{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"04e747ac5ba4","filters":{"venue":"International Journal of Digital Signals and Smart Systems"}},"results":[{"id":"W2770533010","doi":"10.1504/ijdsss.2017.10008987","title":"Policy iteration and coupled Riccati solutions for dynamic graphical games","year":2017,"lang":"en","type":"article","venue":"International Journal of Digital Signals and Smart Systems","topic":"Adaptive Dynamic Programming Control","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal; Group for Research in Decision Analysis","funders":"","keywords":"Computer science; Nash equilibrium; Graph; Convergence (economics); Reinforcement learning; Mathematical optimization; Mathematics; Theoretical computer science; Artificial intelligence","authors":[{"name":"Mohammed Abouheaf","is_ca":true},{"name":"Magdi S. Mahmoud","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01823689569409537,"gpt":0.2903885017887164,"spread":0.2721516060946211,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009566233,0.00099661,0.0008790796,0.0005849372,0.0003535324,0.0009634478,0.001029731,0.001198572,0.003362641],"category_scores_gemma":[0.003102108,0.0004327362,0.0007898178,0.0006075256,0.001649154,0.0009573359,0.001385694,0.001546684,0.0004917437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001057143,"about_ca_system_score_gemma":0.001209469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003387812,"about_ca_topic_score_gemma":0.002208947,"domain_scores_codex":[0.9992855,0.000297813,0.0000271004,0.0001269265,0.0001803521,0.00008241718],"domain_scores_gemma":[0.9990287,0.0006126422,0.0001256825,0.00004369588,0.000129009,0.00006031003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003553157,0.00003651731,0.0002186924,0.00008130955,0.00003704288,0.0000845367,0.00009931111,0.6824676,0.001666534,0.2996576,0.001255627,0.01435972],"study_design_scores_gemma":[0.000008916719,0.0000146244,0.00003231638,0.000004479146,0.000003152323,0.000013768,0.000005159395,0.956511,0.0001870688,0.04261774,0.0005956908,0.000006133522],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005624935,0.0001889214,0.9873629,0.0002475719,0.00004329202,0.00003380849,0.00002515541,0.00008234145,0.0063911],"genre_scores_gemma":[0.8074038,0.0007062264,0.1750176,0.0002436846,0.0001043376,0.000426177,0.0001280254,0.0001252493,0.015845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003387812,"threshold_uncertainty_score":0.01124913,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4249127954","doi":"10.1504/ijdsss.2018.090875","title":"Massively parallel hybrid algorithm on embedded graphics processing unit for unmanned aerial vehicle path planning","year":2018,"lang":"en","type":"article","venue":"International Journal of Digital Signals and Smart Systems","topic":"Robotic Path Planning Algorithms","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Graphics processing unit; Computer science; Massively parallel; Motion planning; Path (computing); Particle swarm optimization; Genetic algorithm; Terrain; Parallel computing; Real-time computing; Algorithm; Artificial intelligence; Robot; Operating system","authors":[{"name":"Vincent Roberge","is_ca":true},{"name":"Mohammed Tarbouchi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03658986226919345,"gpt":0.2946945653449491,"spread":0.2581047030757557,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002365263,0.0005288137,0.0003970174,0.0003621945,0.0003321904,0.0005707062,0.0009317336,0.0005462423,0.00300338],"category_scores_gemma":[0.0006198179,0.0002341704,0.0004262668,0.0004955485,0.0002806901,0.0004756128,0.0005422051,0.0005930662,0.0007552375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004937591,"about_ca_system_score_gemma":0.0007900135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006772282,"about_ca_topic_score_gemma":0.007365574,"domain_scores_codex":[0.999842,0.00003134226,0.000008414354,0.0000297247,0.00006841054,0.00001998947],"domain_scores_gemma":[0.9998073,0.0000660002,0.00001985787,0.00002981605,0.00006192345,0.00001497358],"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":[0.0002046141,0.0000631352,0.0009222441,0.0001109453,0.00007295725,0.0001793827,0.0001109346,0.7983863,0.01350022,0.008788885,0.006427528,0.1712327],"study_design_scores_gemma":[0.00001931877,0.00002214291,0.0001029906,0.000002714327,0.000004880759,0.000018363,0.00000800977,0.9952008,0.001298876,0.001514917,0.001803066,0.000003938073],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02291813,0.0002385146,0.9685428,0.0001686348,0.0000882605,0.00007017267,0.00007176213,0.00295706,0.00494465],"genre_scores_gemma":[0.2401206,0.0001275038,0.755632,0.0001031531,0.00002295545,0.0002514561,0.0002498724,0.0002469698,0.003245475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006772282,"threshold_uncertainty_score":0.0134657,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2794978095","doi":"10.1504/ijdsss.2018.10011960","title":"Massively parallel hybrid algorithm on embedded graphics processing unit for unmanned aerial vehicle path planning","year":2018,"lang":"en","type":"article","venue":"International Journal of Digital Signals and Smart Systems","topic":"Robotic Path Planning Algorithms","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Graphics processing unit; Massively parallel; Computer science; Motion planning; Unit (ring theory); Path (computing); Graphics; Parallel processing; Real-time computing; Computer graphics (images); Parallel computing; Artificial intelligence; Mathematics; Computer network","authors":[{"name":"Mohammed Tarbouchi","is_ca":true},{"name":"Vincent Roberge","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03658986226919345,"gpt":0.2946945653449491,"spread":0.2581047030757557,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002365263,0.0005288137,0.0003970174,0.0003621945,0.0003321904,0.0005707062,0.0009317336,0.0005462423,0.00300338],"category_scores_gemma":[0.0006198179,0.0002341704,0.0004262668,0.0004955485,0.0002806901,0.0004756128,0.0005422051,0.0005930662,0.0007552375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004937591,"about_ca_system_score_gemma":0.0007900135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006772282,"about_ca_topic_score_gemma":0.007365574,"domain_scores_codex":[0.999842,0.00003134226,0.000008414354,0.0000297247,0.00006841054,0.00001998947],"domain_scores_gemma":[0.9998073,0.0000660002,0.00001985787,0.00002981605,0.00006192345,0.00001497358],"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":[0.0002046141,0.0000631352,0.0009222441,0.0001109453,0.00007295725,0.0001793827,0.0001109346,0.7983863,0.01350022,0.008788885,0.006427528,0.1712327],"study_design_scores_gemma":[0.00001931877,0.00002214291,0.0001029906,0.000002714327,0.000004880759,0.000018363,0.00000800977,0.9952008,0.001298876,0.001514917,0.001803066,0.000003938073],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02291813,0.0002385146,0.9685428,0.0001686348,0.0000882605,0.00007017267,0.00007176213,0.00295706,0.00494465],"genre_scores_gemma":[0.2401206,0.0001275038,0.755632,0.0001031531,0.00002295545,0.0002514561,0.0002498724,0.0002469698,0.003245475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006772282,"threshold_uncertainty_score":0.0134657,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4244274354","doi":"10.1504/ijdsss.2021.112791","title":"GWO-based direct power control with improved LCL filter design for three-phase inverters","year":2021,"lang":"en","type":"article","venue":"International Journal of Digital Signals and Smart Systems","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Integrator; Control theory (sociology); Power (physics); Inverter; Three-phase; Filter (signal processing); Phase-locked loop; AC power; Process (computing); Computer science; Grid; Power control; Active power filter; Control (management); Electronic engineering; Engineering; Mathematics; Voltage; Electrical engineering; Telecommunications; Physics","authors":[{"name":"Mohamed Amine Djema","is_ca":false},{"name":"Mohamed Boudour","is_ca":false},{"name":"Kodjo Agbossou","is_ca":true},{"name":"Alben Cardenas","is_ca":true},{"name":"Mamadou Lamine Doumbia","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01025347790787054,"gpt":0.2100133423941922,"spread":0.1997598644863216,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002260817,0.0004669836,0.0004360579,0.0002758669,0.0001923061,0.0006530816,0.0005625163,0.000457917,0.00180423],"category_scores_gemma":[0.000379805,0.000212946,0.0002863628,0.0003168659,0.0003280981,0.0004353444,0.0002839148,0.0003835142,0.000375012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003187638,"about_ca_system_score_gemma":0.0002746732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001046393,"about_ca_topic_score_gemma":0.001297085,"domain_scores_codex":[0.9998666,0.00002688646,0.000006583824,0.00002662868,0.00006163395,0.00001172007],"domain_scores_gemma":[0.9999015,0.00003457894,0.00002296593,0.000008291066,0.00002717214,0.000005419429],"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":[0.0002863836,0.0001263554,0.0007113389,0.0005692205,0.00009111784,0.0001951585,0.0002882122,0.4850987,0.09709291,0.0170301,0.001782714,0.3967277],"study_design_scores_gemma":[0.00004042997,0.0001767492,0.0003133506,0.00001362638,0.00001635999,0.0000547648,0.00001038334,0.9857496,0.0087466,0.00206145,0.002805033,0.000011639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01844434,0.0002975313,0.9767013,0.00005425294,0.00002959013,0.00004384768,0.00001615032,0.0003450779,0.0040679],"genre_scores_gemma":[0.832044,0.0002499883,0.1638038,0.00004995566,0.00002508744,0.0001384598,0.00004944976,0.00009437116,0.003544845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00180423,"threshold_uncertainty_score":0.006035745,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2757822538","doi":"10.1504/ijdsss.2017.087243","title":"Adaptive coordinated control of multi-mobile manipulator systems","year":2017,"lang":"en","type":"article","venue":"International Journal of Digital Signals and Smart Systems","topic":"Control and Dynamics of Mobile Robots","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":"Canadian Space Agency; École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Mobile manipulator; Workspace; Control theory (sociology); Controller (irrigation); Computer science; Object (grammar); Stability (learning theory); Bounded function; Adaptive control; Position (finance); Control engineering; Mobile robot; Robot; Control (management); Engineering; Artificial intelligence; Mathematics","authors":[{"name":"Abdelkrim Brahmi","is_ca":true},{"name":"Maarouf Saad","is_ca":true},{"name":"Guy Gauthier","is_ca":true},{"name":"Wen Hong Zhu","is_ca":true},{"name":"Jawhar Ghommam","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01526780738214858,"gpt":0.2374949272904589,"spread":0.2222271199083103,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003986311,0.0007519062,0.0006506218,0.0003068173,0.0003912146,0.0007744203,0.0008426182,0.0005197052,0.0008187165],"category_scores_gemma":[0.0006635531,0.000212962,0.0003743063,0.0003330393,0.0005527001,0.0003616076,0.0008875948,0.0005718651,0.0001783992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003627809,"about_ca_system_score_gemma":0.0004445674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003263009,"about_ca_topic_score_gemma":0.002260848,"domain_scores_codex":[0.9995726,0.00007937664,0.00002195782,0.0001251129,0.0001489242,0.00005209605],"domain_scores_gemma":[0.999674,0.00008484064,0.00008637374,0.00003034205,0.0000978362,0.00002667021],"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":[0.0001439317,0.00005313075,0.0005054813,0.0002063759,0.00009659828,0.0003668538,0.0001879954,0.8812007,0.02909422,0.01208117,0.001001791,0.07506169],"study_design_scores_gemma":[0.000028706,0.0001652251,0.0002579161,0.000008471458,0.00001434473,0.0000385967,0.00001515204,0.9950877,0.001461384,0.001269104,0.001645286,0.000008167459],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03128676,0.0006017913,0.9633805,0.0001033321,0.0001559614,0.00004037953,0.00001782023,0.0004016449,0.004011726],"genre_scores_gemma":[0.9717406,0.0002754387,0.02595001,0.000045983,0.00007346149,0.000100084,0.00003159229,0.00001546224,0.001767333],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003263009,"threshold_uncertainty_score":0.006488025,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}