{"meta":{"query_hash":"fa3a85af2b38","filters":{"venue":"Nonlinear Analysis Hybrid Systems"},"cohort_total":17,"direct_labels_cover":0,"predictions_cover":17,"exported":17,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/fa3a85af2b38","api":"https://metacan.xera.ac/api/v1/cohort?venue=Nonlinear+Analysis+Hybrid+Systems"},"results":[{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.03962665466784618,"score_gpt":0.3365361485269545,"score_spread":0.29690949385910836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990733120","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.061160963,0.00014880988,0.9348297,0.00011532776,0.0018933094,0.00099396,0.00022270223,0.00048322623,0.00015196201],"genre_scores_gemma":[0.3355941,0.000004137019,0.6628633,0.00006662987,0.0011071096,0.00004610613,0.00012982388,0.0000441163,0.00014467248],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9954524,0.00050532573,0.0013975854,0.001156156,0.0007081683,0.00078034133],"domain_scores_gemma":[0.99628425,0.0005245123,0.0008483111,0.0012216412,0.00080864725,0.00031263553],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0034909882,0.0004882198,0.0012892127,0.00063381967,0.00045006038,0.000965146,0.0012213595,0.00013588589,0.000006872162],"category_scores_gemma":[0.00031100877,0.00043217666,0.0006588736,0.0014109804,0.00015375165,0.0004997242,0.00027592387,0.000543437,0.000013979445],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018977081,0.002336997,0.010245203,0.0034893928,0.010267833,0.00081107713,0.001216645,0.13091497,0.20146728,0.02021546,0.0022604675,0.6165849],"study_design_scores_gemma":[0.00028241015,0.000115838804,0.000010543901,0.00011662069,0.00029921776,0.00032025296,0.00012060703,0.98262066,0.007221222,0.00008877503,0.008291258,0.000512595],"about_ca_topic_score_codex":0.0013135509,"about_ca_topic_score_gemma":0.000015511574,"teacher_disagreement_score":0.8517057,"about_ca_system_score_codex":0.00014590925,"about_ca_system_score_gemma":0.0001963971,"threshold_uncertainty_score":0.999813},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.012703470567059347,"score_gpt":0.1929900216102673,"score_spread":0.18028655104320795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995649400","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9575918,0.0024726286,0.037215944,0.000011206879,0.00044041977,0.0007280817,0.00024035209,0.00037819459,0.0009214001],"genre_scores_gemma":[0.9987075,0.000017088276,0.0002539359,0.000005089236,0.0003989619,0.000078589066,0.00013713527,0.00006813108,0.0003335993],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9961025,0.00034538365,0.001409501,0.0005872661,0.0010125319,0.0005427886],"domain_scores_gemma":[0.9974034,0.0002687543,0.000316971,0.0012099909,0.0005632555,0.00023761965],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00093441503,0.00047703873,0.001802111,0.00042527827,0.00015306486,0.00009734471,0.00042570764,0.00015092816,0.000074452204],"category_scores_gemma":[0.0000666721,0.00039454873,0.0005977743,0.0011960199,0.00017357308,0.00025241065,0.00003069328,0.00024980577,0.000059190053],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006345593,0.00062094553,0.07504412,0.001948241,0.016542293,0.00036790772,0.0027247553,0.8474762,0.053933628,0.00004687279,0.0005140819,0.00014639576],"study_design_scores_gemma":[0.0010637264,0.00014076062,0.0009360282,0.00008507179,0.0011258312,0.00016149302,0.00057832256,0.99191594,0.002019481,8.0579713e-7,0.0014382347,0.0005342889],"about_ca_topic_score_codex":0.0014903368,"about_ca_topic_score_gemma":0.00009443645,"teacher_disagreement_score":0.14443976,"about_ca_system_score_codex":0.00022510791,"about_ca_system_score_gemma":0.000114038776,"threshold_uncertainty_score":0.99985063},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.006345929807209254,"score_gpt":0.20661180390642686,"score_spread":0.20026587409921762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013015804","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2871787,0.004136145,0.6988216,0.00014875148,0.00057958846,0.0060679563,0.0014039046,0.00045591118,0.0012074494],"genre_scores_gemma":[0.99632126,0.000020910627,0.0011580589,0.000041293526,0.00068412226,0.00078788877,0.00012629955,0.00016199291,0.00069817033],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9947144,0.00024768405,0.0023494966,0.00075790304,0.0011670563,0.0007634678],"domain_scores_gemma":[0.9949566,0.0003403067,0.0009027901,0.0014151381,0.0019280039,0.0004571481],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009756013,0.00069413957,0.002892473,0.0010174453,0.00007877264,0.000109010456,0.0007193082,0.00024294615,0.000030545933],"category_scores_gemma":[0.00010312484,0.00057985185,0.00055227947,0.0020076334,0.00008051052,0.0003366859,0.00003922296,0.0003404837,0.0003013819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015957138,0.00016086188,0.004867867,0.0008536018,0.0058893175,0.000013745174,0.000107218955,0.9220268,0.06526762,0.000097478856,0.00043199354,0.00012390224],"study_design_scores_gemma":[0.002628856,0.00024381246,0.0006018558,0.00022314754,0.0017281898,0.000030504742,0.00028894353,0.97865677,0.004928518,6.6124e-7,0.010096131,0.00057262246],"about_ca_topic_score_codex":0.0021634852,"about_ca_topic_score_gemma":0.00015654734,"teacher_disagreement_score":0.70914257,"about_ca_system_score_codex":0.00024673544,"about_ca_system_score_gemma":0.00011548365,"threshold_uncertainty_score":0.9996653},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.007541984021773031,"score_gpt":0.20183579881960753,"score_spread":0.1942938147978345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020604764","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7163446,0.0010970427,0.27867207,0.000008851137,0.00008980598,0.0009499639,0.00039866794,0.00019501377,0.00224399],"genre_scores_gemma":[0.9978877,0.000009915592,0.0015115504,0.0000071768536,0.0001686978,0.00019503692,0.000075330216,0.000054481792,0.00009015336],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99582696,0.0002770805,0.0015628512,0.0008109854,0.00086647226,0.0006556386],"domain_scores_gemma":[0.9966755,0.0007651369,0.00033702038,0.0012402012,0.00054365554,0.00043849205],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0029805226,0.00051759917,0.002492455,0.0013784912,0.000104180006,0.00014961207,0.00039315657,0.0001568732,0.000017735261],"category_scores_gemma":[0.00014470301,0.00042753184,0.0006326148,0.004565429,0.00010724186,0.00015846331,0.000050871957,0.00020687417,0.000016959102],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043322786,0.00046037967,0.14716858,0.001753527,0.044793084,0.000034130797,0.001342993,0.7994,0.0035079045,0.00006004334,0.000056682842,0.0009895007],"study_design_scores_gemma":[0.0004814052,0.00009669703,0.005604847,0.00006623562,0.009637369,0.000023811552,0.0025873606,0.97854304,0.0020887088,0.0000010839767,0.00028184085,0.00058760203],"about_ca_topic_score_codex":0.002797695,"about_ca_topic_score_gemma":0.00055626535,"teacher_disagreement_score":0.28154305,"about_ca_system_score_codex":0.00025807996,"about_ca_system_score_gemma":0.000048091286,"threshold_uncertainty_score":0.99981767},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.023124905633173046,"score_gpt":0.24806999125032375,"score_spread":0.2249450856171507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028080837","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41604927,0.00065110176,0.5802151,0.000070694194,0.00024256248,0.0016303898,0.00085307704,0.00017600167,0.00011178127],"genre_scores_gemma":[0.9974045,0.0000622746,0.0008143783,0.0000052495748,0.00030568684,0.00038174647,0.00041958623,0.000029801022,0.00057675666],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977652,0.00015275281,0.0010181152,0.00030678557,0.0004173983,0.00033974997],"domain_scores_gemma":[0.99751186,0.00114347,0.00021107621,0.0005909875,0.00043826475,0.00010432864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003312506,0.00024237113,0.00072935247,0.00023267177,0.00041938073,0.00009251008,0.00032678826,0.00007079562,0.000056581288],"category_scores_gemma":[0.00020940056,0.00016988604,0.00066204945,0.0007716059,0.00014073377,0.00011525407,0.000032918055,0.00013110996,0.000011287901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004871256,0.006014547,0.044772178,0.009216671,0.095276125,0.000065501576,0.011681933,0.6904391,0.08812191,0.009392983,0.008494967,0.03165285],"study_design_scores_gemma":[0.0011987686,0.00010194589,0.0011973574,0.000036073936,0.0015131008,0.0000054120646,0.00019038454,0.9917548,0.0006476468,0.00006511963,0.003034624,0.00025479266],"about_ca_topic_score_codex":0.00013177464,"about_ca_topic_score_gemma":0.00036115904,"teacher_disagreement_score":0.5813552,"about_ca_system_score_codex":0.000066808796,"about_ca_system_score_gemma":0.00007087646,"threshold_uncertainty_score":0.6927752},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.0375279929850051,"score_gpt":0.3097966271324465,"score_spread":0.2722686341474414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050061059","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64904016,0.00052747235,0.34779856,0.000036908514,0.00038329556,0.00058684306,0.0009862893,0.00014964592,0.00049086293],"genre_scores_gemma":[0.99317414,0.000021480659,0.0032880981,0.000015951511,0.00044404727,0.000034674664,0.0010891517,0.000118546384,0.0018139286],"study_design_codex":"meta_analysis","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9930973,0.0006232776,0.002779757,0.0008537529,0.0018899522,0.0007559307],"domain_scores_gemma":[0.9945235,0.000602009,0.0013485699,0.0017021929,0.0014462972,0.0003774317],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0040930538,0.0006193586,0.002292731,0.0015127938,0.00024052957,0.00026612522,0.0008200957,0.00016241922,0.00009177666],"category_scores_gemma":[0.0007418321,0.00055911846,0.0011530984,0.0027922718,0.00010879015,0.00021573498,0.00012734969,0.000405138,0.000057397065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018005,0.02458431,0.11525546,0.012378938,0.2978894,0.0011826277,0.0032991753,0.087841846,0.28247896,0.13431449,0.02579153,0.013182762],"study_design_scores_gemma":[0.0009313331,0.00010992819,0.000097697004,0.0001218372,0.0075472044,0.00003207903,0.0011588674,0.97631013,0.011979459,0.00020110779,0.0006849235,0.00082540355],"about_ca_topic_score_codex":0.002665535,"about_ca_topic_score_gemma":0.0009636295,"teacher_disagreement_score":0.8884683,"about_ca_system_score_codex":0.00045737182,"about_ca_system_score_gemma":0.0001677273,"threshold_uncertainty_score":0.999686},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.004646197793348475,"score_gpt":0.18421290683348876,"score_spread":0.17956670904014027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059735137","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6132859,0.004502751,0.37608203,0.00004098598,0.0006539332,0.0018506265,0.0023240538,0.00042261026,0.00083708053],"genre_scores_gemma":[0.9984021,0.000021911366,0.00008995557,0.00001268843,0.00035635164,0.0005261667,0.00035884377,0.00006600329,0.00016596682],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99645513,0.0002545489,0.0014139944,0.0005000435,0.000748126,0.0006281813],"domain_scores_gemma":[0.997148,0.00031550997,0.00039867588,0.0010310566,0.0008211171,0.00028563468],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00055553956,0.0004944188,0.0018288586,0.0004214377,0.000094891955,0.0002203752,0.00046378383,0.000098248485,0.000081257924],"category_scores_gemma":[0.00005206461,0.0003927561,0.0005271677,0.00090302597,0.00011174085,0.0002892521,0.00002357207,0.00024646305,0.00011946998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058099296,0.00008910939,0.024009002,0.00059443887,0.007565639,0.000039908537,0.00007243911,0.9655196,0.0007743452,0.0000937793,0.0009600096,0.00022365157],"study_design_scores_gemma":[0.0013506969,0.00012383243,0.0009002333,0.00010762228,0.001451837,0.00006329369,0.0005923545,0.9914065,0.000386258,0.000005773476,0.0031455192,0.00046609098],"about_ca_topic_score_codex":0.0034625807,"about_ca_topic_score_gemma":0.000074460426,"teacher_disagreement_score":0.3851162,"about_ca_system_score_codex":0.00019938857,"about_ca_system_score_gemma":0.000059822123,"threshold_uncertainty_score":0.9998524},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.04779752712046908,"score_gpt":0.2867555113670878,"score_spread":0.23895798424661874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086277644","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08345371,0.0010729263,0.91442686,0.000062446365,0.0002645702,0.0003234909,0.00009967378,0.00018785283,0.000108452856],"genre_scores_gemma":[0.9949517,0.00000819622,0.0034365149,0.000051982046,0.00025939138,0.000027863933,0.000043219636,0.000015290136,0.0012057968],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99789196,0.00010759828,0.0005953972,0.0005609119,0.00040598086,0.00043813844],"domain_scores_gemma":[0.9983685,0.0003444107,0.00020735814,0.0005946523,0.00029690773,0.00018818646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015198074,0.00020328005,0.00050319143,0.00049068633,0.00032414933,0.00035636223,0.00035414315,0.000069068825,6.57554e-7],"category_scores_gemma":[0.0000740612,0.00018454061,0.0003207932,0.0007246047,0.000022591204,0.0002872221,0.00010081262,0.00012426559,0.000009934361],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013751498,0.00005764826,0.001778683,0.00004778671,0.00041174778,0.000008276366,0.00010101868,0.994377,0.00020623577,0.0024551225,0.00009479005,0.00044791383],"study_design_scores_gemma":[0.00031354034,0.000033703738,0.0001417747,0.000019595873,0.0002974506,0.000019316529,0.00007058301,0.9974179,0.0000048834513,0.000019419585,0.0014453288,0.00021647767],"about_ca_topic_score_codex":0.0005214158,"about_ca_topic_score_gemma":0.00005743096,"teacher_disagreement_score":0.91149807,"about_ca_system_score_codex":0.00010676432,"about_ca_system_score_gemma":0.000080500555,"threshold_uncertainty_score":0.75253475},"labels":[],"label_agreement":null},{"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.0122676652228658,"score_gpt":0.24546773253083118,"score_spread":0.2332000673079654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2739227376","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05396367,0.0001634486,0.9448901,0.00013685336,0.00015406038,0.00028533622,0.000018691959,0.00010722539,0.00028062396],"genre_scores_gemma":[0.98615134,0.000015607959,0.013217907,0.00003985835,0.0002329703,0.000009597027,0.00018346177,0.000021014177,0.00012823685],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974605,0.00026170627,0.0006969851,0.00064879115,0.0005384682,0.00039354136],"domain_scores_gemma":[0.99675107,0.00019845982,0.0009057355,0.0015007493,0.000516814,0.00012719569],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000555874,0.000266491,0.0007774707,0.00022255839,0.0006944064,0.00064215105,0.0011781187,0.000085230575,0.000022387752],"category_scores_gemma":[0.000085754335,0.0002253651,0.00022711414,0.0008068263,0.00017373527,0.0006936719,0.0002823554,0.00019871461,0.0000108697495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021314592,0.000073916846,0.014722196,0.00005175579,0.0006343175,0.00003651087,0.00008987521,0.9815224,0.00011196514,0.00033115983,0.000043434666,0.002361165],"study_design_scores_gemma":[0.00034518496,0.00009845868,0.0030569332,0.00006976772,0.0002984979,0.00004119024,0.00000835668,0.995679,0.000050064915,0.000017662118,0.00008128226,0.00025360764],"about_ca_topic_score_codex":0.000582506,"about_ca_topic_score_gemma":0.0001190814,"teacher_disagreement_score":0.9321877,"about_ca_system_score_codex":0.00012286971,"about_ca_system_score_gemma":0.00008847918,"threshold_uncertainty_score":0.91901225},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.017847310854950012,"score_gpt":0.2720753803366397,"score_spread":0.2542280694816897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2807653263","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03739657,0.00039560182,0.9432967,0.00008167871,0.0008098425,0.01591042,0.0009592696,0.0005376722,0.00061229453],"genre_scores_gemma":[0.98737967,0.0000018732463,0.006474893,0.000040852672,0.0006434075,0.0031364318,0.0001853435,0.00007931347,0.002058196],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9920921,0.0010881696,0.0023317586,0.0016208538,0.001783711,0.0010834571],"domain_scores_gemma":[0.99146885,0.00029714094,0.0020791031,0.0032043667,0.0024195397,0.0005309996],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019721217,0.00080846116,0.0023584922,0.0009692746,0.00031319848,0.0006266461,0.00230913,0.00014117653,0.00003137437],"category_scores_gemma":[0.0001266179,0.00064946816,0.000719671,0.0025686456,0.00036993274,0.00036233675,0.0003305605,0.0003041636,0.0007835924],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0030440683,0.01360449,0.10945348,0.008226812,0.13046892,0.009798859,0.0049510496,0.5422234,0.11898618,0.004204939,0.042846054,0.012191767],"study_design_scores_gemma":[0.0023722276,0.0005577521,0.00024427363,0.00029674664,0.0007848601,0.00047304528,0.00010203487,0.98200405,0.0040332526,0.0000020211044,0.008380619,0.0007491465],"about_ca_topic_score_codex":0.0018761378,"about_ca_topic_score_gemma":0.000091179805,"teacher_disagreement_score":0.9499831,"about_ca_system_score_codex":0.00031913313,"about_ca_system_score_gemma":0.0003639571,"threshold_uncertainty_score":0.9999944},"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,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.034132682155771976,"score_gpt":0.2742041213495632,"score_spread":0.2400714391937912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2906965281","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41067955,0.001011359,0.5823792,0.00014977687,0.0019172516,0.0018492404,0.0014830992,0.00043243912,0.00009809368],"genre_scores_gemma":[0.99196243,0.00001195328,0.0059066713,0.00005922506,0.00044562752,0.0000998699,0.0011342941,0.00011057903,0.00026932423],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.98816913,0.0014696667,0.003938811,0.002343374,0.0023704174,0.0017085682],"domain_scores_gemma":[0.99048096,0.000730569,0.002716887,0.0037483275,0.0016336776,0.00068958255],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003068363,0.0012593892,0.0037357397,0.0010761028,0.00039590776,0.0011826631,0.0030514044,0.00039104087,0.0000328789],"category_scores_gemma":[0.00024403556,0.0011643767,0.0015939579,0.0034823297,0.00017941724,0.000603291,0.0005053047,0.0008231149,0.00041972802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014268167,0.0015075816,0.014639666,0.0017227216,0.0070594363,0.0004096953,0.0006380932,0.95054823,0.02044636,0.0021136585,0.00014774718,0.00062412914],"study_design_scores_gemma":[0.0037221145,0.00012427788,0.0028550008,0.0004957676,0.0009206265,0.00018542302,0.0012275613,0.9875421,0.0011247094,0.000014643953,0.0005894979,0.0011983124],"about_ca_topic_score_codex":0.0044880034,"about_ca_topic_score_gemma":0.0002540316,"teacher_disagreement_score":0.5812829,"about_ca_system_score_codex":0.0009809113,"about_ca_system_score_gemma":0.000493598,"threshold_uncertainty_score":0.9998542},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.01639768795386513,"score_gpt":0.26051297116204697,"score_spread":0.24411528320818185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3080817115","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3473075,0.00035528396,0.650732,0.00040787467,0.00009717864,0.00017485468,0.00006972526,0.000031931926,0.00082368805],"genre_scores_gemma":[0.99705434,0.000025082709,0.00033125945,0.00027431225,0.00048768072,0.000012541523,0.00064716215,0.00001669098,0.0011509027],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986965,0.00014437998,0.00032981817,0.00035311247,0.00027364286,0.00020251778],"domain_scores_gemma":[0.99924487,0.000022107968,0.00010518851,0.00029812386,0.00014433643,0.00018536848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003103941,0.00013140899,0.0002753169,0.000105886276,0.000119412674,0.00008149366,0.00019699876,0.00005664876,0.000025336349],"category_scores_gemma":[0.000256128,0.0001207519,0.0003200501,0.00046771567,0.00002012618,0.000005423904,0.000075140066,0.00009930638,0.000064583444],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006260314,0.00052078185,0.024571132,0.00021470466,0.006507847,0.00005402049,0.00042277953,0.14812097,0.8075808,0.002561798,0.0067169173,0.0021022055],"study_design_scores_gemma":[0.0007386006,0.00007243532,0.00020102787,0.0000048370443,0.00028899725,0.00000350803,0.00015203288,0.98043853,0.00089349924,0.000005480209,0.017024744,0.00017630796],"about_ca_topic_score_codex":0.00009469032,"about_ca_topic_score_gemma":0.000061226645,"teacher_disagreement_score":0.8323176,"about_ca_system_score_codex":0.000020695297,"about_ca_system_score_gemma":0.000071953895,"threshold_uncertainty_score":0.49241197},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.008039543363770652,"score_gpt":0.22862195684852207,"score_spread":0.2205824134847514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3137661353","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4000704,0.07108586,0.5014027,0.00010452973,0.0067858943,0.00726211,0.011604155,0.0011558626,0.00052853505],"genre_scores_gemma":[0.9922793,0.00021733758,0.00027349635,0.00003821325,0.002084589,0.0014442299,0.0022821708,0.00020353872,0.001177153],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99342513,0.0006502827,0.0024684044,0.0015732236,0.0009001762,0.0009827748],"domain_scores_gemma":[0.9949664,0.00089870463,0.000742111,0.0018695242,0.0010554058,0.00046785022],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0018463236,0.0011729696,0.004321913,0.00079418486,0.00022516734,0.0012363896,0.00071749854,0.00048603286,0.000037899725],"category_scores_gemma":[0.00022060667,0.0011738174,0.0019672192,0.0005001434,0.00010095386,0.00019468469,0.00019865953,0.000800613,0.00004054787],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010754837,0.000097253454,0.0008921451,0.0041318303,0.02043103,0.00014296453,0.00017873786,0.971031,0.0007153888,0.000033555887,0.0018961618,0.00034237493],"study_design_scores_gemma":[0.0018223799,0.000065549706,0.00004967475,0.00048178728,0.005707882,0.00008351024,0.00044912298,0.9840638,0.0001207764,0.000017892844,0.006017022,0.0011206252],"about_ca_topic_score_codex":0.0010414344,"about_ca_topic_score_gemma":0.00008743253,"teacher_disagreement_score":0.59220886,"about_ca_system_score_codex":0.0005247517,"about_ca_system_score_gemma":0.00026064334,"threshold_uncertainty_score":0.99980044},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.007466175756504027,"score_gpt":0.21640773964492044,"score_spread":0.20894156388841642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203905691","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8696071,0.0001776541,0.1283761,0.00003211353,0.0004137394,0.00028577895,0.00043370778,0.000057683825,0.0006161162],"genre_scores_gemma":[0.9983428,0.00001269084,0.0002586108,0.000025409909,0.00011282975,0.000038735772,0.0006958817,0.0000337599,0.00047924466],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981724,0.00011718565,0.0008010621,0.00031898145,0.00032705406,0.00026330873],"domain_scores_gemma":[0.9987694,0.00011698568,0.00016382059,0.00066977594,0.00021325535,0.00006675724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033735138,0.00021817618,0.0008417048,0.0006392058,0.00005261722,0.00007498526,0.00020771912,0.00009504446,0.00006923803],"category_scores_gemma":[0.000035808767,0.00018750134,0.00088767026,0.0034609935,0.000017579945,0.00015214003,0.000032044754,0.00016008689,0.000004569046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014794377,0.000047303056,0.05785292,0.00008937215,0.005924546,0.0000039639935,0.000074511605,0.9331942,0.0024814468,0.00011374331,0.00008457378,0.000118612064],"study_design_scores_gemma":[0.00037490934,0.000012726738,0.059876684,0.000019364208,0.0046654097,0.0000014585233,0.00013435434,0.9326694,0.0012291217,0.0000051088796,0.0008366114,0.00017486603],"about_ca_topic_score_codex":0.00027416955,"about_ca_topic_score_gemma":0.0031709974,"teacher_disagreement_score":0.12873572,"about_ca_system_score_codex":0.00012169358,"about_ca_system_score_gemma":0.00006629404,"threshold_uncertainty_score":0.76460826},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.0801088667584379,"score_gpt":0.2947939312418153,"score_spread":0.2146850644833774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323662928","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.082694985,0.00011771152,0.9129697,0.00009616023,0.0014814328,0.0010459729,0.0008870962,0.00043387007,0.0002730524],"genre_scores_gemma":[0.8195057,0.00015167701,0.16736943,0.000039476912,0.0012182083,0.00076832256,0.0038909845,0.00010386635,0.0069523584],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9958215,0.0004964141,0.0015045038,0.0008816817,0.0007952614,0.0005006857],"domain_scores_gemma":[0.9955151,0.00030020124,0.0010633548,0.002026174,0.0009195756,0.00017561395],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0030149103,0.00031735125,0.0008778079,0.0013301026,0.00029086185,0.00035744547,0.0013174837,0.00009158292,0.000009549651],"category_scores_gemma":[0.00035836498,0.00031138147,0.00048766745,0.003961383,0.00008216065,0.00070432754,0.00014256535,0.00016179626,0.00011712539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024385378,0.0014325789,0.016061706,0.004539519,0.009959353,0.00007998674,0.0031741355,0.41456497,0.32097954,0.20470534,0.008241348,0.016017683],"study_design_scores_gemma":[0.00023892541,0.000051699557,0.0018744876,0.00005065271,0.0002963682,0.000016563692,0.00011974503,0.96800435,0.009374446,0.000032687676,0.01962731,0.00031279458],"about_ca_topic_score_codex":0.00012195276,"about_ca_topic_score_gemma":0.000004625381,"teacher_disagreement_score":0.7456003,"about_ca_system_score_codex":0.00015651742,"about_ca_system_score_gemma":0.00012949378,"threshold_uncertainty_score":0.99993384},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.007506119030234581,"score_gpt":0.2820057882002367,"score_spread":0.2744996691700021,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399992904","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9648012,0.0010684176,0.032810155,0.00014806594,0.00020198006,0.00026205805,0.000058963586,0.000035487436,0.000613663],"genre_scores_gemma":[0.9976165,0.00014178595,0.00022258631,0.00008504329,0.0003038119,0.000038653987,0.0012338033,0.00001210328,0.00034566643],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887574,0.00014572316,0.0002956316,0.00030597384,0.00022537186,0.00015156675],"domain_scores_gemma":[0.99959224,0.000012855553,0.00005615464,0.00023629477,0.000070623035,0.000031855503],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003680372,0.00011214183,0.00014997345,0.00016757657,0.00006283609,0.000118075244,0.00016148601,0.000051799398,0.000008032701],"category_scores_gemma":[0.00001289937,0.000087525834,0.00015243367,0.00059282,0.000021670863,0.0000054537923,0.000018287476,0.00008923478,0.000023348557],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013730743,0.001336562,0.08914167,0.0016190017,0.005366058,0.00015334382,0.0037183862,0.7716418,0.118368395,0.004738224,0.0027982136,0.0009810777],"study_design_scores_gemma":[0.00022244822,0.000058081394,0.0017507325,0.000034072345,0.00032346696,0.000027724958,0.00091079785,0.98612994,0.001006175,0.000028331086,0.009348897,0.00015934183],"about_ca_topic_score_codex":0.00003463478,"about_ca_topic_score_gemma":0.00012767904,"teacher_disagreement_score":0.21448816,"about_ca_system_score_codex":0.000030676663,"about_ca_system_score_gemma":0.000051702867,"threshold_uncertainty_score":0.35691997},"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,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.044923905533259804,"score_gpt":0.3420248129813498,"score_spread":0.29710090744809,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7115074596","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017630123,0.0014584593,0.97724867,0.00011101686,0.0012912437,0.0014403011,0.00025386582,0.00013278345,0.0004335364],"genre_scores_gemma":[0.9336664,0.0000023538314,0.042852752,0.000014214625,0.00043310912,0.0001628487,0.0000407746,0.000029661249,0.022797909],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9944716,0.00045495247,0.0023298932,0.0009823424,0.0012530955,0.00050812017],"domain_scores_gemma":[0.9884457,0.007923098,0.00074518006,0.0017193645,0.00095750554,0.00020913896],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0072384593,0.00036058636,0.0020316106,0.0011119845,0.00020016491,0.00047793228,0.0010828772,0.00018612751,0.00004594238],"category_scores_gemma":[0.014424197,0.00027606022,0.0008760396,0.0027372704,0.00017187947,0.0001698486,0.000116995245,0.00022334083,0.00003900049],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021581583,0.00024154113,0.004018075,0.000783192,0.0031351133,0.0000040298805,0.00052237214,0.8986235,0.00029766056,0.08380991,0.006347507,0.0020012336],"study_design_scores_gemma":[0.00039440053,0.00010681084,0.00013170185,0.0003446782,0.0011581978,0.000005332412,0.0008424753,0.9731758,0.00006587449,0.017352147,0.006101131,0.0003214527],"about_ca_topic_score_codex":0.0006597995,"about_ca_topic_score_gemma":0.00001532904,"teacher_disagreement_score":0.9343959,"about_ca_system_score_codex":0.00020809642,"about_ca_system_score_gemma":0.00048826955,"threshold_uncertainty_score":0.9999692},"labels":[],"label_agreement":null}]}