{"meta":{"query_hash":"a887a45ac148","filters":{"venue":"Communications on Applied Mathematics and Computation"},"cohort_total":8,"direct_labels_cover":0,"predictions_cover":8,"exported":8,"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/a887a45ac148","api":"https://metacan.xera.ac/api/v1/cohort?venue=Communications+on+Applied+Mathematics+and+Computation"},"results":[{"id":"W4250102370","doi":"10.1007/s42967-019-0011-1","title":"Preface","year":2019,"lang":"en","type":"article","venue":"Communications on Applied Mathematics and Computation","topic":"","field":"","cited_by":0,"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 Manitoba","funders":"","keywords":"Philosophy","score_opus":0.04151339031121472,"score_gpt":0.30531722072259004,"score_spread":0.26380383041137534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250102370","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009506618,0.011293174,0.0069374535,0.03707692,0.39640298,0.00043835057,0.010194931,0.0013868833,0.5353186],"genre_scores_gemma":[0.005061817,0.004846625,0.0021375068,0.0062076245,0.04943612,0.00021836131,0.00558319,0.0008092513,0.9256995],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991493,0.00013497128,0.00005249673,0.00013276473,0.0004550791,0.00007524587],"domain_scores_gemma":[0.99308175,0.0010415543,0.00022689324,0.0005853234,0.004041299,0.0010231308],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014819701,0.0009692416,0.00066429505,0.0037422213,0.002267978,0.0034072904,0.0011423026,0.0010432985,0.43794075],"category_scores_gemma":[0.013943747,0.00026242642,0.0005095204,0.0023365817,0.00059362216,0.0022550786,0.001984026,0.0028423704,0.30810487],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002112126,0.000010962028,0.00004453828,0.00006440892,0.0000014924125,0.000021040318,0.000025742973,0.000040921906,0.000072625764,0.0034774437,0.9698331,0.026386553],"study_design_scores_gemma":[0.0000039440074,0.000008499523,0.00016169003,0.00008027591,0.0000016444486,0.000025407651,0.00003356466,0.000028373137,0.00008526042,0.0029470494,0.99662054,0.0000035831604],"about_ca_topic_score_codex":0.0034358648,"about_ca_topic_score_gemma":0.0046785995,"teacher_disagreement_score":0.5620593,"about_ca_system_score_codex":0.0017985128,"about_ca_system_score_gemma":0.002190041,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W4377294227","doi":"10.1007/s42967-023-00264-y","title":"On Error-Based Step Size Control for Discontinuous Galerkin Methods for Compressible Fluid Dynamics","year":2023,"lang":"en","type":"article","venue":"Communications on Applied Mathematics and Computation","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"Universität Hamburg; Vetenskapsrådet; King Abdullah University of Science and Technology; Klaus Tschira Stiftung; Deutsche Forschungsgemeinschaft","keywords":"Euler equations; Compressible flow; Nonlinear system; Computational fluid dynamics; Discontinuous Galerkin method; Computer science; Fortran; Applied mathematics; Computation; Computational science; Compressibility; Mathematics; Algorithm; Mathematical analysis; Finite element method; Mechanics; Physics","score_opus":0.028708272529030056,"score_gpt":0.3283074120451101,"score_spread":0.29959913951608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4377294227","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05835219,0.00062272674,0.9356206,0.00026459602,0.00014532248,0.00007588014,0.000034060948,0.00027495297,0.00460973],"genre_scores_gemma":[0.8449079,0.00036461587,0.15133154,0.00012642385,0.000079549056,0.00015905933,0.00005064882,0.00028148285,0.0026988087],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991509,0.00038938926,0.00004277255,0.00008700795,0.00028111972,0.000048841866],"domain_scores_gemma":[0.99592054,0.0028071834,0.0003368612,0.00029546526,0.0005243591,0.000115596886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030120153,0.0006054796,0.0004003524,0.00056847325,0.0003570513,0.0009170356,0.0008573376,0.00072473974,0.00093986775],"category_scores_gemma":[0.010728784,0.00020323039,0.0002914098,0.00024093581,0.0014707581,0.00074377976,0.001299292,0.0011223108,0.0001510428],"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":[0.00034480644,0.00019534036,0.0013829235,0.00027828672,0.00003580178,0.000117663556,0.00023225951,0.8288787,0.030617798,0.07856044,0.00067193323,0.058684018],"study_design_scores_gemma":[0.0000073915244,0.00003423554,0.00009928392,0.0000105674335,0.0000022120378,0.0000067197852,0.0000059014114,0.9942806,0.0029453503,0.0021877089,0.00041448587,0.000005610694],"about_ca_topic_score_codex":0.0014104566,"about_ca_topic_score_gemma":0.0007951266,"teacher_disagreement_score":0.0030120153,"about_ca_system_score_codex":0.0004944074,"about_ca_system_score_gemma":0.00056265976,"threshold_uncertainty_score":0.015929282},"labels":[],"label_agreement":null},{"id":"W4381333784","doi":"10.1007/s42967-023-00273-x","title":"SRMD: Sparse Random Mode Decomposition","year":2023,"lang":"en","type":"article","venue":"Communications on Applied Mathematics and Computation","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":14,"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; University of British Columbia","funders":"Air Force Office of Scientific Research; Natural Sciences and Engineering Research Council of Canada; Directorate for Mathematical and Physical Sciences","keywords":"Spectrogram; Decomposition; Sparse approximation; Benchmark (surveying); Computer science; SIGNAL (programming language); Algorithm; Time–frequency analysis; Outlier; Sampling (signal processing); Pattern recognition (psychology); Artificial intelligence; Computer vision","score_opus":0.028894065473277542,"score_gpt":0.35371327085710025,"score_spread":0.3248192053838227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381333784","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011361092,0.00032559547,0.9861578,0.00039707354,0.00046703266,0.000051271174,0.00097434036,0.0075496766,0.0029410864],"genre_scores_gemma":[0.058638796,0.0009911554,0.9118874,0.0006130929,0.0005655822,0.0004299634,0.005155847,0.0026143603,0.019103793],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993717,0.00013404671,0.000041391973,0.00008993078,0.0003285017,0.00003459996],"domain_scores_gemma":[0.9984458,0.00060249044,0.00013785738,0.00033103715,0.00040683566,0.000076017444],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073391065,0.0009496929,0.00077208085,0.0010475747,0.0003048803,0.0012112135,0.0010221263,0.00094157964,0.031333417],"category_scores_gemma":[0.0044020037,0.0003959832,0.0004668723,0.0011240424,0.00048144293,0.0010255704,0.0015346506,0.0016278233,0.012279029],"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":[0.00030568853,0.000083749874,0.00031864553,0.0004556269,0.00007244195,0.00019768252,0.00010115834,0.05281695,0.012918739,0.057113193,0.18458298,0.6910332],"study_design_scores_gemma":[0.000096193166,0.00007688887,0.00033556594,0.00009209988,0.000019662659,0.00022227768,0.000025632398,0.86603224,0.011734054,0.03966946,0.08165527,0.000040720377],"about_ca_topic_score_codex":0.0012226513,"about_ca_topic_score_gemma":0.0018962087,"teacher_disagreement_score":0.031333417,"about_ca_system_score_codex":0.00024152969,"about_ca_system_score_gemma":0.0007202787,"threshold_uncertainty_score":0.10482073},"labels":[],"label_agreement":null},{"id":"W4388446821","doi":"10.1007/s42967-023-00314-5","title":"Beyond Strang: a Practical Assessment of Some Second-Order 3-Splitting Methods","year":2023,"lang":"en","type":"article","venue":"Communications on Applied Mathematics and Computation","topic":"Numerical methods for differential equations","field":"Mathematics","cited_by":3,"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 Saskatchewan","funders":"Air Force Office of Scientific Research; Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Operator (biology); Operator splitting; Brusselator; Applied mathematics; Integrator; Numerical analysis; Order (exchange); Mathematical optimization; Mathematical analysis; Computer science; Nonlinear system; Physics","score_opus":0.1888304983689895,"score_gpt":0.5073413634382729,"score_spread":0.3185108650692834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388446821","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.044119418,0.002207708,0.904772,0.0017745633,0.00047525528,0.0001789186,0.00012727632,0.0010965524,0.045248356],"genre_scores_gemma":[0.35511124,0.0016071616,0.62064016,0.00080064917,0.00024235697,0.00026556142,0.00022207212,0.0013371956,0.019773552],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986143,0.00068036834,0.000041589465,0.0000647938,0.00051426335,0.00008471621],"domain_scores_gemma":[0.9927125,0.003811428,0.00021895613,0.0015828944,0.0013573719,0.0003169102],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004856816,0.00084676855,0.0010507987,0.0009853096,0.0012196224,0.0015725677,0.0025986307,0.0019242743,0.01355451],"category_scores_gemma":[0.015272512,0.0003114485,0.00086381566,0.0010678992,0.0017457521,0.0030072166,0.0027779539,0.002280018,0.0020897605],"study_design_candidate":"bench_or_experimental","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":[0.0009763407,0.00036917927,0.0019688911,0.0007735189,0.00007563007,0.00021973503,0.000867993,0.14042366,0.0070467833,0.6011051,0.009789094,0.2363841],"study_design_scores_gemma":[0.00005860493,0.00013086178,0.00024179158,0.00010232751,0.000020839532,0.00009576837,0.00009931902,0.82878184,0.0026213897,0.15967396,0.008152,0.00002129858],"about_ca_topic_score_codex":0.00302736,"about_ca_topic_score_gemma":0.0042561367,"teacher_disagreement_score":0.01355451,"about_ca_system_score_codex":0.0007808904,"about_ca_system_score_gemma":0.0016037296,"threshold_uncertainty_score":0.045344353},"labels":[],"label_agreement":null},{"id":"W4389574261","doi":"10.1007/s42967-023-00318-1","title":"Nearest Neighbor Sampling of Point Sets Using Rays","year":2023,"lang":"en","type":"article","venue":"Communications on Applied Mathematics and Computation","topic":"3D Shape Modeling and Analysis","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":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Simons Foundation; National Science Foundation","keywords":"Sketch; Point (geometry); Computer science; Euclidean geometry; Set (abstract data type); k-nearest neighbors algorithm; Sampling (signal processing); Tensor (intrinsic definition); Algorithm; Pattern recognition (psychology); Artificial intelligence; Mathematics; Computer vision; Geometry","score_opus":0.09508727298704055,"score_gpt":0.31872815375269437,"score_spread":0.2236408807656538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389574261","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015690645,0.00029407014,0.9820862,0.00004264004,0.000051936615,0.000049738712,0.000050603616,0.000344707,0.0013894931],"genre_scores_gemma":[0.27656344,0.0007081764,0.7188311,0.00007800828,0.00007545435,0.00016142878,0.0005053994,0.00018866529,0.0028883151],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983494,0.00047664883,0.00008176499,0.00021286115,0.00078550895,0.000093778894],"domain_scores_gemma":[0.99777126,0.0011217151,0.000100483645,0.00046869222,0.00044161646,0.00009620302],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014514523,0.0006716084,0.0014239494,0.0021061813,0.0006648762,0.0014893734,0.0015150647,0.00087069423,0.0025336791],"category_scores_gemma":[0.0064779986,0.0008368878,0.0010688092,0.0025946887,0.0009516408,0.0015559433,0.0022161428,0.0014499237,0.00087238924],"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":[0.00073822733,0.00027779408,0.0028005952,0.0004138883,0.00016720047,0.00021186068,0.0006209278,0.3429682,0.02136515,0.06303718,0.004204965,0.5631939],"study_design_scores_gemma":[0.000020851172,0.00004580375,0.0002841635,0.000021467766,0.000010468371,0.00006491185,0.00004485443,0.9824393,0.004250602,0.010437271,0.0023666816,0.00001351393],"about_ca_topic_score_codex":0.00495051,"about_ca_topic_score_gemma":0.0051459176,"teacher_disagreement_score":0.00495051,"about_ca_system_score_codex":0.0006751347,"about_ca_system_score_gemma":0.00068657834,"threshold_uncertainty_score":0.009843409},"labels":[],"label_agreement":null},{"id":"W4402747025","doi":"10.1007/s42967-024-00425-7","title":"Fully-Discrete Lyapunov Consistent Discretizations for Parabolic Reaction-Diffusion Equations with r Species","year":2024,"lang":"en","type":"article","venue":"Communications on Applied Mathematics and Computation","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Global Collaborative Research, King Abdullah University of Science and Technology; King Abdullah University of Science and Technology","keywords":"Reaction–diffusion system; Lyapunov function; Mathematics; Parabolic partial differential equation; Diffusion; Lyapunov equation; Lyapunov exponent; Mathematical analysis; Applied mathematics; Physics; Partial differential equation; Thermodynamics; Nonlinear system","score_opus":0.04233952890787212,"score_gpt":0.29471752075095703,"score_spread":0.2523779918430849,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402747025","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09381422,0.00063826796,0.89321214,0.0009289379,0.00026397014,0.00012213325,0.00015973143,0.0001717534,0.010688941],"genre_scores_gemma":[0.878235,0.0004044614,0.112011194,0.00020662004,0.00009190104,0.00025124263,0.0001514705,0.00008209393,0.008565988],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996865,0.00015168119,0.00002033579,0.000029706416,0.00008848329,0.000023381432],"domain_scores_gemma":[0.9989097,0.00050266256,0.00020719432,0.000100022124,0.00018399725,0.00009641203],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011789859,0.00061808457,0.0005963078,0.0005345945,0.00040005523,0.0011143177,0.0011560197,0.0011964662,0.0013605899],"category_scores_gemma":[0.002687611,0.0003561404,0.0007585366,0.00022129208,0.0014846977,0.0008157483,0.0014945121,0.0009794739,0.00020268312],"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":[0.000048302558,0.000045874083,0.0007628972,0.000064882755,0.000028266139,0.00013790597,0.00012176648,0.81471926,0.005289984,0.17425852,0.0004339574,0.0040883287],"study_design_scores_gemma":[0.0000049130613,0.000008629091,0.000024460693,0.0000028638617,8.884623e-7,0.0000038025887,0.000004593907,0.9946466,0.00010754251,0.0049954383,0.00019704088,0.0000031848085],"about_ca_topic_score_codex":0.0042648087,"about_ca_topic_score_gemma":0.0025604751,"teacher_disagreement_score":0.0042648087,"about_ca_system_score_codex":0.0010390007,"about_ca_system_score_gemma":0.0009691105,"threshold_uncertainty_score":0.008479953},"labels":[],"label_agreement":null},{"id":"W4407963291","doi":"10.1007/s42967-024-00469-9","title":"Energy-Conserving Hermite Methods for Maxwell’s Equations","year":2025,"lang":"en","type":"article","venue":"Communications on Applied Mathematics and Computation","topic":"Electromagnetic Simulation and Numerical Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"National Science Foundation","keywords":"Hermite polynomials; Maxwell's equations; Applied mathematics; Physics; Mathematics; Mathematical analysis","score_opus":0.04272248598334763,"score_gpt":0.3732909769209321,"score_spread":0.33056849093758445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407963291","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0025745593,0.0002860995,0.99195147,0.00014070532,0.000073341944,0.000026690623,0.00005730591,0.00017194143,0.004717904],"genre_scores_gemma":[0.13955441,0.001626636,0.8064561,0.00032321457,0.0002915423,0.00033372105,0.00041334136,0.0007948405,0.050206143],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990144,0.00037397904,0.000040131225,0.000070144786,0.00043780537,0.00006355003],"domain_scores_gemma":[0.9984744,0.00075876404,0.0001064806,0.00019737595,0.0003999084,0.00006301756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001986543,0.00085011724,0.0006610063,0.0010096461,0.00053176936,0.0017481437,0.0012149046,0.00095181394,0.0066771777],"category_scores_gemma":[0.0037251844,0.00044676976,0.0010789114,0.00094845454,0.0010343968,0.0015589049,0.0012335823,0.0019841017,0.002035147],"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":[0.0001499159,0.00017461227,0.000503897,0.00031803385,0.00007795349,0.00018282185,0.0003149378,0.19897568,0.0107687805,0.6060069,0.012726746,0.16979973],"study_design_scores_gemma":[0.000015623495,0.000029973533,0.00012328106,0.000029255529,0.000009993698,0.00008556476,0.000031509866,0.91411734,0.002678862,0.06909428,0.013756185,0.000028029435],"about_ca_topic_score_codex":0.0019346478,"about_ca_topic_score_gemma":0.0021312018,"teacher_disagreement_score":0.0066771777,"about_ca_system_score_codex":0.00071234215,"about_ca_system_score_gemma":0.0011867089,"threshold_uncertainty_score":0.022337377},"labels":[],"label_agreement":null},{"id":"W4415542131","doi":"10.1007/s42967-025-00514-1","title":"Fully-Discrete Provably Lyapunov Consistent Discretizations for Convection-Diffusion-Reaction PDE Systems","year":2025,"lang":"en","type":"article","venue":"Communications on Applied Mathematics and Computation","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"King Abdullah University of Science and Technology","keywords":"Galerkin method; Dissipative system; Lyapunov function; Partial differential equation; Stability (learning theory); Numerical stability; Boundary value problem; Numerical analysis; Boundary (topology); Discontinuous Galerkin method","score_opus":0.021842003099677702,"score_gpt":0.2702865211676326,"score_spread":0.24844451806795487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415542131","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.059924033,0.000318728,0.93043804,0.0004384517,0.000090057714,0.000088612636,0.000094980845,0.00017092167,0.008436276],"genre_scores_gemma":[0.8597839,0.00022343712,0.13299368,0.00010325879,0.000047224086,0.0002595322,0.00014392847,0.000060761737,0.0063842144],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99960965,0.00017710973,0.000024755756,0.000041685937,0.00012082017,0.000025993393],"domain_scores_gemma":[0.9987784,0.00063078146,0.00017836232,0.000072889954,0.00025859903,0.00008097815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012146265,0.00059213006,0.0004984126,0.0005456944,0.000486943,0.001209816,0.000772536,0.00084528205,0.0015751385],"category_scores_gemma":[0.0027858247,0.00029003364,0.0005663103,0.00020800067,0.0013335954,0.00055297493,0.0017263547,0.00093748874,0.00018653285],"study_design_candidate":"theoretical_or_conceptual","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":[0.00006812973,0.000052371957,0.001051639,0.000102270365,0.000026805159,0.0001880136,0.00017921212,0.8099934,0.0060380413,0.17384239,0.0006727153,0.007785032],"study_design_scores_gemma":[0.000003924621,0.000010186373,0.00002838037,0.0000037397033,0.0000011743541,0.0000042574557,0.0000055069404,0.994165,0.00016556817,0.005347637,0.0002623758,0.0000022677234],"about_ca_topic_score_codex":0.0031748312,"about_ca_topic_score_gemma":0.0023219646,"teacher_disagreement_score":0.0031748312,"about_ca_system_score_codex":0.00090509205,"about_ca_system_score_gemma":0.0008603615,"threshold_uncertainty_score":0.0065669417},"labels":[],"label_agreement":null}]}