{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":17,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":17,"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":"fa3a85af2b38","filters":{"venue":"Nonlinear Analysis Hybrid Systems"}},"results":[{"id":"W2739227376","doi":"10.1016/j.nahs.2017.06.005","title":"Pinning impulsive synchronization of complex dynamical networks with various time-varying delay sizes","year":2017,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Neural Networks Stability and Synchronization","field":"Computer Science","cited_by":123,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Synchronization (alternating current); Verifiable secret sharing; Control theory (sociology); Lyapunov stability; Complex network; Synchronization networks; Stability (learning theory); Mathematics; Dynamical systems theory; Fraction (chemistry); Stability theory; Computer science; Topology (electrical circuits); Nonlinear system; Physics; Control (management); Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.0122676652228658,"gpt":0.2454677325308312,"spread":0.2332000673079654,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000555874,0.000266491,0.0007774707,0.0002225584,0.0006944064,0.000642151,0.001178119,0.00008523057,0.00002238775],"category_scores_gemma":[0.00008575433,0.0002253651,0.0002271141,0.0008068263,0.0001737353,0.0006936719,0.0002823554,0.0001987146,0.00001086975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001228697,"about_ca_system_score_gemma":0.00008847918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000582506,"about_ca_topic_score_gemma":0.0001190814,"domain_scores_codex":[0.9974605,0.0002617063,0.0006969851,0.0006487911,0.0005384682,0.0003935414],"domain_scores_gemma":[0.9967511,0.0001984598,0.0009057355,0.001500749,0.000516814,0.0001271957],"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":[0.00002131459,0.00007391685,0.0147222,0.00005175579,0.0006343175,0.00003651087,0.00008987521,0.9815224,0.0001119651,0.0003311598,0.00004343467,0.002361165],"study_design_scores_gemma":[0.000345185,0.00009845868,0.003056933,0.00006976772,0.0002984979,0.00004119024,0.00000835668,0.995679,0.00005006491,0.00001766212,0.00008128226,0.0002536076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05396367,0.0001634486,0.9448901,0.0001368534,0.0001540604,0.0002853362,0.00001869196,0.0001072254,0.000280624],"genre_scores_gemma":[0.9861513,0.00001560796,0.01321791,0.00003985835,0.0002329703,0.000009597027,0.0001834618,0.00002101418,0.0001282368],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9321877,"threshold_uncertainty_score":0.9190122,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1990733120","doi":"10.1016/j.nahs.2010.05.010","title":"Computing reachable sets for uncertain nonlinear hybrid systems using interval constraint-propagation techniques","year":2010,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Numerical Methods and Algorithms","field":"Computer Science","cited_by":65,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Intersection (aeronautics); Local consistency; Interval (graph theory); Nonlinear system; Interval arithmetic; Constraint satisfaction problem; Constraint satisfaction; Hybrid system; Mathematical optimization; Set (abstract data type); Constraint (computer-aided design); Consistency (knowledge bases); Computer science; Dynamical systems theory; Mathematics; Algorithm; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.03962665466784618,"gpt":0.3365361485269545,"spread":0.2969094938591084,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003490988,0.0004882198,0.001289213,0.0006338197,0.0004500604,0.000965146,0.001221359,0.0001358859,0.000006872162],"category_scores_gemma":[0.0003110088,0.0004321767,0.0006588736,0.00141098,0.0001537517,0.0004997242,0.0002759239,0.000543437,0.00001397944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001459092,"about_ca_system_score_gemma":0.0001963971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001313551,"about_ca_topic_score_gemma":0.00001551157,"domain_scores_codex":[0.9954524,0.0005053257,0.001397585,0.001156156,0.0007081683,0.0007803413],"domain_scores_gemma":[0.9962842,0.0005245123,0.0008483111,0.001221641,0.0008086473,0.0003126355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001897708,0.002336997,0.0102452,0.003489393,0.01026783,0.0008110771,0.001216645,0.130915,0.2014673,0.02021546,0.002260468,0.6165849],"study_design_scores_gemma":[0.0002824102,0.0001158388,0.0000105439,0.0001166207,0.0002992178,0.000320253,0.000120607,0.9826207,0.007221222,0.00008877503,0.008291258,0.000512595],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06116096,0.0001488099,0.9348297,0.0001153278,0.001893309,0.00099396,0.0002227022,0.0004832262,0.000151962],"genre_scores_gemma":[0.3355941,0.000004137019,0.6628633,0.00006662987,0.00110711,0.00004610613,0.0001298239,0.0000441163,0.0001446725],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8517057,"threshold_uncertainty_score":0.999813,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2020604764","doi":"10.1016/j.nahs.2007.01.004","title":"A LMI approach to stability analysis and synthesis of impulsive switched systems with time delays","year":2007,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Linear matrix inequality; Exponential stability; Stability (learning theory); Mathematics; LTI system theory; Class (philosophy); Computer science; Linear system; Control (management); Mathematical optimization; Nonlinear system; Mathematical analysis","retraction":null,"screen_n_in":null,"score":{"opus":0.007541984021773031,"gpt":0.2018357988196075,"spread":0.1942938147978345,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002980523,0.0005175992,0.002492455,0.001378491,0.00010418,0.0001496121,0.0003931566,0.0001568732,0.00001773526],"category_scores_gemma":[0.000144703,0.0004275318,0.0006326148,0.004565429,0.0001072419,0.0001584633,0.00005087196,0.0002068742,0.0000169591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00025808,"about_ca_system_score_gemma":0.00004809129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002797695,"about_ca_topic_score_gemma":0.0005562654,"domain_scores_codex":[0.995827,0.0002770805,0.001562851,0.0008109854,0.0008664723,0.0006556386],"domain_scores_gemma":[0.9966755,0.0007651369,0.0003370204,0.001240201,0.0005436555,0.000438492],"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":[0.0004332279,0.0004603797,0.1471686,0.001753527,0.04479308,0.0000341308,0.001342993,0.7994,0.003507904,0.00006004334,0.00005668284,0.0009895007],"study_design_scores_gemma":[0.0004814052,0.00009669703,0.005604847,0.00006623562,0.009637369,0.00002381155,0.002587361,0.978543,0.002088709,0.000001083977,0.0002818409,0.000587602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7163446,0.001097043,0.2786721,0.000008851137,0.00008980598,0.0009499639,0.0003986679,0.0001950138,0.00224399],"genre_scores_gemma":[0.9978877,0.000009915592,0.00151155,0.000007176854,0.0001686978,0.0001950369,0.00007533022,0.00005448179,0.00009015336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.281543,"threshold_uncertainty_score":0.9998177,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2013015804","doi":"10.1016/j.nahs.2013.03.003","title":"Reliable control of a class of switched cascade nonlinear systems with its application to flight control","year":2013,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Adaptive Control of Nonlinear Systems","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Control theory (sociology); Actuator; Cascade; Nonlinear system; Controller (irrigation); Computer science; Class (philosophy); Control engineering; Control (management); State (computer science); Engineering; Artificial intelligence; Algorithm","retraction":null,"screen_n_in":null,"score":{"opus":0.006345929807209254,"gpt":0.2066118039064269,"spread":0.2002658740992176,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009756013,0.0006941396,0.002892473,0.001017445,0.00007877264,0.0001090105,0.0007193082,0.0002429461,0.00003054593],"category_scores_gemma":[0.0001031248,0.0005798519,0.0005522795,0.002007633,0.00008051052,0.0003366859,0.00003922296,0.0003404837,0.0003013819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002467354,"about_ca_system_score_gemma":0.0001154837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002163485,"about_ca_topic_score_gemma":0.0001565473,"domain_scores_codex":[0.9947144,0.000247684,0.002349497,0.000757903,0.001167056,0.0007634678],"domain_scores_gemma":[0.9949566,0.0003403067,0.0009027901,0.001415138,0.001928004,0.0004571481],"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":[0.0001595714,0.0001608619,0.004867867,0.0008536018,0.005889317,0.00001374517,0.000107219,0.9220268,0.06526762,0.00009747886,0.0004319935,0.0001239022],"study_design_scores_gemma":[0.002628856,0.0002438125,0.0006018558,0.0002231475,0.00172819,0.00003050474,0.0002889435,0.9786568,0.004928518,6.6124e-7,0.01009613,0.0005726225],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2871787,0.004136145,0.6988216,0.0001487515,0.0005795885,0.006067956,0.001403905,0.0004559112,0.001207449],"genre_scores_gemma":[0.9963213,0.00002091063,0.001158059,0.00004129353,0.0006841223,0.0007878888,0.0001262996,0.0001619929,0.0006981703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7091426,"threshold_uncertainty_score":0.9996653,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2807653263","doi":"10.1016/j.nahs.2018.05.005","title":"Consensus of multi-agent systems via hybrid impulsive protocols with time-delay","year":2018,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":53,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Network topology; Computer science; Protocol (science); Multi-agent system; Consensus; Discrete time and continuous time; Topology (electrical circuits); Control theory (sociology); Distributed computing; Mathematical optimization; Mathematics; Computer network; Control (management); Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.01784731085495001,"gpt":0.2720753803366397,"spread":0.2542280694816897,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001972122,0.0008084612,0.002358492,0.0009692746,0.0003131985,0.0006266461,0.00230913,0.0001411765,0.00003137437],"category_scores_gemma":[0.0001266179,0.0006494682,0.000719671,0.002568646,0.0003699327,0.0003623368,0.0003305605,0.0003041636,0.0007835924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003191331,"about_ca_system_score_gemma":0.0003639571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001876138,"about_ca_topic_score_gemma":0.00009117981,"domain_scores_codex":[0.9920921,0.00108817,0.002331759,0.001620854,0.001783711,0.001083457],"domain_scores_gemma":[0.9914688,0.0002971409,0.002079103,0.003204367,0.00241954,0.0005309996],"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":[0.003044068,0.01360449,0.1094535,0.008226812,0.1304689,0.009798859,0.00495105,0.5422234,0.1189862,0.004204939,0.04284605,0.01219177],"study_design_scores_gemma":[0.002372228,0.0005577521,0.0002442736,0.0002967466,0.0007848601,0.0004730453,0.0001020349,0.982004,0.004033253,0.000002021104,0.008380619,0.0007491465],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03739657,0.0003956018,0.9432967,0.00008167871,0.0008098425,0.01591042,0.0009592696,0.0005376722,0.0006122945],"genre_scores_gemma":[0.9873797,0.000001873246,0.006474893,0.00004085267,0.0006434075,0.003136432,0.0001853435,0.00007931347,0.002058196],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9499831,"threshold_uncertainty_score":0.9999944,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1995649400","doi":"10.1016/j.nahs.2008.03.003","title":"Exponential stability of singularly perturbed switched systems with time delay","year":2008,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dwell time; Exponential stability; Control theory (sociology); Stability (learning theory); Exponential growth; Lyapunov function; Mathematics; Exponential function; Computer science; Mathematical analysis; Physics; Control (management); Medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.01270347056705935,"gpt":0.1929900216102673,"spread":0.180286551043208,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000934415,0.0004770387,0.001802111,0.0004252783,0.0001530649,0.00009734471,0.0004257076,0.0001509282,0.0000744522],"category_scores_gemma":[0.0000666721,0.0003945487,0.0005977743,0.00119602,0.0001735731,0.0002524107,0.00003069328,0.0002498058,0.00005919005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002251079,"about_ca_system_score_gemma":0.0001140388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001490337,"about_ca_topic_score_gemma":0.00009443645,"domain_scores_codex":[0.9961025,0.0003453837,0.001409501,0.0005872661,0.001012532,0.0005427886],"domain_scores_gemma":[0.9974034,0.0002687543,0.000316971,0.001209991,0.0005632555,0.0002376196],"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":[0.0006345593,0.0006209455,0.07504412,0.001948241,0.01654229,0.0003679077,0.002724755,0.8474762,0.05393363,0.00004687279,0.0005140819,0.0001463958],"study_design_scores_gemma":[0.001063726,0.0001407606,0.0009360282,0.00008507179,0.001125831,0.000161493,0.0005783226,0.9919159,0.002019481,8.057971e-7,0.001438235,0.0005342889],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575918,0.002472629,0.03721594,0.00001120688,0.0004404198,0.0007280817,0.0002403521,0.0003781946,0.0009214001],"genre_scores_gemma":[0.9987075,0.00001708828,0.0002539359,0.000005089236,0.0003989619,0.00007858907,0.0001371353,0.00006813108,0.0003335993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1444398,"threshold_uncertainty_score":0.9998506,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2059735137","doi":"10.1016/j.nahs.2013.06.003","title":"Hybrid control of impulsive systems with distributed delays","year":2013,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Exponential stability; Verifiable secret sharing; State space; Class (philosophy); State (computer science); Nonlinear system; Impulse (physics); Lyapunov function; Control (management); Computer science; Mathematics; Stability (learning theory); Physics; Algorithm","retraction":null,"screen_n_in":null,"score":{"opus":0.004646197793348475,"gpt":0.1842129068334888,"spread":0.1795667090401403,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005555396,0.0004944188,0.001828859,0.0004214377,0.00009489196,0.0002203752,0.0004637838,0.00009824849,0.00008125792],"category_scores_gemma":[0.00005206461,0.0003927561,0.0005271677,0.000903026,0.0001117408,0.0002892521,0.00002357207,0.0002464631,0.00011947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001993886,"about_ca_system_score_gemma":0.00005982212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003462581,"about_ca_topic_score_gemma":0.00007446043,"domain_scores_codex":[0.9964551,0.0002545489,0.001413994,0.0005000435,0.000748126,0.0006281813],"domain_scores_gemma":[0.997148,0.00031551,0.0003986759,0.001031057,0.0008211171,0.0002856347],"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":[0.0000580993,0.00008910939,0.024009,0.0005944389,0.007565639,0.00003990854,0.00007243911,0.9655196,0.0007743452,0.0000937793,0.0009600096,0.0002236516],"study_design_scores_gemma":[0.001350697,0.0001238324,0.0009002333,0.0001076223,0.001451837,0.00006329369,0.0005923545,0.9914065,0.000386258,0.000005773476,0.003145519,0.000466091],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6132859,0.004502751,0.376082,0.00004098598,0.0006539332,0.001850627,0.002324054,0.0004226103,0.0008370805],"genre_scores_gemma":[0.9984021,0.00002191137,0.00008995557,0.00001268843,0.0003563516,0.0005261667,0.0003588438,0.00006600329,0.0001659668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3851162,"threshold_uncertainty_score":0.9998524,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2906965281","doi":"10.1016/j.nahs.2018.12.004","title":"Distributed low-complexity fault-tolerant consensus tracking of switched uncertain nonlinear pure-feedback multi-agent systems under asynchronous switching","year":2019,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Institute for Information and Communications Technology Promotion; Information Technology Research Centre; Ministry of Trade, Industry and Energy; Ministry of Education and Human Resources Development; Korea Institute of Energy Technology Evaluation and Planning; Ministry of Education; Ministry of Science, ICT and Future Planning; National Research Foundation of Korea","keywords":"Control theory (sociology); Consensus; Computer science; Nonlinear system; Fault tolerance; Tracking error; Multi-agent system; Actuator; Asynchronous communication; Control engineering; Engineering; Control (management); Distributed computing; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.03413268215577198,"gpt":0.2742041213495632,"spread":0.2400714391937912,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003068363,0.001259389,0.00373574,0.001076103,0.0003959078,0.001182663,0.003051404,0.0003910409,0.0000328789],"category_scores_gemma":[0.0002440356,0.001164377,0.001593958,0.00348233,0.0001794172,0.000603291,0.0005053047,0.0008231149,0.000419728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009809113,"about_ca_system_score_gemma":0.000493598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004488003,"about_ca_topic_score_gemma":0.0002540316,"domain_scores_codex":[0.9881691,0.001469667,0.003938811,0.002343374,0.002370417,0.001708568],"domain_scores_gemma":[0.990481,0.000730569,0.002716887,0.003748327,0.001633678,0.0006895825],"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":[0.0001426817,0.001507582,0.01463967,0.001722722,0.007059436,0.0004096953,0.0006380932,0.9505482,0.02044636,0.002113658,0.0001477472,0.0006241291],"study_design_scores_gemma":[0.003722114,0.0001242779,0.002855001,0.0004957676,0.0009206265,0.000185423,0.001227561,0.9875421,0.001124709,0.00001464395,0.0005894979,0.001198312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4106795,0.001011359,0.5823792,0.0001497769,0.001917252,0.00184924,0.001483099,0.0004324391,0.00009809368],"genre_scores_gemma":[0.9919624,0.00001195328,0.005906671,0.00005922506,0.0004456275,0.0000998699,0.001134294,0.000110579,0.0002693242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5812829,"threshold_uncertainty_score":0.9998542,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4323662928","doi":"10.1016/j.nahs.2023.101340","title":"Lyapunov-barrier characterization of robust reach–avoid–stay specifications for hybrid systems","year":2023,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Formal Methods in Verification","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Hybrid system; Lyapunov function; Discretization; Reachability; Dynamical systems theory; Mathematics; Differential inclusion; Control theory (sociology); State space; Nonlinear system; Computer science; Topology (electrical circuits); Mathematical optimization; Control (management); Algorithm; Mathematical analysis","retraction":null,"screen_n_in":null,"score":{"opus":0.0801088667584379,"gpt":0.2947939312418153,"spread":0.2146850644833774,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00301491,0.0003173513,0.0008778079,0.001330103,0.0002908618,0.0003574455,0.001317484,0.00009158292,0.000009549651],"category_scores_gemma":[0.000358365,0.0003113815,0.0004876675,0.003961383,0.00008216065,0.0007043275,0.0001425653,0.0001617963,0.0001171254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001565174,"about_ca_system_score_gemma":0.0001294938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001219528,"about_ca_topic_score_gemma":0.000004625381,"domain_scores_codex":[0.9958215,0.0004964141,0.001504504,0.0008816817,0.0007952614,0.0005006857],"domain_scores_gemma":[0.9955151,0.0003002012,0.001063355,0.002026174,0.0009195756,0.000175614],"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":[0.0002438538,0.001432579,0.01606171,0.004539519,0.009959353,0.00007998674,0.003174135,0.414565,0.3209795,0.2047053,0.008241348,0.01601768],"study_design_scores_gemma":[0.0002389254,0.00005169956,0.001874488,0.00005065271,0.0002963682,0.00001656369,0.000119745,0.9680043,0.009374446,0.00003268768,0.01962731,0.0003127946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08269498,0.0001177115,0.9129697,0.00009616023,0.001481433,0.001045973,0.0008870962,0.0004338701,0.0002730524],"genre_scores_gemma":[0.8195057,0.000151677,0.1673694,0.00003947691,0.001218208,0.0007683226,0.003890984,0.0001038663,0.006952358],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7456003,"threshold_uncertainty_score":0.9999338,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2028080837","doi":"10.1016/j.nahs.2008.04.002","title":"The problem of a lazy tester, or exponential dichotomy for impulsive differential equations revisited","year":2008,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Piecewise; Bounded function; Mathematics; Exponential stability; Banach space; Polynomial; Exponential dichotomy; Sequence (biology); Constant (computer programming); Differential equation; Mathematical analysis; Exponential function; Type (biology); Space (punctuation); Degree (music); Pure mathematics; Physics; Nonlinear system; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.02312490563317305,"gpt":0.2480699912503238,"spread":0.2249450856171507,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003312506,0.0002423711,0.0007293525,0.0002326718,0.0004193807,0.00009251008,0.0003267883,0.00007079562,0.00005658129],"category_scores_gemma":[0.0002094006,0.000169886,0.0006620495,0.0007716059,0.0001407338,0.0001152541,0.00003291805,0.00013111,0.0000112879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000668088,"about_ca_system_score_gemma":0.00007087646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001317746,"about_ca_topic_score_gemma":0.000361159,"domain_scores_codex":[0.9977652,0.0001527528,0.001018115,0.0003067856,0.0004173983,0.00033975],"domain_scores_gemma":[0.9975119,0.00114347,0.0002110762,0.0005909875,0.0004382647,0.0001043286],"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":[0.004871256,0.006014547,0.04477218,0.009216671,0.09527612,0.00006550158,0.01168193,0.6904391,0.08812191,0.009392983,0.008494967,0.03165285],"study_design_scores_gemma":[0.001198769,0.0001019459,0.001197357,0.00003607394,0.001513101,0.000005412065,0.0001903845,0.9917548,0.0006476468,0.00006511963,0.003034624,0.0002547927],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4160493,0.0006511018,0.5802151,0.00007069419,0.0002425625,0.00163039,0.000853077,0.0001760017,0.0001117813],"genre_scores_gemma":[0.9974045,0.0000622746,0.0008143783,0.000005249575,0.0003056868,0.0003817465,0.0004195862,0.00002980102,0.0005767567],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5813552,"threshold_uncertainty_score":0.6927752,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2086277644","doi":"10.1016/j.nahs.2006.04.012","title":"A birth–death model for Web cache systems: Numerical solutions and simulation","year":2007,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Caching and Content Delivery","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"","keywords":"Cache; Computer science; Cache algorithms; Web page; Cache invalidation; CPU cache; Parallel computing; World Wide Web","retraction":null,"screen_n_in":null,"score":{"opus":0.04779752712046908,"gpt":0.2867555113670878,"spread":0.2389579842466187,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001519807,0.0002032801,0.0005031914,0.0004906863,0.0003241493,0.0003563622,0.0003541432,0.00006906882,6.57554e-7],"category_scores_gemma":[0.0000740612,0.0001845406,0.0003207932,0.0007246047,0.0000225912,0.0002872221,0.0001008126,0.0001242656,0.000009934361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001067643,"about_ca_system_score_gemma":0.00008050055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005214158,"about_ca_topic_score_gemma":0.00005743096,"domain_scores_codex":[0.997892,0.0001075983,0.0005953972,0.0005609119,0.0004059809,0.0004381384],"domain_scores_gemma":[0.9983685,0.0003444107,0.0002073581,0.0005946523,0.0002969077,0.0001881865],"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":[0.0000137515,0.00005764826,0.001778683,0.00004778671,0.0004117478,0.000008276366,0.0001010187,0.994377,0.0002062358,0.002455123,0.00009479005,0.0004479138],"study_design_scores_gemma":[0.0003135403,0.00003370374,0.0001417747,0.00001959587,0.0002974506,0.00001931653,0.00007058301,0.9974179,0.000004883451,0.00001941959,0.001445329,0.0002164777],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08345371,0.001072926,0.9144269,0.00006244636,0.0002645702,0.0003234909,0.00009967378,0.0001878528,0.0001084529],"genre_scores_gemma":[0.9949517,0.00000819622,0.003436515,0.00005198205,0.0002593914,0.00002786393,0.00004321964,0.00001529014,0.001205797],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9114981,"threshold_uncertainty_score":0.7525347,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2050061059","doi":"10.1016/j.nahs.2006.04.011","title":"Dynamics of hybrid systems induced by operator valued measures","year":2007,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Nonlinear Differential Equations Analysis","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Operator (biology); Uniqueness; Mathematics; Bounded function; Quadratic equation; Class (philosophy); Applied mathematics; Computer science; Mathematical analysis","retraction":null,"screen_n_in":null,"score":{"opus":0.0375279929850051,"gpt":0.3097966271324465,"spread":0.2722686341474414,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004093054,0.0006193586,0.002292731,0.001512794,0.0002405296,0.0002661252,0.0008200957,0.0001624192,0.00009177666],"category_scores_gemma":[0.0007418321,0.0005591185,0.001153098,0.002792272,0.0001087901,0.000215735,0.0001273497,0.000405138,0.00005739706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004573718,"about_ca_system_score_gemma":0.0001677273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002665535,"about_ca_topic_score_gemma":0.0009636295,"domain_scores_codex":[0.9930973,0.0006232776,0.002779757,0.0008537529,0.001889952,0.0007559307],"domain_scores_gemma":[0.9945235,0.000602009,0.00134857,0.001702193,0.001446297,0.0003774317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0018005,0.02458431,0.1152555,0.01237894,0.2978894,0.001182628,0.003299175,0.08784185,0.282479,0.1343145,0.02579153,0.01318276],"study_design_scores_gemma":[0.0009313331,0.0001099282,0.000097697,0.0001218372,0.007547204,0.00003207903,0.001158867,0.9763101,0.01197946,0.0002011078,0.0006849235,0.0008254035],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6490402,0.0005274724,0.3477986,0.00003690851,0.0003832956,0.0005868431,0.0009862893,0.0001496459,0.0004908629],"genre_scores_gemma":[0.9931741,0.00002148066,0.003288098,0.00001595151,0.0004440473,0.00003467466,0.001089152,0.0001185464,0.001813929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8884683,"threshold_uncertainty_score":0.999686,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3203905691","doi":"10.1016/j.nahs.2021.101115","title":"D’Alembert function for exact non-smooth modal analysis of the bar in unilateral contact","year":2021,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Bladed Disk Vibration Dynamics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematical analysis; Mathematics; Piecewise; Vibration; Piecewise linear function; Displacement (psychology); Boundary value problem; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.007466175756504027,"gpt":0.2164077396449204,"spread":0.2089415638884164,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003373514,0.0002181762,0.0008417048,0.0006392058,0.00005261722,0.00007498526,0.0002077191,0.00009504446,0.00006923803],"category_scores_gemma":[0.00003580877,0.0001875013,0.0008876703,0.003460994,0.00001757995,0.00015214,0.00003204475,0.0001600869,0.000004569046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001216936,"about_ca_system_score_gemma":0.00006629404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002741695,"about_ca_topic_score_gemma":0.003170997,"domain_scores_codex":[0.9981724,0.0001171856,0.0008010621,0.0003189814,0.0003270541,0.0002633087],"domain_scores_gemma":[0.9987694,0.0001169857,0.0001638206,0.0006697759,0.0002132553,0.00006675724],"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":[0.00001479438,0.00004730306,0.05785292,0.00008937215,0.005924546,0.000003963994,0.0000745116,0.9331942,0.002481447,0.0001137433,0.00008457378,0.0001186121],"study_design_scores_gemma":[0.0003749093,0.00001272674,0.05987668,0.00001936421,0.00466541,0.000001458523,0.0001343543,0.9326694,0.001229122,0.00000510888,0.0008366114,0.000174866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8696071,0.0001776541,0.1283761,0.00003211353,0.0004137394,0.000285779,0.0004337078,0.00005768382,0.0006161162],"genre_scores_gemma":[0.9983428,0.00001269084,0.0002586108,0.00002540991,0.0001128298,0.00003873577,0.0006958817,0.0000337599,0.0004792447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1287357,"threshold_uncertainty_score":0.7646083,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3080817115","doi":"10.1016/j.nahs.2020.100948","title":"Randomly switching evolution equations","year":2020,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Diffusion and Search Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Narodowym Centrum Nauki; Narodowe Centrum Nauki","keywords":"Time reversibility; Markov process; Integrable system; Markov chain; Moment (physics); Piecewise; Stochastic process; Evolution equation","retraction":null,"screen_n_in":null,"score":{"opus":0.01639768795386513,"gpt":0.260512971162047,"spread":0.2441152832081818,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003103941,0.000131409,0.0002753169,0.0001058863,0.0001194127,0.00008149366,0.0001969988,0.00005664876,0.00002533635],"category_scores_gemma":[0.000256128,0.0001207519,0.0003200501,0.0004677157,0.00002012618,0.000005423904,0.00007514007,0.00009930638,0.00006458344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000206953,"about_ca_system_score_gemma":0.00007195389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009469032,"about_ca_topic_score_gemma":0.00006122664,"domain_scores_codex":[0.9986965,0.00014438,0.0003298182,0.0003531125,0.0002736429,0.0002025178],"domain_scores_gemma":[0.9992449,0.00002210797,0.0001051885,0.0002981239,0.0001443364,0.0001853685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006260314,0.0005207818,0.02457113,0.0002147047,0.006507847,0.00005402049,0.0004227795,0.148121,0.8075808,0.002561798,0.006716917,0.002102206],"study_design_scores_gemma":[0.0007386006,0.00007243532,0.0002010279,0.000004837044,0.0002889973,0.00000350803,0.0001520329,0.9804385,0.0008934992,0.000005480209,0.01702474,0.000176308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3473075,0.000355284,0.650732,0.0004078747,0.00009717864,0.0001748547,0.00006972526,0.00003193193,0.0008236881],"genre_scores_gemma":[0.9970543,0.00002508271,0.0003312594,0.0002743122,0.0004876807,0.00001254152,0.0006471621,0.00001669098,0.001150903],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8323176,"threshold_uncertainty_score":0.492412,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7115074596","doi":"10.1016/j.nahs.2025.101670","title":"A new framework for bounding reachability probabilities of continuous-time stochastic systems","year":2025,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Institute of Software, Chinese Academy of Sciences; Chinese Academy of Sciences; National Research Foundation Singapore; Canadian Anesthesiologists' Society","keywords":"Reachability; Bounding overwatch; Complement (music); Upper and lower bounds; Reachability problem; Set (abstract data type); Partial differential equation; Stochastic process","retraction":null,"screen_n_in":null,"score":{"opus":0.0449239055332598,"gpt":0.3420248129813498,"spread":0.29710090744809,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007238459,0.0003605864,0.002031611,0.001111984,0.0002001649,0.0004779323,0.001082877,0.0001861275,0.00004594238],"category_scores_gemma":[0.0144242,0.0002760602,0.0008760396,0.00273727,0.0001718795,0.0001698486,0.0001169952,0.0002233408,0.00003900049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002080964,"about_ca_system_score_gemma":0.0004882696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006597995,"about_ca_topic_score_gemma":0.00001532904,"domain_scores_codex":[0.9944716,0.0004549525,0.002329893,0.0009823424,0.001253095,0.0005081202],"domain_scores_gemma":[0.9884457,0.007923098,0.0007451801,0.001719365,0.0009575055,0.000209139],"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":[0.0002158158,0.0002415411,0.004018075,0.000783192,0.003135113,0.000004029881,0.0005223721,0.8986235,0.0002976606,0.08380991,0.006347507,0.002001234],"study_design_scores_gemma":[0.0003944005,0.0001068108,0.0001317018,0.0003446782,0.001158198,0.000005332412,0.0008424753,0.9731758,0.00006587449,0.01735215,0.006101131,0.0003214527],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01763012,0.001458459,0.9772487,0.0001110169,0.001291244,0.001440301,0.0002538658,0.0001327834,0.0004335364],"genre_scores_gemma":[0.9336664,0.000002353831,0.04285275,0.00001421462,0.0004331091,0.0001628487,0.0000407746,0.00002966125,0.02279791],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9343959,"threshold_uncertainty_score":0.9999692,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399992904","doi":"10.1016/j.nahs.2024.101519","title":"Competition in the nutrient-driven self-cycling fermentation process","year":2024,"lang":"en","type":"article","venue":"Nonlinear Analysis Hybrid Systems","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University; Queen's University; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chemostat; Fermentation; Cycling; Nutrient cycle; Nutrient; Competition (biology); Biological system; Process (computing); Ecology; Environmental science; Chemistry; Biochemical engineering; Mathematics; Computer science; Biology; Food science; Bacteria; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.007506119030234581,"gpt":0.2820057882002367,"spread":0.2744996691700021,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003680372,0.0001121418,0.0001499734,0.0001675766,0.00006283609,0.0001180752,0.000161486,0.0000517994,0.000008032701],"category_scores_gemma":[0.00001289937,0.00008752583,0.0001524337,0.00059282,0.00002167086,0.000005453792,0.00001828748,0.00008923478,0.00002334856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003067666,"about_ca_system_score_gemma":0.00005170287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003463478,"about_ca_topic_score_gemma":0.000127679,"domain_scores_codex":[0.9988757,0.0001457232,0.0002956316,0.0003059738,0.0002253719,0.0001515668],"domain_scores_gemma":[0.9995922,0.00001285555,0.00005615464,0.0002362948,0.00007062303,0.0000318555],"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":[0.0001373074,0.001336562,0.08914167,0.001619002,0.005366058,0.0001533438,0.003718386,0.7716418,0.1183684,0.004738224,0.002798214,0.0009810777],"study_design_scores_gemma":[0.0002224482,0.00005808139,0.001750733,0.00003407235,0.000323467,0.00002772496,0.0009107979,0.9861299,0.001006175,0.00002833109,0.009348897,0.0001593418],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9648012,0.001068418,0.03281016,0.0001480659,0.0002019801,0.000262058,0.00005896359,0.00003548744,0.000613663],"genre_scores_gemma":[0.9976165,0.0001417859,0.0002225863,0.00008504329,0.0003038119,0.00003865399,0.001233803,0.00001210328,0.0003456664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2144882,"threshold_uncertainty_score":0.35692,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3137661353","doi":"10.1016/j.nahs.2021.101109","title":"Hybrid event-triggered and impulsive control for time-delay systems","year":2021,"lang":"en","type":"preprint","venue":"Nonlinear Analysis Hybrid Systems","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University; University of Calgary","funders":"Pacific Institute for the Mathematical Sciences","keywords":"Control theory (sociology); Nonlinear system; Computer science; Stability (learning theory); Control (management); Hybrid system; Event (particle physics); Lyapunov function; Mathematics; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.008039543363770652,"gpt":0.2286219568485221,"spread":0.2205824134847514,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001846324,0.00117297,0.004321913,0.0007941849,0.0002251673,0.00123639,0.0007174985,0.0004860329,0.00003789972],"category_scores_gemma":[0.0002206067,0.001173817,0.001967219,0.0005001434,0.0001009539,0.0001946847,0.0001986595,0.000800613,0.00004054787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005247517,"about_ca_system_score_gemma":0.0002606433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001041434,"about_ca_topic_score_gemma":0.00008743253,"domain_scores_codex":[0.9934251,0.0006502827,0.002468404,0.001573224,0.0009001762,0.0009827748],"domain_scores_gemma":[0.9949664,0.0008987046,0.000742111,0.001869524,0.001055406,0.0004678502],"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":[0.0001075484,0.00009725345,0.0008921451,0.00413183,0.02043103,0.0001429645,0.0001787379,0.971031,0.0007153888,0.00003355589,0.001896162,0.0003423749],"study_design_scores_gemma":[0.00182238,0.00006554971,0.00004967475,0.0004817873,0.005707882,0.00008351024,0.000449123,0.9840638,0.0001207764,0.00001789284,0.006017022,0.001120625],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4000704,0.07108586,0.5014027,0.0001045297,0.006785894,0.00726211,0.01160416,0.001155863,0.000528535],"genre_scores_gemma":[0.9922793,0.0002173376,0.0002734963,0.00003821325,0.002084589,0.00144423,0.002282171,0.0002035387,0.001177153],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5922089,"threshold_uncertainty_score":0.9998004,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}