{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":8,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":8,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"a887a45ac148","filters":{"venue":"Communications on Applied Mathematics and Computation"}},"results":[{"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"N. J. Richardson","is_ca":true},{"name":"Hayden Schaeffer","is_ca":true},{"name":"Giang Tran","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02889406547327754,"gpt":0.3537132708571002,"spread":0.3248192053838227,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007339107,0.0009496929,0.0007720808,0.001047575,0.0003048803,0.001211214,0.001022126,0.0009415796,0.03133342],"category_scores_gemma":[0.004402004,0.0003959832,0.0004668723,0.001124042,0.0004814429,0.00102557,0.001534651,0.001627823,0.01227903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002415297,"about_ca_system_score_gemma":0.0007202787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001222651,"about_ca_topic_score_gemma":0.001896209,"domain_scores_codex":[0.9993717,0.0001340467,0.00004139197,0.00008993078,0.0003285017,0.00003459996],"domain_scores_gemma":[0.9984458,0.0006024904,0.0001378574,0.0003310372,0.0004068357,0.00007601744],"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":[0.0003056885,0.00008374987,0.0003186455,0.0004556269,0.00007244195,0.0001976825,0.0001011583,0.05281695,0.01291874,0.05711319,0.184583,0.6910332],"study_design_scores_gemma":[0.00009619317,0.00007688887,0.0003355659,0.00009209988,0.00001966266,0.0002222777,0.0000256324,0.8660322,0.01173405,0.03966946,0.08165527,0.00004072038],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001136109,0.0003255955,0.9861578,0.0003970735,0.0004670327,0.00005127117,0.0009743404,0.007549677,0.002941086],"genre_scores_gemma":[0.0586388,0.0009911554,0.9118874,0.0006130929,0.0005655822,0.0004299634,0.005155847,0.00261436,0.01910379],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03133342,"threshold_uncertainty_score":0.1048207,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Hendrik Ranocha","is_ca":false},{"name":"Andrew R. Winters","is_ca":true},{"name":"Hugo G. Castro","is_ca":false},{"name":"Lisandro Dalcín","is_ca":false},{"name":"Michael Schlottke‐Lakemper","is_ca":false},{"name":"Gregor J. Gassner","is_ca":false},{"name":"Matteo Parsani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02870827252903006,"gpt":0.3283074120451101,"spread":0.29959913951608,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003012015,0.0006054796,0.0004003524,0.0005684732,0.0003570513,0.0009170356,0.0008573376,0.0007247397,0.0009398678],"category_scores_gemma":[0.01072878,0.0002032304,0.0002914098,0.0002409358,0.001470758,0.0007437798,0.001299292,0.001122311,0.0001510428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004944074,"about_ca_system_score_gemma":0.0005626598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001410457,"about_ca_topic_score_gemma":0.0007951266,"domain_scores_codex":[0.9991509,0.0003893893,0.00004277255,0.00008700795,0.0002811197,0.00004884187],"domain_scores_gemma":[0.9959205,0.002807183,0.0003368612,0.0002954653,0.0005243591,0.0001155969],"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":[0.0003448064,0.0001953404,0.001382923,0.0002782867,0.00003580178,0.0001176636,0.0002322595,0.8288787,0.0306178,0.07856044,0.0006719332,0.05868402],"study_design_scores_gemma":[0.000007391524,0.00003423554,0.00009928392,0.00001056743,0.000002212038,0.000006719785,0.000005901411,0.9942806,0.00294535,0.002187709,0.0004144859,0.000005610694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05835219,0.0006227267,0.9356206,0.000264596,0.0001453225,0.00007588014,0.00003406095,0.000274953,0.00460973],"genre_scores_gemma":[0.8449079,0.0003646159,0.1513315,0.0001264239,0.00007954906,0.0001590593,0.00005064882,0.0002814828,0.002698809],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003012015,"threshold_uncertainty_score":0.01592928,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Rasha Al Jahdali","is_ca":false},{"name":"David C. Del Rey Fernández","is_ca":true},{"name":"Lisandro Dalcin","is_ca":false},{"name":"Mohammed Sayyari","is_ca":false},{"name":"Peter A. Markowich","is_ca":false},{"name":"Matteo Parsani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04233952890787212,"gpt":0.294717520750957,"spread":0.2523779918430849,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001178986,0.0006180846,0.0005963078,0.0005345945,0.0004000552,0.001114318,0.00115602,0.001196466,0.00136059],"category_scores_gemma":[0.002687611,0.0003561404,0.0007585366,0.0002212921,0.001484698,0.0008157483,0.001494512,0.0009794739,0.0002026831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001039001,"about_ca_system_score_gemma":0.0009691105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004264809,"about_ca_topic_score_gemma":0.002560475,"domain_scores_codex":[0.9996865,0.0001516812,0.00002033579,0.00002970642,0.00008848329,0.00002338143],"domain_scores_gemma":[0.9989097,0.0005026626,0.0002071943,0.0001000221,0.0001839973,0.00009641203],"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":[0.00004830256,0.00004587408,0.0007628972,0.00006488276,0.00002826614,0.000137906,0.0001217665,0.8147193,0.005289984,0.1742585,0.0004339574,0.004088329],"study_design_scores_gemma":[0.000004913061,0.000008629091,0.00002446069,0.000002863862,8.884623e-7,0.000003802589,0.000004593907,0.9946466,0.0001075425,0.004995438,0.0001970409,0.000003184809],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09381422,0.000638268,0.8932121,0.0009289379,0.0002639701,0.0001221332,0.0001597314,0.0001717534,0.01068894],"genre_scores_gemma":[0.878235,0.0004044614,0.1120112,0.00020662,0.00009190104,0.0002512426,0.0001514705,0.00008209393,0.008565988],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004264809,"threshold_uncertainty_score":0.008479953,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Raymond J. Spiteri","is_ca":true},{"name":"Arash Tavassoli","is_ca":true},{"name":"Siqi Wei","is_ca":true},{"name":"A. I. Smolyakov","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1888304983689895,"gpt":0.5073413634382729,"spread":0.3185108650692834,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004856816,0.0008467686,0.001050799,0.0009853096,0.001219622,0.001572568,0.002598631,0.001924274,0.01355451],"category_scores_gemma":[0.01527251,0.0003114485,0.0008638157,0.001067899,0.001745752,0.003007217,0.002777954,0.002280018,0.00208976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007808904,"about_ca_system_score_gemma":0.00160373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00302736,"about_ca_topic_score_gemma":0.004256137,"domain_scores_codex":[0.9986143,0.0006803683,0.00004158946,0.0000647938,0.0005142633,0.00008471621],"domain_scores_gemma":[0.9927125,0.003811428,0.0002189561,0.001582894,0.001357372,0.0003169102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009763407,0.0003691793,0.001968891,0.0007735189,0.00007563007,0.000219735,0.000867993,0.1404237,0.007046783,0.6011051,0.009789094,0.2363841],"study_design_scores_gemma":[0.00005860493,0.0001308618,0.0002417916,0.0001023275,0.00002083953,0.00009576837,0.00009931902,0.8287818,0.00262139,0.159674,0.008152,0.00002129858],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04411942,0.002207708,0.904772,0.001774563,0.0004752553,0.0001789186,0.0001272763,0.001096552,0.04524836],"genre_scores_gemma":[0.3551112,0.001607162,0.6206402,0.0008006492,0.000242357,0.0002655614,0.0002220721,0.001337196,0.01977355],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01355451,"threshold_uncertainty_score":0.04534435,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Liangchen Liu","is_ca":false},{"name":"Louis Ly","is_ca":false},{"name":"Colin B. Macdonald","is_ca":true},{"name":"Richard Tzong‐Han Tsai","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09508727298704055,"gpt":0.3187281537526944,"spread":0.2236408807656538,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001451452,0.0006716084,0.001423949,0.002106181,0.0006648762,0.001489373,0.001515065,0.0008706942,0.002533679],"category_scores_gemma":[0.006477999,0.0008368878,0.001068809,0.002594689,0.0009516408,0.001555943,0.002216143,0.001449924,0.0008723892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006751347,"about_ca_system_score_gemma":0.0006865783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00495051,"about_ca_topic_score_gemma":0.005145918,"domain_scores_codex":[0.9983494,0.0004766488,0.00008176499,0.0002128612,0.0007855089,0.00009377889],"domain_scores_gemma":[0.9977713,0.001121715,0.0001004836,0.0004686922,0.0004416165,0.00009620302],"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":[0.0007382273,0.0002777941,0.002800595,0.0004138883,0.0001672005,0.0002118607,0.0006209278,0.3429682,0.02136515,0.06303718,0.004204965,0.5631939],"study_design_scores_gemma":[0.00002085117,0.00004580375,0.0002841635,0.00002146777,0.00001046837,0.00006491185,0.00004485443,0.9824393,0.004250602,0.01043727,0.002366682,0.00001351393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01569065,0.0002940701,0.9820862,0.00004264004,0.00005193661,0.00004973871,0.00005060362,0.000344707,0.001389493],"genre_scores_gemma":[0.2765634,0.0007081764,0.7188311,0.00007800828,0.00007545435,0.0001614288,0.0005053994,0.0001886653,0.002888315],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00495051,"threshold_uncertainty_score":0.009843409,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"National Science Foundation","keywords":"Hermite polynomials; Maxwell's equations; Applied mathematics; Physics; Mathematics; Mathematical analysis","authors":[{"name":"Daniel Appelö","is_ca":false},{"name":"Thomas Hagstrom","is_ca":false},{"name":"Yann-Meing Law","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04272248598334763,"gpt":0.3732909769209321,"spread":0.3305684909375844,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001986543,0.0008501172,0.0006610063,0.001009646,0.0005317694,0.001748144,0.001214905,0.0009518139,0.006677178],"category_scores_gemma":[0.003725184,0.0004467698,0.001078911,0.0009484545,0.001034397,0.001558905,0.001233582,0.001984102,0.002035147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007123422,"about_ca_system_score_gemma":0.001186709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001934648,"about_ca_topic_score_gemma":0.002131202,"domain_scores_codex":[0.9990144,0.000373979,0.00004013122,0.00007014479,0.0004378054,0.00006355003],"domain_scores_gemma":[0.9984744,0.000758764,0.0001064806,0.0001973759,0.0003999084,0.00006301756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001499159,0.0001746123,0.000503897,0.0003180339,0.00007795349,0.0001828219,0.0003149378,0.1989757,0.01076878,0.6060069,0.01272675,0.1697997],"study_design_scores_gemma":[0.00001562349,0.00002997353,0.0001232811,0.00002925553,0.000009993698,0.00008556476,0.00003150987,0.9141173,0.002678862,0.06909428,0.01375618,0.00002802944],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002574559,0.0002860995,0.9919515,0.0001407053,0.00007334194,0.00002669062,0.00005730591,0.0001719414,0.004717904],"genre_scores_gemma":[0.1395544,0.001626636,0.8064561,0.0003232146,0.0002915423,0.0003337211,0.0004133414,0.0007948405,0.05020614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006677178,"threshold_uncertainty_score":0.02233738,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Rasha Al Jahdali","is_ca":false},{"name":"David C. Del Rey Fernández","is_ca":true},{"name":"Lisandro Dalcín","is_ca":false},{"name":"Matteo Parsani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0218420030996777,"gpt":0.2702865211676326,"spread":0.2484445180679549,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001214626,0.0005921301,0.0004984126,0.0005456944,0.000486943,0.001209816,0.000772536,0.000845282,0.001575139],"category_scores_gemma":[0.002785825,0.0002900336,0.0005663103,0.0002080007,0.001333595,0.0005529749,0.001726355,0.0009374887,0.0001865329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000905092,"about_ca_system_score_gemma":0.0008603615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003174831,"about_ca_topic_score_gemma":0.002321965,"domain_scores_codex":[0.9996096,0.0001771097,0.00002475576,0.00004168594,0.0001208202,0.00002599339],"domain_scores_gemma":[0.9987784,0.0006307815,0.0001783623,0.00007288995,0.000258599,0.00008097815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006812973,0.00005237196,0.001051639,0.0001022704,0.00002680516,0.0001880136,0.0001792121,0.8099934,0.006038041,0.1738424,0.0006727153,0.007785032],"study_design_scores_gemma":[0.000003924621,0.00001018637,0.00002838037,0.000003739703,0.000001174354,0.000004257456,0.00000550694,0.994165,0.0001655682,0.005347637,0.0002623758,0.000002267723],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05992403,0.000318728,0.930438,0.0004384517,0.00009005771,0.00008861264,0.00009498085,0.0001709217,0.008436276],"genre_scores_gemma":[0.8597839,0.0002234371,0.1329937,0.0001032588,0.00004722409,0.0002595322,0.0001439285,0.00006076174,0.006384214],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003174831,"threshold_uncertainty_score":0.006566942,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Philosophy","authors":[{"name":"Benqi Guo","is_ca":true},{"name":"Heping Ma","is_ca":false},{"name":"Jie Shen","is_ca":false},{"name":"Chi‐Wang Shu","is_ca":false},{"name":"Li-Lian Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04151339031121472,"gpt":0.30531722072259,"spread":0.2638038304113753,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00148197,0.0009692416,0.000664295,0.003742221,0.002267978,0.00340729,0.001142303,0.001043299,0.4379407],"category_scores_gemma":[0.01394375,0.0002624264,0.0005095204,0.002336582,0.0005936222,0.002255079,0.001984026,0.00284237,0.3081049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001798513,"about_ca_system_score_gemma":0.002190041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003435865,"about_ca_topic_score_gemma":0.0046786,"domain_scores_codex":[0.9991493,0.0001349713,0.00005249673,0.0001327647,0.0004550791,0.00007524587],"domain_scores_gemma":[0.9930817,0.001041554,0.0002268932,0.0005853234,0.004041299,0.001023131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002112126,0.00001096203,0.00004453828,0.00006440892,0.000001492412,0.00002104032,0.00002574297,0.00004092191,0.00007262576,0.003477444,0.9698331,0.02638655],"study_design_scores_gemma":[0.000003944007,0.000008499523,0.00016169,0.00008027591,0.000001644449,0.00002540765,0.00003356466,0.00002837314,0.00008526042,0.002947049,0.9966205,0.00000358316],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009506618,0.01129317,0.006937454,0.03707692,0.396403,0.0004383506,0.01019493,0.001386883,0.5353186],"genre_scores_gemma":[0.005061817,0.004846625,0.002137507,0.006207624,0.04943612,0.0002183613,0.00558319,0.0008092513,0.9256995],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5620593,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}