057902,0.0003573678,0.000567484,0.00009658216,0.00008346413,0.01340677],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9766817,"threshold_uncertainty_score":0.9997846,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399834507","doi":"10.1007/978-3-031-54071-4_2","title":"An Introduction to Stochastic Team Theory and Solutions to Static Teams","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Psychology; Computer science; Mathematical economics; Management science; Operations research; Engineering; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.05283627194679129,"gpt":0.3501801991987648,"spread":0.2973439272519734,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009161886,0.0006152078,0.001453765,0.001686119,0.0004176665,0.001854479,0.000862369,0.0002978102,0.0004099527],"category_scores_gemma":[0.002214293,0.0004585396,0.0002508271,0.0003266052,0.00009847339,0.000263512,0.000286679,0.0004596051,0.004701495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002835545,"about_ca_system_score_gemma":0.0001942955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001134222,"about_ca_topic_score_gemma":0.000184696,"domain_scores_codex":[0.9927711,0.0004424272,0.001970833,0.001916442,0.002304638,0.0005945668],"domain_scores_gemma":[0.993295,0.002663677,0.000489871,0.002010835,0.0008177955,0.0007228507],"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":[0.0001468112,0.00001384855,0.000001908174,0.00003652078,0.0001030408,0.00001483972,0.0007565868,0.0088084,0.0002343159,0.8799512,0.1001577,0.00977476],"study_design_scores_gemma":[0.000449776,0.0004883455,0.00002965697,0.0005303649,0.0001607361,0.0001734265,0.001664872,0.01474385,2.280242e-7,0.3172967,0.6637879,0.0006741631],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0002980965,0.007410958,0.8948036,0.002393458,0.01262151,0.005254844,0.0007389609,0.0003885914,0.07609002],"genre_scores_gemma":[0.568571,9.003375e-7,0.000098205,0.0002570612,0.003392742,0.0001621913,0.000004917453,0.00008872381,0.4274243],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8947054,"threshold_uncertainty_score":0.9997866,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828221","doi":"10.1007/978-3-031-54071-4_16","title":"Coding and Control for Linear Gaussian Systems: Separation, Optimality and Linearity","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Linearity; Gaussian; Computer science; Coding (social sciences); Mathematics; Algorithm; Control theory (sociology); Control (management); Statistics; Artificial intelligence; Electronic engineering; Engineering; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.01606736777941422,"gpt":0.2460602175077857,"spread":0.2299928497283715,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001455499,0.0008667001,0.002011536,0.0002229103,0.0002159801,0.0005884002,0.0002101822,0.0009145066,0.000009924934],"category_scores_gemma":[0.00008451542,0.0008123753,0.0002920643,0.00004291907,0.0001547079,0.0002009893,0.0000318998,0.0005977833,0.00004466499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002599764,"about_ca_system_score_gemma":0.00009007778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002188774,"about_ca_topic_score_gemma":0.00006585624,"domain_scores_codex":[0.9965968,0.00009065356,0.001443741,0.0008733176,0.0004156721,0.0005798025],"domain_scores_gemma":[0.9976237,0.000820533,0.0002853351,0.0006192258,0.0003307855,0.00032042],"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":[0.0009093985,0.00004356514,0.0004000599,0.0412814,0.007240317,0.0001201696,0.001076585,0.04519346,0.001285807,0.8946247,0.006473067,0.001351448],"study_design_scores_gemma":[0.003962653,0.0001845366,0.00002714066,0.001814312,0.0009082149,0.0001023386,0.0001460616,0.7297621,0.00000256211,0.0009942218,0.2611509,0.0009448887],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0006874307,0.3688216,0.3737206,0.001097371,0.0210259,0.02840759,0.01129629,0.003609888,0.1913333],"genre_scores_gemma":[0.9432059,0.0002397764,0.00004157109,0.00004879077,0.00256768,0.0008524423,0.00006824678,0.0002145055,0.05276109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9425185,"threshold_uncertainty_score":0.9994327,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828161","doi":"10.1007/978-3-031-54071-4_8","title":"Continuity, Existence and Topological Properties of Optimization on the Space of Information Structures","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Space (punctuation); Topology (electrical circuits); Topological space; Mathematics; Pure mathematics; Computer science; Combinatorics","retraction":null,"screen_n_in":null,"score":{"opus":0.01902839952766365,"gpt":0.2054505770641189,"spread":0.1864221775364552,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005755698,0.0002669618,0.0005884995,0.0001400257,0.00005793216,0.0002028607,0.0006389624,0.0002229172,0.000008557884],"category_scores_gemma":[0.0001254993,0.0001539321,0.0001107119,0.00005969939,0.0002853361,0.0002249937,0.0002868723,0.0002520252,0.000006584191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005365031,"about_ca_system_score_gemma":0.00007496476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008836596,"about_ca_topic_score_gemma":0.000005363322,"domain_scores_codex":[0.9982784,0.00009335187,0.0006680697,0.0003047955,0.0005008638,0.0001545214],"domain_scores_gemma":[0.9981761,0.0002618765,0.0005502088,0.0006059863,0.000363463,0.00004237075],"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":[0.0000193748,0.000005815701,0.000008438111,0.0003797607,0.00005730386,0.000001502805,0.0005388382,0.005556567,0.00003489944,0.9919287,0.00004571935,0.001423089],"study_design_scores_gemma":[0.001029458,0.0009906903,0.0002221403,0.001858469,0.0001466292,0.00009064549,0.0002682765,0.8557621,0.0003202528,0.1318955,0.006700639,0.0007151539],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002283749,0.01162742,0.7498029,0.003401006,0.005226651,0.007165505,0.00016743,0.0004810623,0.2198443],"genre_scores_gemma":[0.9936454,0.00003285863,0.001292632,0.00005863254,0.0001144791,0.00003055779,0.000002549341,0.00001087837,0.004812031],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9913616,"threshold_uncertainty_score":0.6277168,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828242","doi":"10.1007/978-3-031-54071-4_13","title":"Stochastic Stabilization of Linear Systems Under Information Constraints","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Mathematics; Mathematical optimization","retraction":null,"screen_n_in":null,"score":{"opus":0.00974819256257447,"gpt":0.1953570941775052,"spread":0.1856089016149307,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006310078,0.0006100746,0.001344163,0.0004187151,0.00005778456,0.0001668246,0.000268583,0.0007284342,0.00008756723],"category_scores_gemma":[0.00005195213,0.0005836055,0.0002996464,0.00008028156,0.0001667294,0.0003261586,0.00002282002,0.0004585036,0.0004915376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004334014,"about_ca_system_score_gemma":0.0001618195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001177718,"about_ca_topic_score_gemma":0.00001761147,"domain_scores_codex":[0.9967155,0.00003928352,0.001841363,0.0003134324,0.0007199254,0.0003704669],"domain_scores_gemma":[0.9979286,0.0003337933,0.000446566,0.0006310955,0.0005155706,0.000144405],"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":[0.00004288865,0.000006817101,0.000003148896,0.005975667,0.0008852392,0.000004190549,0.0003372504,0.663189,0.0001435053,0.328246,0.0005641572,0.0006020946],"study_design_scores_gemma":[0.002774125,0.0001714298,0.00001047161,0.006216467,0.0007766726,0.00006589535,0.001273519,0.9162503,0.000003816226,0.002144791,0.06907146,0.00124101],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001472947,0.03222018,0.4787529,0.00005828235,0.01583956,0.007021658,0.002953075,0.001486551,0.4615205],"genre_scores_gemma":[0.9825983,0.0000318346,0.000004059622,0.00001374242,0.0006599724,0.0001959277,0.0001517924,0.0001209115,0.01622345],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.982451,"threshold_uncertainty_score":0.9996616,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828230","doi":"10.1007/978-3-031-54071-4_15","title":"Optimal Real-Time Coding and Control Under Information Constraints: Structural and Existence Results","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Error Correcting Code Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Coding (social sciences); Computer science; Control (management); Mathematics; Artificial intelligence; Statistics","retraction":null,"screen_n_in":null,"score":{"opus":0.01144585382244385,"gpt":0.233533950685982,"spread":0.2220880968635381,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009374087,0.0005438096,0.0008302097,0.0003433768,0.0001835108,0.001036705,0.0005139299,0.0004354329,0.000005668818],"category_scores_gemma":[0.000102376,0.0004930964,0.0001062362,0.00005777762,0.0002984095,0.0009480772,0.0002050367,0.000552058,0.00006703255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000181973,"about_ca_system_score_gemma":0.0001417626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001616463,"about_ca_topic_score_gemma":0.000007870831,"domain_scores_codex":[0.9973329,0.00007770181,0.001001122,0.000697441,0.0004883999,0.0004024752],"domain_scores_gemma":[0.9976372,0.0005452583,0.000666277,0.0006665723,0.0003051319,0.0001796049],"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":[0.0001132122,0.000002370215,0.00001001867,0.0004676342,0.0002887112,0.00007582788,0.001087894,0.0002180074,0.000707096,0.9898977,0.0007788839,0.00635263],"study_design_scores_gemma":[0.007554404,0.000884333,0.0001957624,0.006284754,0.0005236859,0.002996859,0.0003089226,0.9285179,0.00003623524,0.0275681,0.02234477,0.002784283],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005692979,0.003319105,0.5115282,0.001497564,0.003375155,0.004429478,0.0009237559,0.003512664,0.4708448],"genre_scores_gemma":[0.9656714,0.0001079067,0.00293651,0.0001979826,0.0002802263,0.00006359385,0.00003859664,0.0000546452,0.03064911],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9651021,"threshold_uncertainty_score":0.999752,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828205","doi":"10.1007/978-3-031-54071-4_21","title":"Reinforcement Learning for Fully Observable Models: Convergence to Near Optimality under Weak Feller Continuity","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Reinforcement Learning in Robotics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Observable; Reinforcement learning; Convergence (economics); Reinforcement; Computer science; Mathematics; Mathematical optimization; Artificial intelligence; Psychology; Economics; Physics; Social psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.04009775781671515,"gpt":0.2557781574063045,"spread":0.2156803995895893,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001768663,0.0009509522,0.001434504,0.0002410443,0.0004733992,0.001469417,0.00193095,0.000613287,0.0001137058],"category_scores_gemma":[0.0001004784,0.0009367169,0.0005746553,0.0001463918,0.0001106214,0.0006165334,0.0006898663,0.001019776,0.001279332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006603203,"about_ca_system_score_gemma":0.0005219656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002602176,"about_ca_topic_score_gemma":0.0000132111,"domain_scores_codex":[0.9943544,0.0001015737,0.001600524,0.001545879,0.00128795,0.001109708],"domain_scores_gemma":[0.9957948,0.0004426214,0.0008115174,0.001680312,0.0008216332,0.0004490616],"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":[0.00003709975,0.000003702206,0.00000484903,0.0003200187,0.0002754617,0.000008128967,0.0001947699,0.5709583,0.00001456691,0.4249898,0.003077843,0.0001154948],"study_design_scores_gemma":[0.0007621445,0.000329129,0.000003311689,0.0006064234,0.0001254488,0.000008954597,0.00003295487,0.6744193,0.00000243271,0.002832348,0.3201964,0.000681063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.000003395555,0.001050786,0.7803041,0.0004068262,0.003296861,0.003400516,0.00001167253,0.0005705495,0.2109552],"genre_scores_gemma":[0.2024267,0.00004690098,0.003089878,0.0004633436,0.0004588534,0.0004343046,0.00004391496,0.0001581634,0.792878],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7772143,"threshold_uncertainty_score":0.9995672,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828170","doi":"10.1007/978-3-031-54071-4_24","title":"Reinforcement Learning for Networked Control and Optimal Quantization","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Reinforcement learning; Reinforcement; Quantization (signal processing); Computer science; Control (management); Artificial intelligence; Psychology; Computer vision; Social psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.01420318871499867,"gpt":0.2286332187848622,"spread":0.2144300300698635,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00134268,0.0008241998,0.001476964,0.0003333997,0.0002936187,0.001248384,0.0008297256,0.0006085093,0.000009374172],"category_scores_gemma":[0.00007174827,0.000776116,0.0004100042,0.00008639063,0.00007229317,0.0003777152,0.0001413783,0.0005528533,0.000207061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002832697,"about_ca_system_score_gemma":0.000174217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006973177,"about_ca_topic_score_gemma":0.000007721713,"domain_scores_codex":[0.9956787,0.000127107,0.001415205,0.001264314,0.000730033,0.0007846586],"domain_scores_gemma":[0.996883,0.0005683672,0.0009557589,0.000862387,0.0004500384,0.0002804202],"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":[0.0001237275,0.000009227027,0.00001421098,0.0006488175,0.001120929,0.00004563691,0.0001198155,0.23171,0.0001237465,0.7600333,0.002962467,0.003088151],"study_design_scores_gemma":[0.003664135,0.0002385444,0.000002746296,0.0007392339,0.0002876952,0.0000328589,0.00001419975,0.6935874,7.534134e-7,0.000443991,0.3004621,0.000526417],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000003536713,0.01134403,0.9392121,0.0004090842,0.003936356,0.005087378,0.0001052793,0.0006732931,0.03922891],"genre_scores_gemma":[0.7555603,0.00006803072,0.0001770472,0.0001316855,0.001383028,0.0007559815,0.0001528913,0.0001372926,0.2416337],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9390351,"threshold_uncertainty_score":0.9997884,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828204","doi":"10.1007/978-3-031-54071-4_10","title":"Information Structures in Stochastic Dynamic Games and Informational Properties of Equilibria","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Mathematical economics; Statistical physics; Economics; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.02969334317343899,"gpt":0.2851457114966366,"spread":0.2554523683231976,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001039792,0.000217448,0.0005353133,0.0006160063,0.00004302569,0.0002881501,0.0003309583,0.0001928332,0.00006677051],"category_scores_gemma":[0.000264056,0.0001491342,0.0000843107,0.00008608918,0.0001825244,0.000607621,0.00007863469,0.0002189581,0.0002672542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004642491,"about_ca_system_score_gemma":0.0001243901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002121358,"about_ca_topic_score_gemma":0.0000189788,"domain_scores_codex":[0.9976169,0.00003808345,0.001322828,0.000171116,0.0007132165,0.0001377812],"domain_scores_gemma":[0.9983717,0.0003470744,0.0005991131,0.0003609516,0.000268653,0.00005248667],"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":[0.00006317403,0.000002500894,0.000004469944,0.0001860089,0.00004988402,3.679957e-7,0.001346455,0.004853577,0.0002395093,0.988851,0.0001762432,0.004226811],"study_design_scores_gemma":[0.001218884,0.00008783015,0.0003375357,0.001349531,0.0001053807,0.00006104446,0.001898689,0.1795228,0.000009183404,0.7798625,0.03504086,0.0005057198],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1395306,0.03625317,0.03800127,0.002025549,0.004616445,0.01369116,0.004521191,0.0004584174,0.7609023],"genre_scores_gemma":[0.961246,0.000006693522,0.00000539771,0.00002869594,0.000044726,0.00006992462,0.00002121497,0.00001096989,0.03856635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8217155,"threshold_uncertainty_score":0.6081514,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828136","doi":"10.1007/978-3-031-54071-4_20","title":"Zero-Sum Information Games: Jamming and Witsenhausen’s Counterexample as a Game","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Chaos-based Image/Signal Encryption","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Counterexample; Jamming; Zero-sum game; Zero (linguistics); Computer science; Game theory; Mathematical economics; Mathematics; Discrete mathematics; Physics; Linguistics; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.00792476003032453,"gpt":0.2067205883449995,"spread":0.1987958283146749,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006854198,0.0005721665,0.0007494841,0.0004970859,0.0000987242,0.0014396,0.0005765014,0.0003762718,0.00003451834],"category_scores_gemma":[0.00005844779,0.0005387971,0.0001698731,0.00008209816,0.00008497365,0.00156856,0.0001942758,0.0005467364,0.002268774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003563008,"about_ca_system_score_gemma":0.0002362751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00040507,"about_ca_topic_score_gemma":0.00001998542,"domain_scores_codex":[0.9971383,0.00005149358,0.0009074138,0.0006455085,0.0008327792,0.000424528],"domain_scores_gemma":[0.9978297,0.0002366609,0.0005621152,0.0008276005,0.0003426168,0.0002013364],"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":[0.00007052965,0.00001607158,0.000004757313,0.001675011,0.0004467393,0.0001669075,0.002635609,0.000213217,0.001161184,0.9704922,0.007318988,0.01579875],"study_design_scores_gemma":[0.002487028,0.0005209001,0.00001494804,0.004474217,0.0002876514,0.000628335,0.0001289892,0.1348912,0.00004144474,0.02433641,0.8308473,0.001341602],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0002502355,0.008878081,0.7242348,0.001121592,0.004595691,0.003580099,0.0002663884,0.001410086,0.255663],"genre_scores_gemma":[0.7249126,0.0002044264,0.0005907241,0.001653872,0.00106127,0.0002960401,0.0001156466,0.0001519343,0.2710135],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9461558,"threshold_uncertainty_score":0.9997063,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399834743","doi":"10.1007/978-3-031-54071-4_3","title":"Information Structures in Decentralized Stochastic Control","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Control (management); Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.03311182761188705,"gpt":0.3162047677899824,"spread":0.2830929401780953,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002113735,0.0004303841,0.001047601,0.0007444978,0.0001003941,0.0007420839,0.0008330095,0.0004311089,0.0006678076],"category_scores_gemma":[0.0005440315,0.000317746,0.0002853965,0.0001608215,0.0001266288,0.0003732133,0.00004821387,0.000532547,0.005458127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001476138,"about_ca_system_score_gemma":0.0001632607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000550061,"about_ca_topic_score_gemma":0.00004577117,"domain_scores_codex":[0.9959695,0.0001395882,0.001810883,0.0004355025,0.001268817,0.0003756489],"domain_scores_gemma":[0.9964582,0.001383955,0.0007369801,0.0008943022,0.0003594956,0.0001670617],"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":[0.0001155586,0.000004586408,0.000009042917,0.00003397402,0.00008775423,0.000005842554,0.000280049,0.005948031,0.00002693229,0.9881009,0.002148438,0.003238908],"study_design_scores_gemma":[0.002466294,0.00003911337,0.0001266329,0.0002541142,0.000144426,0.00003101378,0.0002193186,0.009858751,7.796339e-7,0.6500396,0.3364151,0.0004048765],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0009834276,0.009662852,0.1825057,0.002068909,0.006936914,0.009916793,0.003476557,0.000531251,0.7839176],"genre_scores_gemma":[0.8816145,0.000007977595,0.000006108779,0.0002280074,0.0002414869,0.0001967981,0.00003401483,0.00003125901,0.1176398],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8806311,"threshold_uncertainty_score":0.9999275,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828153","doi":"10.1007/978-3-031-54071-4_19","title":"Two Classes of Signaling Games: Reputation and Information Privacy Games","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Reputation; Internet privacy; Computer science; Political science; Law","retraction":null,"screen_n_in":null,"score":{"opus":0.04337950248601028,"gpt":0.3327221006036709,"spread":0.2893425981176606,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002149497,0.0002505585,0.0006521663,0.0004824961,0.00008197534,0.0004824013,0.0003589693,0.0001913099,0.0001027656],"category_scores_gemma":[0.0006389259,0.0001899997,0.0001598469,0.0001174771,0.0001362415,0.0007297959,0.00006791377,0.00021477,0.0006256935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003821822,"about_ca_system_score_gemma":0.000105345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002127309,"about_ca_topic_score_gemma":0.000002855748,"domain_scores_codex":[0.9970523,0.0000870236,0.001467275,0.000371257,0.000872531,0.0001495871],"domain_scores_gemma":[0.9957905,0.001814416,0.001128315,0.0005984933,0.0005869867,0.00008127901],"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":[0.00003230829,0.000004521515,0.0000139994,0.000151427,0.00009148212,0.000001710657,0.0007662889,0.0005730176,0.0004365426,0.9835689,0.0007817823,0.01357803],"study_design_scores_gemma":[0.0007554746,0.00008305308,0.0000567146,0.0008158312,0.0002111186,0.00003442298,0.001135551,0.004346024,0.00007040727,0.4341816,0.5579898,0.0003199931],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008767096,0.01113256,0.04274138,0.001312821,0.001825754,0.003954583,0.0008928793,0.0003177201,0.9290552],"genre_scores_gemma":[0.9013032,0.0000529685,0.00007247092,0.00006615034,0.0001964807,0.00007163541,0.00002126447,0.00002013702,0.09819569],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8925361,"threshold_uncertainty_score":0.8042232,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828139","doi":"10.1007/978-3-031-54071-4_9","title":"An Introduction to Stochastic Game Theory","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Game Theory and Voting Systems","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Mathematical economics; Game theory; Computer science; Economics","retraction":null,"screen_n_in":null,"score":{"opus":0.01609665253905513,"gpt":0.2111833554777141,"spread":0.195086702938659,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002838296,0.0005365929,0.001366292,0.00067526,0.00008840986,0.0003299873,0.0004438199,0.0004877753,0.0004763073],"category_scores_gemma":[0.0001145773,0.0005809639,0.0002950147,0.00007159833,0.00006553538,0.0001511842,0.00003914073,0.0004559188,0.01350945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002839516,"about_ca_system_score_gemma":0.00003161969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005837595,"about_ca_topic_score_gemma":0.00001039161,"domain_scores_codex":[0.9968896,0.00006493243,0.001321133,0.001182247,0.00009602975,0.0004460543],"domain_scores_gemma":[0.9977491,0.0001397425,0.0006355972,0.001143255,0.0000851502,0.0002470823],"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":[0.00008053165,0.00001490239,0.000004855097,0.0002348779,0.0003220481,0.00001093689,0.0003627745,0.002446931,0.00002263848,0.9936909,0.002537874,0.0002706968],"study_design_scores_gemma":[0.0005055182,0.0003021804,0.00000798232,0.0003611292,0.0001009218,0.00005762315,0.00008182052,0.00255038,8.439628e-7,0.3904889,0.6047642,0.0007784878],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0003540136,0.02285107,0.1404433,0.001563807,0.03027173,0.004162588,0.002185746,0.0008779988,0.7972898],"genre_scores_gemma":[0.5515323,0.000003700054,0.000004277389,0.0000862769,0.00598778,0.00009822076,0.00003093144,0.0001295869,0.442127],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.603202,"threshold_uncertainty_score":0.9996642,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W79764082","doi":"10.1007/978-1-4614-7085-4_11","title":"Optimal Coding and Control for Linear Gaussian Systems Over Gaussian Channels Under Quadratic Cost","year":2013,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Wireless Communication Security Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Gaussian; Linear-quadratic-Gaussian control; Quadratic equation; Coding (social sciences); Mathematics; Computer science; Control (management); Mathematical optimization; Applied mathematics; Control theory (sociology); Optimal control; Statistics; Physics; Artificial intelligence; Geometry; Quantum mechanics","retraction":null,"screen_n_in":null,"score":{"opus":0.02073049868951634,"gpt":0.2463522751478801,"spread":0.2256217764583638,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006903383,0.0009543871,0.001886029,0.0003957599,0.0002271637,0.0005533258,0.0006103705,0.001055584,0.00006623923],"category_scores_gemma":[0.0000371734,0.0009424029,0.0002825859,0.00004659473,0.0001453589,0.000312751,0.00006454407,0.0007695837,0.0001137046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000386771,"about_ca_system_score_gemma":0.00007113655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002050527,"about_ca_topic_score_gemma":0.00002370655,"domain_scores_codex":[0.9967144,0.000133523,0.001377004,0.0006070025,0.0004571162,0.0007109952],"domain_scores_gemma":[0.9968922,0.0006541309,0.0005431678,0.001284959,0.0002855075,0.0003401044],"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":[0.0001384117,0.0000487637,0.00002272542,0.006473654,0.002865135,0.00002590604,0.0006519525,0.05250058,0.002220663,0.9187592,0.0154605,0.0008325728],"study_design_scores_gemma":[0.003974626,0.0001531049,0.00001358307,0.002944355,0.0003999534,0.00006969706,0.0001560248,0.8184324,0.00003111325,0.000427939,0.1719996,0.001397658],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001946937,0.03205188,0.8577905,0.0005339379,0.003802225,0.02172252,0.001663532,0.00304511,0.07919557],"genre_scores_gemma":[0.9661152,0.0004403989,0.0002933452,0.0001045305,0.001138037,0.003012945,0.0001308555,0.0004331774,0.02833153],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9659205,"threshold_uncertainty_score":0.9993026,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828208","doi":"10.1007/978-3-031-54071-4_17","title":"Optimal Coding Under Small Estimation Error and Observability Criteria","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Numerical Methods and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Observability; Estimation; Coding (social sciences); Computer science; Mathematics; Statistics; Engineering; Applied mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.05453414171765426,"gpt":0.3016642024157957,"spread":0.2471300606981415,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008677244,0.0003955681,0.0007383447,0.0001031294,0.0001095521,0.0006848279,0.0004508143,0.0002789906,0.00001829785],"category_scores_gemma":[0.00004973922,0.0003322139,0.0001572769,0.0000512314,0.00008420438,0.0002051481,0.0002055179,0.0003736304,0.00008399947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001127507,"about_ca_system_score_gemma":0.00006986049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007585403,"about_ca_topic_score_gemma":0.00000249495,"domain_scores_codex":[0.997878,0.000111547,0.0005736814,0.0008344647,0.0002920363,0.0003102265],"domain_scores_gemma":[0.9984624,0.0003858834,0.0002206843,0.0006281696,0.000125625,0.0001772421],"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":[0.00001200327,0.00001261128,0.000004661745,0.0006321828,0.0001600447,0.0000565816,0.0001297839,0.0006658226,0.0002177708,0.9631878,0.0001753859,0.03474542],"study_design_scores_gemma":[0.0004140029,0.0001210062,0.00006740872,0.0005985913,0.0000963469,0.00006205677,0.00001278714,0.9248878,0.000004098098,0.05556481,0.01769737,0.0004737145],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00004485632,0.003145617,0.9740275,0.0007997627,0.002835301,0.000727185,0.00005015857,0.0002825795,0.0180871],"genre_scores_gemma":[0.1675862,0.00007430883,0.5646352,0.0007408384,0.002023063,0.0002732362,0.00002658154,0.0002234718,0.2644171],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.924222,"threshold_uncertainty_score":0.999913,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W185912177","doi":"10.1007/978-1-4612-0071-0_5","title":"Kalman-Bucy Filters","year":2002,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Inertial Sensor and Navigation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Kalman filter; Environmental science; Mathematics; Statistics","retraction":null,"screen_n_in":null,"score":{"opus":0.009231218307383843,"gpt":0.1740776412974548,"spread":0.164846422990071,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007672281,0.0003395698,0.0004935131,0.0001097061,0.00004411899,0.00004816652,0.0001306699,0.000389129,0.0003779312],"category_scores_gemma":[0.000005895992,0.0003354713,0.0001734688,0.00001709995,0.0000196107,0.00005809179,0.000005971315,0.0003054944,0.001673444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001411479,"about_ca_system_score_gemma":0.000005654654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005022176,"about_ca_topic_score_gemma":0.000004341212,"domain_scores_codex":[0.9988648,0.00001345107,0.0004105915,0.0002066006,0.0002448065,0.0002597417],"domain_scores_gemma":[0.9994066,0.00004507705,0.00008520854,0.0003167807,0.00006044092,0.0000858507],"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":[0.0001552457,0.00004632382,0.00007224619,0.00451434,0.00412593,0.0007860227,0.001080798,0.1283548,0.01263338,0.3609629,0.4478821,0.03938598],"study_design_scores_gemma":[0.001042032,0.00004647608,0.00001554791,0.0005108261,0.0001652174,0.00002783237,0.000005383285,0.05023809,0.00004539416,0.0002079744,0.947024,0.0006712175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00005358392,0.005292418,0.001508424,0.00002724614,0.003113113,0.0007079916,0.0001111953,0.000549338,0.9886367],"genre_scores_gemma":[0.5663082,0.0001051604,0.000004967544,0.00003801104,0.001524109,0.00003166834,0.00004769187,0.0001283043,0.4318119],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5662546,"threshold_uncertainty_score":0.9999098,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2800446008","doi":"10.1007/978-3-319-79033-6_3","title":"Finite-Action Approximation of Markov Decision Processes","year":2018,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Markov Chains and Monte Carlo Methods","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Markov decision process; Control theory (sociology); Controller (irrigation); Actuator; Computer science; Markov chain; Partially observable Markov decision process; Optimal control; Discretization; Quantization (signal processing); Markov process; Transmission (telecommunications); Mathematical optimization; Mathematics; Markov model; Control (management); Algorithm; Artificial intelligence; Telecommunications","retraction":null,"screen_n_in":null,"score":{"opus":0.07599065223292019,"gpt":0.3337092000526165,"spread":0.2577185478196963,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001499428,0.0004382756,0.001143891,0.0002694818,0.00007579674,0.0000558518,0.0002432234,0.000613765,0.0001478725],"category_scores_gemma":[0.001749068,0.0003683693,0.0002423302,0.00005755352,0.0000817904,0.0001096792,0.00004236611,0.0002390887,0.000003443655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001172745,"about_ca_system_score_gemma":0.00016644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002231759,"about_ca_topic_score_gemma":0.00005110593,"domain_scores_codex":[0.9974498,0.0001274964,0.00112049,0.0004451935,0.0006203583,0.0002366475],"domain_scores_gemma":[0.9945714,0.002121059,0.001429455,0.0007181175,0.001069154,0.00009080996],"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":[0.003399487,0.000471222,0.0000635691,0.067021,0.002873004,0.00006665465,0.003123078,0.0001188646,0.002876886,0.6321645,0.1079362,0.1798855],"study_design_scores_gemma":[0.00703909,0.001240124,0.000005623747,0.0158567,0.001885476,0.0001021567,0.0006275517,0.01840476,0.0008286674,0.1411399,0.8105057,0.002364225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0002794122,0.002222919,0.5905949,0.00002395807,0.002064206,0.002575112,0.0002269979,0.0001627203,0.4018497],"genre_scores_gemma":[0.1563294,0.0004828809,0.02882873,0.00007231122,0.003487066,0.0004519481,0.0001194584,0.0004361847,0.809792],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7025695,"threshold_uncertainty_score":0.9998768,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W198308076","doi":"10.1007/978-1-4612-0071-0_13","title":"Newton’s Method for Riccati Equations","year":2002,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Linearization; Newton's method; Nonlinear system; Mathematics; Applied mathematics; Riccati equation; Iterative method; Newton's method in optimization; Function (biology); Local convergence; Mathematical analysis; Mathematical optimization; Partial differential equation; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.1616939364906885,"gpt":0.3967233162057864,"spread":0.2350293797150979,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001920202,0.0006338706,0.00138144,0.0003670548,0.0002967053,0.0001566909,0.0003800814,0.0005778396,0.0004605789],"category_scores_gemma":[0.002146293,0.0005860929,0.0006255587,0.00006136862,0.00005864206,0.0001113771,0.00003639302,0.000434442,0.0004060393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002968389,"about_ca_system_score_gemma":0.0001428799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003313651,"about_ca_topic_score_gemma":0.00003220483,"domain_scores_codex":[0.9967548,0.0003663257,0.001293837,0.0006343924,0.0005093396,0.0004413308],"domain_scores_gemma":[0.9888656,0.008049922,0.001065252,0.001031964,0.0008368614,0.000150423],"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":[0.00001370378,0.00003774617,7.402243e-7,0.0003305106,0.0005176058,0.000003069573,0.0002748538,0.00005562658,0.00007100647,0.9810779,0.01493177,0.00268544],"study_design_scores_gemma":[0.001484339,0.0001145229,3.360623e-7,0.0003230196,0.0008557441,0.00001382997,0.00002311203,0.08810284,0.000008481463,0.3957189,0.5127907,0.000564185],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[1.721499e-7,0.0008272662,0.7828907,0.0004623759,0.001037233,0.003894862,0.001212336,0.0001973048,0.2094778],"genre_scores_gemma":[0.0001907497,0.000007728703,0.224753,0.00009432017,0.001570075,0.0009197787,0.0001382031,0.0002460656,0.7720801],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.585359,"threshold_uncertainty_score":0.9996591,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W30280942","doi":"10.1007/978-1-4614-7085-4_10","title":"Optimization of Real-Time Coding and Control Policies: Structural and Existence Results","year":2013,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Numerical Methods and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Coding (social sciences); Computer science; Control (management); Chemistry; Mathematics; Artificial intelligence; Statistics","retraction":null,"screen_n_in":null,"score":{"opus":0.01554463908515861,"gpt":0.2482034542100049,"spread":0.2326588151248463,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005284297,0.0003567952,0.001002467,0.0001396387,0.0001118761,0.0002498984,0.0003840542,0.0002397845,0.000009222297],"category_scores_gemma":[0.0001117736,0.0002854148,0.00008285156,0.00004961157,0.0001760181,0.000272174,0.0001053336,0.0001815249,0.000007672193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003991361,"about_ca_system_score_gemma":0.00004816993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005532213,"about_ca_topic_score_gemma":8.067179e-7,"domain_scores_codex":[0.9978293,0.0001536505,0.0007844939,0.0005882359,0.0003474267,0.0002968502],"domain_scores_gemma":[0.9975665,0.0006341956,0.0008070346,0.0005286301,0.0002802121,0.0001834214],"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":[0.0001925961,0.00001579259,0.00004358335,0.0007421505,0.0005619926,0.0000395022,0.001034219,0.003471162,0.00556406,0.9331342,0.0004321056,0.05476864],"study_design_scores_gemma":[0.003343938,0.0003409557,0.0001429598,0.000678108,0.00009396062,0.00008463298,0.00002211746,0.9877191,0.00001071473,0.004457817,0.002530613,0.0005751376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00005990608,0.001976321,0.939604,0.0004434644,0.0006686752,0.001490926,0.0002414276,0.0001394146,0.05537587],"genre_scores_gemma":[0.4061923,0.001836335,0.3662623,0.0005863816,0.002204844,0.0001963697,0.00006212151,0.0002542655,0.222405],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9842479,"threshold_uncertainty_score":0.9999598,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828049","doi":"10.1007/978-3-031-54071-4_18","title":"Signaling Games: Equilibria Under Criteria or Prior Mismatch Between an Encoder and a Decoder","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Encoder; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.1423067961953047,"gpt":0.3995833039145963,"spread":0.2572765077192916,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003425136,0.0006112406,0.001406337,0.0003988801,0.0002388957,0.001570065,0.0009537367,0.0005866056,0.001537333],"category_scores_gemma":[0.0002015877,0.0004152097,0.0002559545,0.0001355646,0.0002458676,0.000351821,0.0001690577,0.0004782482,0.001713925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006802181,"about_ca_system_score_gemma":0.0002078003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003067646,"about_ca_topic_score_gemma":0.00004515718,"domain_scores_codex":[0.9951301,0.0002718022,0.001619925,0.001399305,0.001114183,0.0004647264],"domain_scores_gemma":[0.9945064,0.002797856,0.0005760758,0.001349481,0.0003732596,0.0003969804],"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":[0.0004090297,0.00007539282,0.0001573261,0.0005017824,0.001220742,0.000130244,0.003208476,0.0002182141,0.005314256,0.9682422,0.008769955,0.01175233],"study_design_scores_gemma":[0.001212572,0.0002417195,0.00005828252,0.0007967334,0.0006341725,0.0001123286,0.001199756,0.005102768,0.00002110855,0.7852285,0.2044259,0.0009662395],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1046798,0.02974716,0.2141446,0.005423579,0.00694386,0.0138734,0.005488269,0.001858197,0.6178412],"genre_scores_gemma":[0.6369658,0.000008785934,0.0001072287,0.0001702826,0.0009876455,0.0001139158,0.00001953462,0.00009038619,0.3615365],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.532286,"threshold_uncertainty_score":0.9998299,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399828135","doi":"10.1007/978-3-031-54071-4_14","title":"Stabilization of Non-Linear Systems: Information Theoretic vs. Geometric Analysis","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Chaos control and synchronization","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Mathematics; Computer science; Applied mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.004695078354771741,"gpt":0.2050721539242137,"spread":0.200377075569442,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005216121,0.0004473396,0.001317638,0.001484588,0.00007623475,0.0002029957,0.000224277,0.0002655549,0.0003307264],"category_scores_gemma":[0.00001705477,0.0003871719,0.0005546092,0.0005790007,0.00006100513,0.0002990701,0.00003823882,0.0002554249,0.0003280814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001514576,"about_ca_system_score_gemma":0.0001549208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005497127,"about_ca_topic_score_gemma":0.000005441645,"domain_scores_codex":[0.9973434,0.00005480338,0.001407377,0.0003435442,0.0005886912,0.000262163],"domain_scores_gemma":[0.9973379,0.0001671729,0.001097725,0.0005679069,0.0007350897,0.00009420431],"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":[0.00006759645,0.0000289688,0.001613961,0.001611603,0.005422752,0.000001586826,0.0002966839,0.08425016,0.00002009131,0.9035941,0.0003812156,0.00271127],"study_design_scores_gemma":[0.002077028,0.0001598853,0.0001345275,0.0007704573,0.007037798,0.00000157804,0.0002911897,0.9456097,0.000007295088,0.00262461,0.04055743,0.0007285318],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000320385,0.003353372,0.6967078,0.00003818013,0.001789558,0.002606444,0.001983825,0.000111343,0.2930891],"genre_scores_gemma":[0.9501621,0.00002207604,0.000005785752,0.000008354783,0.0008005066,0.000110706,0.001389781,0.00005383422,0.04744692],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9498417,"threshold_uncertainty_score":0.999858,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399833115","doi":"10.1007/978-3-031-54071-4_5","title":"Control Policy Topologies and Dynamic Programming Methods in Decentralized Stochastic Control","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Dynamic programming; Control (management); Computer science; Stochastic programming; Network topology; Mathematical optimization; Decentralised system; Control theory (sociology); Mathematics; Computer network; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.02188900967954881,"gpt":0.2845918606224165,"spread":0.2627028509428677,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001991245,0.0008208634,0.002949524,0.000962857,0.0001164299,0.0004278464,0.0004230626,0.0007941672,0.0001100803],"category_scores_gemma":[0.0002510595,0.0008753444,0.0004454387,0.00007898225,0.0002934885,0.0001896729,0.00008453154,0.0007164413,0.0002607706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007527129,"about_ca_system_score_gemma":0.000139062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00160177,"about_ca_topic_score_gemma":0.000217401,"domain_scores_codex":[0.9954901,0.00008241952,0.002154431,0.001249851,0.00006406361,0.0009590999],"domain_scores_gemma":[0.9972954,0.0006589082,0.001044636,0.0007017688,0.00006152453,0.0002377001],"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":[0.0001644694,0.00001754504,0.0001220629,0.0002977854,0.0007516081,0.00002805442,0.0001940626,0.00155697,0.000009126613,0.9936395,0.00004181338,0.003177015],"study_design_scores_gemma":[0.01349119,0.0003137154,0.0001447063,0.0007922344,0.0003536918,0.00009885505,0.0001856068,0.1139521,3.700785e-7,0.6660598,0.2027374,0.001870422],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0006790295,0.2457823,0.5555604,0.004121861,0.006926096,0.01034238,0.005848955,0.0006626687,0.1700764],"genre_scores_gemma":[0.9137769,0.0006708535,0.0004461792,0.000290835,0.000463876,0.0005208279,0.00002934198,0.0002150082,0.08358613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9130979,"threshold_uncertainty_score":0.9993697,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}