{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":37,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":37,"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":"2da40dcb5435","filters":{"venue":"BIT Numerical Mathematics"}},"results":[{"id":"W2068874164","doi":"10.1007/s10543-006-0091-y","title":"An Arnoldi-type algorithm for computing page rank","year":2006,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":108,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"PageRank; Computation; Convergence (economics); Algorithm; Rank (graph theory); Matrix (chemical analysis); Computer science; Arnoldi iteration; Type (biology); Mathematics; Generalized minimal residual method; Mathematical optimization; Iterative method; Theoretical computer science; Combinatorics","authors":[{"name":"Gene H. Golub","is_ca":false},{"name":"Chen Greif","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01507716441216068,"gpt":0.2655212796423967,"spread":0.2504441152302361,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009351884,0.001025212,0.00113026,0.001913921,0.001094575,0.002011827,0.001656988,0.001130504,0.01004145],"category_scores_gemma":[0.006898459,0.0005708946,0.0007342194,0.002180228,0.001015388,0.002815618,0.001875257,0.002406227,0.006599997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007301327,"about_ca_system_score_gemma":0.001552953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001404626,"about_ca_topic_score_gemma":0.003034096,"domain_scores_codex":[0.9990101,0.0002078106,0.00007306118,0.0001416318,0.0004905374,0.00007685079],"domain_scores_gemma":[0.99795,0.0005810554,0.00009760789,0.0005459865,0.0007123519,0.0001130105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004094196,0.0002076796,0.0008993897,0.0002980821,0.0000968286,0.000155895,0.0002394428,0.0562919,0.02075265,0.21986,0.02296451,0.6778241],"study_design_scores_gemma":[0.0001180465,0.0001592128,0.0003429885,0.00004416098,0.00004387059,0.0002289374,0.00007843663,0.7189972,0.019807,0.2399614,0.02013121,0.00008748654],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003178275,0.000130748,0.9907089,0.0001499098,0.0001740882,0.0000609932,0.0001041339,0.00176719,0.003725752],"genre_scores_gemma":[0.06108914,0.0002143368,0.9283003,0.0001470139,0.0001696964,0.0002023393,0.000375644,0.0005387484,0.008962791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01004145,"threshold_uncertainty_score":0.03359199,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2106633940","doi":"10.1007/s10543-005-0019-y","title":"Solving Differential-Algebraic Equations by Taylor Series (I): Computing Taylor Coefficients","year":2005,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Modeling and Simulation Systems","field":"Computer Science","cited_by":75,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Taylor series; Series (stratigraphy); Taylor's theorem; Mathematics; Nonlinear system; Algebraic number; Applied mathematics; Automatic differentiation; Code (set theory); Algebraic equation; Differential (mechanical device); Order (exchange); Algebra over a field; Algorithm; Computer science; Mathematical analysis; Computation; Pure mathematics","authors":[{"name":"Nedialko S. Nedialkov","is_ca":true},{"name":"John D. Pryce","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02643840364679785,"gpt":0.2643242923844076,"spread":0.2378858887376097,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008078361,0.0007801351,0.0008528584,0.0009184203,0.0005294898,0.001131961,0.0009432452,0.0006553908,0.004839683],"category_scores_gemma":[0.004115028,0.0004291504,0.0007189654,0.001293035,0.0009432237,0.002144556,0.001146376,0.00146597,0.002065241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004700471,"about_ca_system_score_gemma":0.00080897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001047265,"about_ca_topic_score_gemma":0.0009112795,"domain_scores_codex":[0.9996111,0.00007726877,0.000025788,0.00005355606,0.0001995293,0.00003284768],"domain_scores_gemma":[0.9992778,0.0003276364,0.00005312486,0.0000996187,0.0002083015,0.00003353659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001316544,0.0001048291,0.001038398,0.0006051704,0.00007130184,0.0001551492,0.0003927807,0.1646961,0.03118489,0.3566289,0.01191613,0.4330747],"study_design_scores_gemma":[0.0000286417,0.00005179224,0.0002089713,0.0000551698,0.00003524807,0.0001414745,0.00006030508,0.853,0.01940133,0.114025,0.01296968,0.00002243705],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006862972,0.0002320992,0.9877452,0.0001341217,0.0001747694,0.0000288287,0.00002762368,0.0003453835,0.004448941],"genre_scores_gemma":[0.1577796,0.00122136,0.8284145,0.0001288795,0.0002372991,0.0001159702,0.0001997887,0.0006332231,0.01126943],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004839683,"threshold_uncertainty_score":0.01619035,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1989095828","doi":"10.1007/s10543-012-0399-8","title":"Efficient methods for Volterra integral equations with highly oscillatory Bessel kernels","year":2013,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Fractional Differential Equations Solutions","field":"Mathematics","cited_by":62,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Bessel function; Volterra integral equation; Mathematics; Piecewise; Integral equation; Mathematical analysis; Collocation method; Collocation (remote sensing); Bessel process; Convergence (economics); Applied mathematics; Constant (computer programming); Orthogonal polynomials; Differential equation; Computer science","authors":[{"name":"Shuhuang Xiang","is_ca":false},{"name":"Hermann Brunner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07701120780305769,"gpt":0.3805854669413143,"spread":0.3035742591382566,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001396548,0.0008655562,0.0009840984,0.00110955,0.0009157743,0.001485715,0.001684392,0.00142992,0.004886556],"category_scores_gemma":[0.004067436,0.0005178968,0.0008127324,0.001010469,0.001140658,0.002086054,0.002139661,0.001975616,0.00120691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008479495,"about_ca_system_score_gemma":0.001065909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002090826,"about_ca_topic_score_gemma":0.003862534,"domain_scores_codex":[0.999568,0.000154573,0.00003016222,0.00002602545,0.0001794898,0.00004169335],"domain_scores_gemma":[0.9986898,0.0007254679,0.00007745781,0.000164255,0.0002694706,0.00007351189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000179154,0.0002091151,0.0007151081,0.0003358468,0.000116766,0.0001951196,0.0004244025,0.2162951,0.01133327,0.6291897,0.003959679,0.1370468],"study_design_scores_gemma":[0.00002561971,0.00001358385,0.00007678781,0.00002101395,0.0000106997,0.00003361894,0.00002934626,0.9143293,0.000969114,0.08157997,0.002899021,0.00001187074],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01256091,0.0005674449,0.9804006,0.0002406279,0.0001780624,0.00004067052,0.00003937774,0.0001394071,0.005833008],"genre_scores_gemma":[0.2625981,0.0009499836,0.7139547,0.0002247354,0.0002538922,0.0002913779,0.0001653276,0.0005444001,0.02101741],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004886556,"threshold_uncertainty_score":0.01634717,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2110313341","doi":"10.1007/s10543-010-0283-3","title":"Analysis of and workarounds for element reversal for a finite element-based algorithm for warping triangular and tetrahedral meshes","year":2010,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Computational Geometry and Mesh Generation","field":"Computer Science","cited_by":53,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Polygon mesh; Finite element method; Algorithm; Tetrahedron; Volume mesh; Vertex (graph theory); Boundary (topology); Mathematics; Mesh generation; Image warping; Stiffness matrix; Triangle mesh; Dimension (graph theory); Geometry; Computer science; Mathematical analysis; Combinatorics; Graph","authors":[{"name":"Suzanne M. Shontz","is_ca":false},{"name":"Stephen A. Vavasis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02189809784750738,"gpt":0.2865220823314943,"spread":0.2646239844839869,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002079169,0.0005716875,0.0005275073,0.0006446741,0.0007413893,0.001276608,0.001266709,0.0008339464,0.007611648],"category_scores_gemma":[0.01909492,0.0005733698,0.0004243907,0.0004716291,0.00098329,0.001353902,0.0008641787,0.0009849586,0.0005470901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006700848,"about_ca_system_score_gemma":0.001041333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001295857,"about_ca_topic_score_gemma":0.002038806,"domain_scores_codex":[0.9990176,0.0002306088,0.00004468909,0.000120306,0.0004466577,0.0001400501],"domain_scores_gemma":[0.9883441,0.008535245,0.0006555421,0.0009684861,0.00127896,0.0002176889],"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":[0.001661345,0.0003466175,0.006645245,0.0002896737,0.00005904119,0.0003518594,0.000694144,0.6128643,0.04246885,0.09404425,0.003139223,0.2374355],"study_design_scores_gemma":[0.00002500744,0.00007905108,0.0004868536,0.00001276539,0.00001462682,0.00006782827,0.0000850199,0.9844807,0.007670858,0.006274053,0.0007908789,0.00001219279],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2349018,0.0003047729,0.7557191,0.0003559716,0.0001086168,0.0001103982,0.00004437739,0.0006991155,0.007755757],"genre_scores_gemma":[0.7776629,0.0001109411,0.2173276,0.00008217296,0.00002555336,0.0001245915,0.0001282199,0.0004677538,0.004070333],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007611648,"threshold_uncertainty_score":0.02546352,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1535819777","doi":"10.1023/a:1021900403785","title":"Overlapping Schwarz Waveform Relaxation for the Heat Equation in N Dimensions","year":2002,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":53,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Mathematics; Bounded function; Convergence (economics); Compact convergence; Schwarz alternating method; Normal convergence; Modes of convergence (annotated index); Relaxation (psychology); Convergence tests; Applied mathematics; Rate of convergence; Additive Schwarz method; Mathematical analysis; Domain decomposition methods; Computer science; Finite element method; Discrete mathematics; Physics","authors":[{"name":"Martin J. Gander","is_ca":true},{"name":"Hongkai Zhao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0535534274884741,"gpt":0.2607623607890088,"spread":0.2072089333005347,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001387706,0.000733401,0.0005363129,0.0008579355,0.0008338777,0.001189392,0.001161585,0.001301234,0.007231278],"category_scores_gemma":[0.004783247,0.0004281968,0.0006736562,0.0005309466,0.001968528,0.002889724,0.001950651,0.001829827,0.0006612908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008807628,"about_ca_system_score_gemma":0.0008436007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001606211,"about_ca_topic_score_gemma":0.001586113,"domain_scores_codex":[0.9996378,0.0001498319,0.0000178193,0.00003050014,0.0001002928,0.0000635863],"domain_scores_gemma":[0.9989181,0.0005510331,0.0001106737,0.0001169407,0.00013946,0.0001639334],"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":[0.0001834137,0.00003635546,0.0002857539,0.0000760632,0.00001553488,0.0001381418,0.0001534113,0.04396914,0.002454821,0.9425863,0.001749678,0.008351433],"study_design_scores_gemma":[0.00004119993,0.0000329106,0.0002563113,0.00002384433,0.000006656323,0.00007155928,0.00008513456,0.5875791,0.0007915261,0.4095339,0.001551743,0.00002613236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2757716,0.001924181,0.6322171,0.002976418,0.0008289372,0.0001097915,0.0001842828,0.0002155735,0.08577219],"genre_scores_gemma":[0.8795671,0.00108444,0.07722344,0.0006879804,0.000357874,0.0001686653,0.0003089972,0.0003129501,0.04028855],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007231278,"threshold_uncertainty_score":0.02419102,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2013758652","doi":"10.1007/s10543-006-0106-8","title":"Solving differential-algebraic equations by Taylor series (II): Computing the System Jacobian","year":2006,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Modeling and Simulation Systems","field":"Computer Science","cited_by":43,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Jacobian matrix and determinant; Taylor series; Automatic differentiation; Nonlinear system; Mathematics; Algorithm; Applied mathematics; Algebraic equation; Code (set theory); Computation; Differential algebraic equation; Series (stratigraphy); Computer science; Differential equation; Ordinary differential equation; Mathematical analysis","authors":[{"name":"Nedialko S. Nedialkov","is_ca":true},{"name":"John D. Pryce","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01650819104786249,"gpt":0.227166666810932,"spread":0.2106584757630695,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004613023,0.0004877648,0.0005734496,0.0005163845,0.0004078413,0.0006960376,0.000720676,0.0004489941,0.00472103],"category_scores_gemma":[0.002593462,0.0002764002,0.0004475056,0.0005241443,0.0005598576,0.00111338,0.0006698004,0.0008654819,0.001118204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000456369,"about_ca_system_score_gemma":0.0008432444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002779746,"about_ca_topic_score_gemma":0.003223506,"domain_scores_codex":[0.9998272,0.00003104363,0.00001037108,0.00002540444,0.0000848428,0.00002112271],"domain_scores_gemma":[0.9995438,0.0002101263,0.0000306199,0.00007191175,0.0001172872,0.0000262091],"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":[0.0001730876,0.0001390991,0.002123832,0.0003422636,0.00005412492,0.0003149628,0.0003796428,0.4278834,0.03446222,0.1626023,0.007003935,0.3645212],"study_design_scores_gemma":[0.00001542849,0.00002447712,0.0001706649,0.00001001922,0.00001000094,0.0000607781,0.0000267123,0.9690165,0.007185025,0.02105862,0.002414848,0.000007001866],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02008891,0.00008279144,0.9728202,0.000118321,0.0001000747,0.00003003934,0.00002514116,0.0007568556,0.005977639],"genre_scores_gemma":[0.4052739,0.0002434982,0.5856936,0.0000827496,0.00009080642,0.00005442421,0.000131474,0.0006931685,0.007736354],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00472103,"threshold_uncertainty_score":0.01579338,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2133262123","doi":"10.1023/a:1022307527408","title":"A Recursive Test for P-Matrices","year":2000,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Polynomial and algebraic computation","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"MATLAB; Mathematics; Matrix (chemical analysis); Computer science; Schur decomposition; Algorithm; Combinatorics; Schur complement; Physics; Eigenvalues and eigenvectors; Programming language","authors":[{"name":"Michael J. Tsatsomeros","is_ca":true},{"name":"Lei Li","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01469804927708796,"gpt":0.2498188976586915,"spread":0.2351208483816035,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002640354,0.001228784,0.001445215,0.002148529,0.001837788,0.003402894,0.002901655,0.002747667,0.0116408],"category_scores_gemma":[0.03152819,0.0005415466,0.001539889,0.001899502,0.00414583,0.007370513,0.004609069,0.003077139,0.003378535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001290456,"about_ca_system_score_gemma":0.002528161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001723465,"about_ca_topic_score_gemma":0.001772735,"domain_scores_codex":[0.9955635,0.001557286,0.0002481223,0.0009185639,0.001073802,0.0006387401],"domain_scores_gemma":[0.9709952,0.01984275,0.001094031,0.003825222,0.003086675,0.001156111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001975373,0.0003195876,0.006999678,0.0004349286,0.0001503909,0.000547387,0.000473958,0.02491428,0.02302109,0.7008005,0.01739826,0.2229646],"study_design_scores_gemma":[0.0002051633,0.0005365537,0.001589918,0.0001026789,0.00009437902,0.0005111213,0.0001840771,0.2212603,0.0235172,0.7446812,0.00720235,0.0001149989],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1013222,0.0003619703,0.8700579,0.001897394,0.0003655701,0.0002070704,0.0006755611,0.003300807,0.02181154],"genre_scores_gemma":[0.7892133,0.0001653524,0.1976909,0.0006830276,0.0004150717,0.0002601225,0.001521556,0.0006161913,0.009434464],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0116408,"threshold_uncertainty_score":0.0389424,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2067134767","doi":"10.1007/s10543-010-0277-1","title":"Convergence and stability of a stabilized finite volume method for the stationary Navier-Stokes equations","year":2010,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Superconvergence; Mathematics; Finite element method; Norm (philosophy); Mathematical analysis; Finite volume method; Mixed finite element method; Convergence (economics); hp-FEM; Extended finite element method; Rate of convergence; Applied mathematics; Finite element limit analysis; Physics; Mechanics; Computer science","authors":[{"name":"Jian Li","is_ca":true},{"name":"Lihua Shen","is_ca":false},{"name":"Zhangxin Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03925458276625492,"gpt":0.3323226077610098,"spread":0.2930680249947549,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001432615,0.0007715991,0.0006227701,0.0008678086,0.0006973852,0.001170649,0.001170565,0.001392033,0.001957288],"category_scores_gemma":[0.005385173,0.0003260551,0.0005217457,0.0002810021,0.00208313,0.0008056582,0.001708236,0.0009451674,0.000295941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007316045,"about_ca_system_score_gemma":0.001240053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004179347,"about_ca_topic_score_gemma":0.001462321,"domain_scores_codex":[0.9996334,0.0001540497,0.00001258022,0.00004196067,0.0001271174,0.00003075405],"domain_scores_gemma":[0.9979873,0.001000125,0.0001499315,0.00008271497,0.000625985,0.0001539757],"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":[0.0005682585,0.0001466658,0.00135332,0.0001494214,0.00007739352,0.000171589,0.0003334273,0.7382986,0.02952548,0.1953686,0.001824791,0.03218244],"study_design_scores_gemma":[0.00001014967,0.00003175277,0.00005132304,0.000004237957,0.000002818894,0.000006981301,0.000007214027,0.9944367,0.0008224642,0.004379176,0.0002414344,0.00000567722],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1673448,0.0003823129,0.8216987,0.0005645623,0.0003261219,0.00008731159,0.00005811565,0.0002458336,0.009292201],"genre_scores_gemma":[0.8883249,0.0002454802,0.09997248,0.000158555,0.0001501043,0.0002317268,0.0001511348,0.0002085226,0.01055712],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004179347,"threshold_uncertainty_score":0.00831008,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2080524162","doi":"10.1007/s10543-006-0112-x","title":"Artificial time integration","year":2007,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Control Systems and Identification","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Mathematics","authors":[{"name":"Uri M. Ascher","is_ca":true},{"name":"Hui Huang","is_ca":true},{"name":"Kees van den Doel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01058409441577221,"gpt":0.2166613423241137,"spread":0.2060772479083415,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004553576,0.0004768533,0.0005668513,0.0006312832,0.0004505838,0.001495022,0.0006178884,0.0009267661,0.01312539],"category_scores_gemma":[0.001983141,0.000193933,0.0005232061,0.0005164022,0.0008389693,0.001271753,0.001026258,0.001650536,0.003579859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006309755,"about_ca_system_score_gemma":0.0005070848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008140978,"about_ca_topic_score_gemma":0.0005132456,"domain_scores_codex":[0.9996548,0.00007684342,0.00001840442,0.00006447076,0.0001697341,0.00001586153],"domain_scores_gemma":[0.99949,0.000162965,0.00003637589,0.0001199516,0.0001631675,0.00002753196],"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":[0.00005507226,0.00003047459,0.0002564437,0.0001528695,0.00003523193,0.00006655703,0.00009165908,0.06814416,0.007619896,0.786422,0.009098217,0.1280274],"study_design_scores_gemma":[0.00001878747,0.00003501335,0.0002926612,0.00004974493,0.00001984496,0.000133874,0.00002577516,0.5701632,0.006086426,0.3307755,0.09237428,0.00002480447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007300748,0.001766194,0.9000759,0.0009497813,0.001744094,0.00004415301,0.0001400228,0.0006714939,0.0873077],"genre_scores_gemma":[0.415462,0.003395645,0.413801,0.0007859723,0.001009529,0.0002438391,0.0007084361,0.0006842029,0.1639094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01312539,"threshold_uncertainty_score":0.04390877,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W116296291","doi":"10.1023/a:1022380116022","title":"A Relation Between the Weighted Logarithmic Norm of a Matrix and the Lyapunov Equation","year":2000,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Canada Research Chairs; Memorial University of Newfoundland","funders":"","keywords":"Mathematics; Logarithm; Eigenvalues and eigenvectors; Norm (philosophy); Positive-definite matrix; Matrix (chemical analysis); Applied mathematics; Pure mathematics; Mathematical analysis; Physics","authors":[{"name":"Guang‐Da Hu","is_ca":true},{"name":"Guangdi Hu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01542632905727839,"gpt":0.2456220619465703,"spread":0.2301957328892919,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012773,0.0005964331,0.0004000545,0.0008996984,0.0003654886,0.00113909,0.0008510858,0.0009168311,0.003672205],"category_scores_gemma":[0.01034558,0.0001939069,0.0003082281,0.000768843,0.00187191,0.003514647,0.001327454,0.001719014,0.0006224431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004721536,"about_ca_system_score_gemma":0.0005007056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005493066,"about_ca_topic_score_gemma":0.0005791186,"domain_scores_codex":[0.9994857,0.0001809174,0.00002957183,0.0001098008,0.0001626866,0.0000313971],"domain_scores_gemma":[0.9963253,0.001870498,0.0004407034,0.0002134942,0.0009182084,0.0002316941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006683038,0.00003211509,0.000633011,0.0001057198,0.00001940599,0.00009617868,0.000153159,0.03461171,0.007326406,0.9222938,0.00169399,0.0329676],"study_design_scores_gemma":[0.000009015271,0.00007549359,0.0004863657,0.00003249188,0.00001012923,0.0001665638,0.00004174873,0.3434587,0.001689577,0.650293,0.003702477,0.00003444141],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03869453,0.0009812004,0.945545,0.0009582785,0.0003568491,0.00002145462,0.00007647921,0.0001252901,0.01324095],"genre_scores_gemma":[0.7896379,0.0020165,0.1833133,0.0006777102,0.0006019815,0.0001131184,0.0002324135,0.0002498793,0.02315722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003672205,"threshold_uncertainty_score":0.01228476,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W27617868","doi":"10.1023/a:1021920724315","title":"A Spline Collocation Method for Linear Volterra Integro-Differential Equations with Weakly Singular Kernels","year":2001,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Mathematics; Piecewise; Applied mathematics; Polynomial; Collocation (remote sensing); Convergence (economics); Collocation method; Initial value problem; Piecewise linear function; Differential equation; Mathematical analysis; Ordinary differential equation; Computer science","authors":[{"name":"Hermann Brunner","is_ca":true},{"name":"Arvet Pedas","is_ca":false},{"name":"Gennadi Vainikko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02084626681470694,"gpt":0.3000792706158918,"spread":0.2792330038011849,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005998108,0.000385885,0.0006569342,0.0004448557,0.0004093848,0.0005560669,0.0006801358,0.0009850051,0.001458436],"category_scores_gemma":[0.001372693,0.0002720957,0.0005374561,0.0005993393,0.0005992311,0.0004004064,0.0008533669,0.0009745423,0.0004515275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002919039,"about_ca_system_score_gemma":0.0006061915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003153393,"about_ca_topic_score_gemma":0.003089573,"domain_scores_codex":[0.9998128,0.00007800975,0.00001165493,0.00001697332,0.00006617622,0.0000144516],"domain_scores_gemma":[0.9995826,0.0001797297,0.0000266949,0.00004426399,0.0001307516,0.00003597574],"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":[0.000386404,0.0001710398,0.001336277,0.0002786287,0.00009336461,0.0002491785,0.0003451683,0.5654271,0.04657669,0.1457622,0.002596391,0.2367776],"study_design_scores_gemma":[0.000008726085,0.00002603243,0.00007802057,0.000009325803,0.000006993756,0.0000146243,0.00001050754,0.9908696,0.00100113,0.006254123,0.0017102,0.00001079199],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01669982,0.0001688646,0.9818464,0.00005758379,0.0001168968,0.000016318,0.00001652661,0.0001016827,0.0009759443],"genre_scores_gemma":[0.3852417,0.0005325289,0.6049625,0.00007015893,0.0001097892,0.0001283248,0.0001048766,0.0001958658,0.008654149],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003153393,"threshold_uncertainty_score":0.006270051,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1967726010","doi":"10.1007/s10543-010-0272-6","title":"High order local linearization methods: An approach for constructing A-stable explicit schemes for stochastic differential equations with additive noise","year":2010,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":24,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Mathematics; Linearization; Integrator; Ordinary differential equation; Stochastic differential equation; Stability (learning theory); Convergence (economics); Applied mathematics; Differential equation; Order of accuracy; Attractor; Rate of convergence; Numerical stability; Mathematical analysis; Numerical analysis; Nonlinear system; Computer science","authors":[{"name":"H. de la Cruz","is_ca":false},{"name":"R. Biscay","is_ca":false},{"name":"Juan Carlos Jiménez","is_ca":false},{"name":"Félix Carbonell","is_ca":true},{"name":"Tohru Ozaki","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0359320948880303,"gpt":0.2766361208859967,"spread":0.2407040259979664,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001489404,0.0007787339,0.0006665108,0.0009958053,0.0005980791,0.001011235,0.001100151,0.001172074,0.002475224],"category_scores_gemma":[0.003054819,0.0004217129,0.0007991433,0.0004481772,0.001589304,0.001373676,0.002489071,0.001855285,0.0006128898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005691574,"about_ca_system_score_gemma":0.0007112497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001117278,"about_ca_topic_score_gemma":0.001278963,"domain_scores_codex":[0.9996507,0.0002015167,0.00001934432,0.00002807516,0.00007969476,0.00002067137],"domain_scores_gemma":[0.9989257,0.0005781153,0.0001142167,0.00013168,0.0001743364,0.00007595721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001040591,0.0001123845,0.0006965527,0.0002627273,0.00007461772,0.0001568828,0.000478304,0.3321728,0.01423991,0.5946526,0.001871607,0.05517763],"study_design_scores_gemma":[0.00000907408,0.00003343222,0.0000413935,0.00001542026,0.000006199313,0.00001201983,0.00001903381,0.9592722,0.001275828,0.03797084,0.001334158,0.00001039975],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006066923,0.0001143368,0.9919199,0.00009307264,0.00004090284,0.00002301893,0.00001060122,0.0001018586,0.00162932],"genre_scores_gemma":[0.4948505,0.0006277119,0.486349,0.0002997745,0.0001398074,0.0003606524,0.0001022771,0.0003767222,0.01689356],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002475224,"threshold_uncertainty_score":0.008280456,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2095175934","doi":"10.1007/s10543-006-0055-2","title":"Superconvergence in Collocation Methods on Quasi-Graded Meshes for Functional Differential Equations with Vanishing Delays","year":2006,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Differential Equations and Numerical Methods","field":"Mathematics","cited_by":23,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Superconvergence; Mathematics; Piecewise; Collocation (remote sensing); Nonlinear system; Collocation method; Polynomial; Polygon mesh; Mathematical analysis; Degree of a polynomial; Applied mathematics; Differential equation; Finite element method; Geometry; Computer science","authors":[{"name":"Alfredo Bellen","is_ca":false},{"name":"Hermann Brunner","is_ca":true},{"name":"Stefano Maset","is_ca":false},{"name":"Lucio Torelli","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09789838969182385,"gpt":0.3735161774857028,"spread":0.275617787793879,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002215848,0.0007016212,0.0007450269,0.001223024,0.0009021239,0.001698849,0.001259024,0.001281174,0.001805554],"category_scores_gemma":[0.009599146,0.0004821592,0.0005143821,0.0005941791,0.00275446,0.001648662,0.002775412,0.001555001,0.0002012585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001051847,"about_ca_system_score_gemma":0.0008979668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004320698,"about_ca_topic_score_gemma":0.004729105,"domain_scores_codex":[0.9994205,0.0002960578,0.00003308,0.00004658799,0.000136166,0.00006754552],"domain_scores_gemma":[0.9954156,0.002642066,0.0003134614,0.0004810449,0.000838984,0.0003087957],"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":[0.0006304063,0.0002285134,0.003765245,0.0002607235,0.00009441753,0.0003405093,0.0009322267,0.4778984,0.01115177,0.4537611,0.002270724,0.04866608],"study_design_scores_gemma":[0.00001351561,0.00003935249,0.0001709114,0.0000169632,0.000007104323,0.00001673251,0.00005641023,0.9621235,0.0009252989,0.03590622,0.0007158783,0.000008159903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2847531,0.0009077671,0.7029076,0.0006198048,0.0004640331,0.00009756289,0.00005754476,0.0001789563,0.01001355],"genre_scores_gemma":[0.9161645,0.0004421006,0.07412396,0.0001564342,0.00009831642,0.0001066034,0.0001034955,0.0001971847,0.008607433],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004320698,"threshold_uncertainty_score":0.01171869,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1977219132","doi":"10.1007/s10543-006-0049-0","title":"Condition Numbers for Structured Least Squares Problems","year":2006,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Mathematics; Toeplitz matrix; Total least squares; Least-squares function approximation; Generalized least squares; Non-linear least squares; Linear least squares; Applied mathematics; Algebra over a field; Statistics; Explained sum of squares; Pure mathematics; Regression analysis; Linear model","authors":[{"name":"Wei Xu","is_ca":true},{"name":"Yimin Wei","is_ca":false},{"name":"S. Qiao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01101762009235573,"gpt":0.242900988950454,"spread":0.2318833688580983,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004074739,0.001373771,0.0009664209,0.001605864,0.0009979217,0.002721212,0.001773317,0.001896314,0.01677027],"category_scores_gemma":[0.04350908,0.0006610847,0.0004907051,0.002238145,0.002736489,0.005511364,0.001989545,0.004250729,0.003514416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001290197,"about_ca_system_score_gemma":0.002095955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001010092,"about_ca_topic_score_gemma":0.001512549,"domain_scores_codex":[0.9966355,0.001367797,0.0001455519,0.0003354657,0.001339105,0.0001766299],"domain_scores_gemma":[0.9793682,0.01515078,0.001262297,0.001375362,0.002281738,0.0005615653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001290848,0.00004310525,0.0003205468,0.0002297503,0.00001900064,0.00006761137,0.00009740458,0.06107397,0.001820057,0.8679586,0.01278225,0.05545863],"study_design_scores_gemma":[0.00002630522,0.00002402729,0.0001137896,0.00004663484,0.000005227206,0.00002934307,0.00002312368,0.2381146,0.0007180386,0.7580302,0.002849085,0.00001950179],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006407644,0.0004283438,0.9831335,0.0007508077,0.0002298486,0.00006495122,0.0002532589,0.000249926,0.008481709],"genre_scores_gemma":[0.265286,0.001878738,0.707992,0.0009026199,0.0009844983,0.001267951,0.001850989,0.0008350274,0.01900215],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01677027,"threshold_uncertainty_score":0.05610216,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1982585708","doi":"10.1007/s10543-012-0373-5","title":"Superconvergent interpolants for collocation methods applied to Volterra integro-differential equations with delay","year":2012,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Differential Equations and Numerical Methods","field":"Mathematics","cited_by":21,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Collocation method; Superconvergence; Collocation (remote sensing); Orthogonal collocation; Mathematics; Differential equation; Applied mathematics; Mathematical analysis; Computer science; Ordinary differential equation; Finite element method","authors":[{"name":"Mohammad Shakourifar","is_ca":true},{"name":"W. H. Enright","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1164143317319812,"gpt":0.41802981246433,"spread":0.3016154807323488,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001451668,0.0004922689,0.000530681,0.0006629924,0.0005672435,0.0009336753,0.0007220852,0.0007527242,0.001771052],"category_scores_gemma":[0.003104151,0.0002542458,0.0003906649,0.0006961458,0.0008636531,0.0007866353,0.001007944,0.001414623,0.0003359522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004928295,"about_ca_system_score_gemma":0.0006318899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001348948,"about_ca_topic_score_gemma":0.002358201,"domain_scores_codex":[0.9997061,0.0001538316,0.00001735842,0.00001779355,0.000085429,0.00001944605],"domain_scores_gemma":[0.9986495,0.0007126837,0.00008617667,0.0001919649,0.0002865581,0.00007304672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006907718,0.0003075281,0.002649021,0.0003288595,0.00008823031,0.0003470551,0.0006969941,0.3099157,0.03454582,0.4441851,0.002803551,0.2034414],"study_design_scores_gemma":[0.00001161783,0.0000497218,0.000149333,0.00002355643,0.000007557,0.00002634417,0.00003254982,0.975371,0.003823155,0.01745263,0.003042608,0.000009905176],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05949295,0.0006492303,0.935396,0.0001280651,0.0003732524,0.00005392504,0.00004653282,0.0001454207,0.003714714],"genre_scores_gemma":[0.6242272,0.001138598,0.3640284,0.0001361341,0.0001457463,0.0001662446,0.0001784446,0.0003848182,0.009594398],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001771052,"threshold_uncertainty_score":0.007677257,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2921421400","doi":"10.1007/s10543-019-00747-6","title":"Weak backward error analysis for stochastic Hamiltonian Systems","year":2019,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":19,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"MacEwan University","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Hamiltonian system; Discretization; Ergodic theory; Hamiltonian (control theory); Invariant (physics); Applied mathematics; Symplectic geometry; Discretization error; Numerical approximation; Error analysis; Numerical analysis; Mathematical analysis; Mathematical physics; Mathematical optimization","authors":[{"name":"Cristina Antón","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03707954119187995,"gpt":0.2472527597454245,"spread":0.2101732185535445,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005509339,0.001606282,0.001728136,0.002691178,0.0008819796,0.002588379,0.001913737,0.002771096,0.004850943],"category_scores_gemma":[0.01969256,0.0007722942,0.001043522,0.001135859,0.00482577,0.004262229,0.00538608,0.003044951,0.0004141503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002128794,"about_ca_system_score_gemma":0.002390211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006035327,"about_ca_topic_score_gemma":0.003705765,"domain_scores_codex":[0.9985414,0.0007823089,0.00007401445,0.0001449,0.0003441547,0.0001133113],"domain_scores_gemma":[0.9901751,0.006305813,0.0009316362,0.0004536911,0.001415386,0.0007182962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007276912,0.00005124075,0.0004879321,0.000131842,0.00007643577,0.00006526186,0.0001303307,0.1090547,0.001294171,0.8824275,0.0009374002,0.005270418],"study_design_scores_gemma":[0.000019344,0.00001715229,0.0001405466,0.00002856514,0.00001107477,0.00001559184,0.00002220956,0.6883298,0.0002887691,0.3104763,0.0006330911,0.0000175199],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03843596,0.001465529,0.94694,0.002289214,0.0004754699,0.0000480269,0.0001261171,0.0001155266,0.01010418],"genre_scores_gemma":[0.8024291,0.002339646,0.1336685,0.000904174,0.0007665784,0.0002773714,0.0005346338,0.0004878786,0.05859208],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006035327,"threshold_uncertainty_score":0.02913648,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2003787642","doi":"10.1007/s10543-010-0285-1","title":"Stability of collocation methods for delay differential equations with vanishing delays","year":2010,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Differential Equations and Numerical Methods","field":"Mathematics","cited_by":19,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Orthogonal collocation; Collocation (remote sensing); Mathematics; Piecewise; Collocation method; Delay differential equation; Exponential stability; Ordinary differential equation; Mathematical analysis; Applied mathematics; Differential equation; Nonlinear system; Computer science; Physics","authors":[{"name":"Hermann Brunner","is_ca":true},{"name":"Hui Liang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09032094547931405,"gpt":0.4079312092951325,"spread":0.3176102638158185,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002198301,0.0009599536,0.0006475099,0.001227391,0.0007883759,0.001490463,0.001007243,0.001363161,0.001830667],"category_scores_gemma":[0.009948388,0.0004669671,0.0005750434,0.0005762099,0.002224927,0.001428543,0.002169205,0.001630134,0.0003016907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001029577,"about_ca_system_score_gemma":0.001141574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004085159,"about_ca_topic_score_gemma":0.001713439,"domain_scores_codex":[0.9993551,0.0003498335,0.00003411404,0.00007095197,0.0001463563,0.00004356724],"domain_scores_gemma":[0.9944416,0.003874686,0.0003934906,0.0002643637,0.0008569992,0.0001689799],"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":[0.0006535317,0.00009931862,0.002239729,0.0003645373,0.0001236758,0.000163471,0.0009085538,0.5492361,0.01783174,0.3763588,0.002018128,0.05000238],"study_design_scores_gemma":[0.00001103837,0.00002114182,0.0000921114,0.00002078832,0.000005647046,0.000009378676,0.00002589701,0.9741746,0.0009022934,0.02405005,0.0006771811,0.000009800305],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06164186,0.001224076,0.9305186,0.0004775907,0.0002398899,0.00006224184,0.00004652634,0.0001059896,0.005683263],"genre_scores_gemma":[0.8592581,0.001123185,0.1257577,0.0001828472,0.0001778776,0.0002373066,0.0001492017,0.0002731995,0.0128407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004085159,"threshold_uncertainty_score":0.01162583,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1545311513","doi":"10.1023/a:1021944218806","title":"Fast Fourier Transform Solvers and Preconditioners for Quadratic Spline Collocation","year":2002,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Preconditioner; Mathematics; Rate of convergence; Partial differential equation; Elliptic partial differential equation; Condition number; Applied mathematics; Constant coefficients; Dirichlet boundary condition; Fast Fourier transform; Boundary value problem; Mathematical analysis; Linear system; Computer science; Algorithm; Eigenvalues and eigenvectors","authors":[{"name":"Christina C. Christara","is_ca":true},{"name":"Kit Sun Ng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02938821307998853,"gpt":0.2646046490849331,"spread":0.2352164360049446,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001066484,0.0007263522,0.0009018363,0.0006184732,0.0007830992,0.00130079,0.001284075,0.001705807,0.008562252],"category_scores_gemma":[0.006272594,0.0006410889,0.0008085257,0.001016784,0.0009367812,0.002018244,0.001651634,0.003142586,0.00290684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004348746,"about_ca_system_score_gemma":0.001248977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002359492,"about_ca_topic_score_gemma":0.003496939,"domain_scores_codex":[0.9990543,0.0002786995,0.00004517602,0.00006762349,0.0004916484,0.00006264998],"domain_scores_gemma":[0.9979693,0.0009720128,0.0001049284,0.0003811572,0.0005072564,0.00006524313],"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":[0.0003223685,0.0001245587,0.000337557,0.0003421766,0.00005607924,0.0001830715,0.0003587061,0.2648913,0.01696669,0.3584358,0.01963382,0.3383478],"study_design_scores_gemma":[0.00003025588,0.00001927016,0.0000645399,0.00001702585,0.000006709202,0.00005042399,0.00002297425,0.942445,0.004973839,0.04249798,0.009857852,0.0000140565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001630256,0.0001094972,0.9960284,0.00008297307,0.00007108897,0.00001484167,0.00003264912,0.0003297957,0.001700405],"genre_scores_gemma":[0.05587184,0.0004413337,0.9308825,0.00007891862,0.0001407113,0.0001317998,0.0003085957,0.0007889691,0.01135521],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008562252,"threshold_uncertainty_score":0.02864355,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2056736630","doi":"10.1007/s10543-007-0134-z","title":"Energy drift in molecular dynamics simulations","year":2007,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Quantum, superfluid, helium dynamics","field":"Physics and Astronomy","cited_by":15,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Verlet integration; Statistical physics; Brownian motion; Molecular dynamics; Hamiltonian (control theory); Energy (signal processing); Stochastic differential equation; Dynamics (music); Physics; Hamiltonian system; Classical mechanics; Mathematics; Quantum mechanics; Mathematical optimization","authors":[{"name":"David Cottrell","is_ca":true},{"name":"Paul Tupper","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005888820163109136,"gpt":0.244366149774757,"spread":0.2384773296116479,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002570894,0.000472444,0.000869957,0.001209564,0.00118113,0.00161035,0.001159925,0.001805618,0.002227759],"category_scores_gemma":[0.01412496,0.000524949,0.0003656892,0.001170647,0.001802095,0.003029329,0.001869368,0.00153175,0.0003328742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001775385,"about_ca_system_score_gemma":0.001138163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004898277,"about_ca_topic_score_gemma":0.002685719,"domain_scores_codex":[0.9993669,0.0003117538,0.00002841675,0.00004745301,0.0001759807,0.00006948226],"domain_scores_gemma":[0.9967451,0.002273541,0.000208533,0.0002544622,0.0003483354,0.0001699136],"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":[0.0001869765,0.00008124303,0.001528488,0.0001012614,0.0000361506,0.00007363505,0.0001633332,0.8299108,0.002381369,0.1557421,0.0007722155,0.009022433],"study_design_scores_gemma":[0.00001053196,0.000006242742,0.0000851518,0.000008074611,0.000002155505,0.000004972218,0.000008333326,0.989736,0.0003463861,0.009473451,0.0003139098,0.000004855735],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5783419,0.003840452,0.3783631,0.003970517,0.0009846444,0.0002147788,0.0003087269,0.0005736551,0.03340228],"genre_scores_gemma":[0.9487593,0.0007210655,0.04393265,0.0003099508,0.00009928735,0.0001489869,0.000146612,0.0002393488,0.005642887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004898277,"threshold_uncertainty_score":0.01359636,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2076296366","doi":"10.1007/s10543-008-0163-2","title":"Polynomial cost for solving IVP for high-index DAE","year":2008,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Numerical methods for differential equations","field":"Mathematics","cited_by":15,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Western University","funders":"","keywords":"Mathematics; Polynomial; Polygon mesh; Residual; Applied mathematics; Algebraic number; Algebraic equation; Taylor series; Differential equation; Differential algebraic equation; Differential (mechanical device); Algorithm; Mathematical analysis; Ordinary differential equation; Nonlinear system; Geometry","authors":[{"name":"Robert M. Corless","is_ca":true},{"name":"Silvana Ilie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1340211918411587,"gpt":0.3708053924682942,"spread":0.2367842006271355,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001100678,0.0008225071,0.0008992253,0.0005094298,0.0006607198,0.001021917,0.001247481,0.000927761,0.0098397],"category_scores_gemma":[0.006390725,0.0002838108,0.0004286595,0.0008337486,0.0009155043,0.001500959,0.001242949,0.001715109,0.001375528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001008507,"about_ca_system_score_gemma":0.001352204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006034166,"about_ca_topic_score_gemma":0.009959553,"domain_scores_codex":[0.9994752,0.0001309,0.00002694744,0.00005269314,0.0002383899,0.00007587219],"domain_scores_gemma":[0.998154,0.001095403,0.00008941626,0.0002779451,0.0002926042,0.00009072602],"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":[0.0004002737,0.0001492522,0.0008999342,0.0004668521,0.00005900632,0.0002032528,0.0001683676,0.4839354,0.006753692,0.2792202,0.01199488,0.2157489],"study_design_scores_gemma":[0.00001595078,0.00001921037,0.00009679008,0.000008719593,0.000006388925,0.00001908037,0.00001870303,0.962932,0.0006803353,0.03475834,0.001439321,0.000005185236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01102339,0.0002181217,0.9800689,0.0003090808,0.0001093406,0.00004708165,0.00008259636,0.0003288216,0.007812575],"genre_scores_gemma":[0.4381272,0.0004444232,0.5440848,0.0002046676,0.0001777021,0.0002988798,0.0003702038,0.0006264855,0.01566558],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0098397,"threshold_uncertainty_score":0.03291714,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2145868901","doi":"10.1023/b:bitn.0000014566.23457.85","title":"An Algorithm for Combined Code and Carrier Phase Based GPS Positioning","year":2003,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"GNSS positioning and interference","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Global Positioning System; Algorithm; Position (finance); Computer science; Code (set theory); GPS signals; Time to first fix; GPS/INS; Assisted GPS; Reliability (semiconductor); Phase (matter); Kinematics; Telecommunications","authors":[{"name":"Xiao-Wen Chang","is_ca":true},{"name":"Christopher C. Paige","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01593071988128326,"gpt":0.2690526226503188,"spread":0.2531219027690356,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005581022,0.0008733265,0.0006928206,0.001112856,0.0008072451,0.001398214,0.001369562,0.001141654,0.004886588],"category_scores_gemma":[0.002203892,0.0005536373,0.0005486698,0.001437744,0.0005833649,0.001400503,0.001691847,0.001151145,0.004132985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006960538,"about_ca_system_score_gemma":0.001226321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002734556,"about_ca_topic_score_gemma":0.004471493,"domain_scores_codex":[0.9993493,0.00008017416,0.00003678504,0.0001113945,0.0003821508,0.00004015168],"domain_scores_gemma":[0.9993969,0.000137022,0.00003449228,0.00009337709,0.0003154764,0.00002268077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001771984,0.00005854081,0.0005996855,0.0001128593,0.00006718212,0.00009870368,0.0001455419,0.1256429,0.02472277,0.05924009,0.005481773,0.7836527],"study_design_scores_gemma":[0.00005659336,0.0001020719,0.0005202904,0.00003206723,0.00005220332,0.0003034132,0.00003689476,0.9380652,0.01373823,0.02395062,0.02309893,0.00004350168],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009548785,0.0000483039,0.99782,0.00002885106,0.00005821569,0.00001694185,0.00001600397,0.0002867043,0.0007700645],"genre_scores_gemma":[0.01901378,0.0001114985,0.9769309,0.00003828891,0.00004638839,0.0001002925,0.0001071916,0.00006700421,0.003584593],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004886588,"threshold_uncertainty_score":0.01634729,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2051958060","doi":"10.1007/s10543-006-0075-y","title":"Some observations on local least squares","year":2006,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary; University of Waterloo","funders":"","keywords":"Least-squares function approximation; Mathematics; Generalized least squares; Residual sum of squares; Non-linear least squares; Total least squares; Explained sum of squares; Applied mathematics; Statistics; Mathematical optimization; Algorithm; Regression analysis","authors":[{"name":"Richard H. Bartels","is_ca":true},{"name":"Gene H. Golub","is_ca":false},{"name":"Faramarz Samavati","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01650375105284594,"gpt":0.2340434420568549,"spread":0.2175396910040089,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005990248,0.001501363,0.001083056,0.002124995,0.001739651,0.002521512,0.001818903,0.001779605,0.01008435],"category_scores_gemma":[0.03180864,0.001046306,0.001130182,0.003479694,0.007578482,0.008022848,0.003256231,0.006203464,0.002475283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001206124,"about_ca_system_score_gemma":0.0005621366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002890432,"about_ca_topic_score_gemma":0.002489943,"domain_scores_codex":[0.9969326,0.001177712,0.0001502674,0.0005028402,0.001085145,0.0001514311],"domain_scores_gemma":[0.9749711,0.01873749,0.0009840933,0.002886249,0.002188858,0.0002322539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001506043,0.00005118513,0.0008935793,0.0004821763,0.00005215456,0.0002921888,0.0007202277,0.0147428,0.002135313,0.9024557,0.02242571,0.05559831],"study_design_scores_gemma":[0.00002959173,0.00003727782,0.001181651,0.0001182937,0.00002906452,0.0002458737,0.0001723296,0.04096686,0.002305997,0.9293537,0.02549554,0.00006393844],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01484477,0.008132677,0.8995081,0.01216355,0.001002779,0.00004210026,0.0003608175,0.0004923567,0.06345293],"genre_scores_gemma":[0.4965127,0.01594991,0.3892208,0.007980232,0.01012299,0.0002765975,0.001043729,0.001739593,0.0771535],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01008435,"threshold_uncertainty_score":0.03373557,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2026422355","doi":"10.1007/s10543-010-0301-5","title":"Gibbs phenomenon and its removal for a class of orthogonal expansions","year":2010,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Mathematical functions and polynomials","field":"Mathematics","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Gibbs phenomenon; Phenomenon; Mathematics; Classification of discontinuities; Eigenfunction; Mathematical analysis; Statistical physics; Fourier transform; Physics; Eigenvalues and eigenvectors; Quantum mechanics","authors":[{"name":"Ben Adcock","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05276321273951431,"gpt":0.3207871811564155,"spread":0.2680239684169012,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002478394,0.000916494,0.001548022,0.002341735,0.002606592,0.0028737,0.001706238,0.002259212,0.005317489],"category_scores_gemma":[0.008544804,0.0006852226,0.002009433,0.001231931,0.004621369,0.004261016,0.003570088,0.00447037,0.0007252988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008343442,"about_ca_system_score_gemma":0.0009643257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008208085,"about_ca_topic_score_gemma":0.0007359178,"domain_scores_codex":[0.9985965,0.0004659948,0.00006663578,0.0001969987,0.0004673224,0.0002065081],"domain_scores_gemma":[0.9973002,0.00116641,0.000304033,0.0005363742,0.0002943264,0.0003986617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001331711,0.00001225069,0.00009702585,0.00001573315,0.000004983312,0.0000375638,0.00006481195,0.0003409756,0.0006903696,0.9962256,0.0005952477,0.001902264],"study_design_scores_gemma":[0.00002014375,0.00002192045,0.0003554383,0.00002026338,0.00001491601,0.0003125501,0.00005419107,0.02705854,0.0008079137,0.9684976,0.002810343,0.00002615146],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2884989,0.002365864,0.577477,0.003333954,0.00117157,0.000109904,0.0002406306,0.0006327759,0.1261695],"genre_scores_gemma":[0.9025639,0.001182012,0.0598762,0.001188382,0.001137491,0.0001498262,0.0002869234,0.0006098063,0.03300545],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005317489,"threshold_uncertainty_score":0.01778877,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2034834278","doi":"10.1007/s10543-009-0225-0","title":"Rate of convergence of Local Linearization schemes for random differential equations","year":2009,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Numerical methods for differential equations","field":"Mathematics","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Discretization; Mathematics; Linearization; Convergence (economics); Rate of convergence; Applied mathematics; Mathematical analysis; Order (exchange); Nonlinear system; Computer science; Key (lock); Physics","authors":[{"name":"Juan Carlos Jiménez","is_ca":false},{"name":"Félix Carbonell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06994256565394194,"gpt":0.3639990631491104,"spread":0.2940564974951685,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01155408,0.00129126,0.001448106,0.002270294,0.001372739,0.002281408,0.00211947,0.002191494,0.00593887],"category_scores_gemma":[0.04880617,0.0007269304,0.001035088,0.0007897659,0.003763291,0.004025532,0.004886201,0.003610991,0.0008428728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001797957,"about_ca_system_score_gemma":0.001440812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002128314,"about_ca_topic_score_gemma":0.0009476822,"domain_scores_codex":[0.9979115,0.001153238,0.00009084448,0.0001998349,0.0003826954,0.000261781],"domain_scores_gemma":[0.9470571,0.0411449,0.002529809,0.002816725,0.004751414,0.001700045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001070338,0.0002199115,0.005905673,0.0007400449,0.0001548229,0.0003011584,0.001338603,0.2814003,0.02122017,0.6550752,0.004488514,0.02808523],"study_design_scores_gemma":[0.00003759082,0.0001312153,0.0007846943,0.00007242354,0.00002796781,0.0001029963,0.0001024096,0.9461968,0.004157496,0.04736689,0.0009714446,0.00004799538],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2940374,0.003975157,0.6764253,0.002478407,0.0003137746,0.000248086,0.0003095172,0.001064014,0.02114833],"genre_scores_gemma":[0.9181709,0.002003679,0.05756996,0.0003493244,0.0002090858,0.0003940463,0.0005188105,0.0008008569,0.0199833],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01155408,"threshold_uncertainty_score":0.06110454,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2085613094","doi":"10.1007/s10543-004-3828-5","title":"On the Divergence of Collocation Solutions in Smooth Piecewise Polynomial Spaces for Volterra Integral Equations","year":2004,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Fractional Differential Equations Solutions","field":"Mathematics","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Mathematics; Orthogonal collocation; Collocation method; Piecewise; Collocation (remote sensing); Volterra integral equation; Divergence (linguistics); Polynomial; Mathematical analysis; Integral equation; Ordinary differential equation; Applied mathematics; Differential equation; Computer science","authors":[{"name":"Hermann Brunner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1082028943894563,"gpt":0.330729608231756,"spread":0.2225267138422997,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004916047,0.00128104,0.001290924,0.002265837,0.001421842,0.002841411,0.001508363,0.002979348,0.00240311],"category_scores_gemma":[0.02671251,0.0006577668,0.001026745,0.001240557,0.004680523,0.004803243,0.004712654,0.004610732,0.0002616654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002354567,"about_ca_system_score_gemma":0.00118697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003421787,"about_ca_topic_score_gemma":0.001662808,"domain_scores_codex":[0.9987822,0.000673443,0.00006008059,0.0001069049,0.0002747346,0.0001026451],"domain_scores_gemma":[0.9905418,0.006090457,0.0006707715,0.0003609304,0.001544114,0.0007918704],"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":[0.0002494859,0.000149856,0.001653545,0.0002953815,0.00005228566,0.0003696054,0.001083959,0.07828847,0.00587821,0.8917977,0.001972064,0.01820947],"study_design_scores_gemma":[0.00002830776,0.0000682977,0.0004160465,0.00008850795,0.00001430529,0.0001555105,0.0002265109,0.6204757,0.0008714798,0.3758829,0.001734575,0.00003779099],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1954794,0.003641556,0.7775701,0.00269347,0.0006094651,0.00007719803,0.00008752389,0.0001949988,0.01964633],"genre_scores_gemma":[0.9101173,0.001638527,0.07278011,0.0005475633,0.0002535934,0.00007844735,0.0001957907,0.0003313156,0.01405737],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004916047,"threshold_uncertainty_score":0.02599883,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W424092915","doi":"10.1023/a:1021956304751","title":"Mono-Implicit Runge-Kutta-Nyström Methods with Application to Boundary Value Ordinary Differential Equations","year":2001,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Numerical methods for differential equations","field":"Mathematics","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Saint Mary's University","funders":"","keywords":"Runge–Kutta methods; Ordinary differential equation; Boundary value problem; Mathematics; Differential equation; Applied mathematics; Initial value problem; Order (exchange); Explicit and implicit methods; L-stability; Computer science; Mathematical analysis; Differential algebraic equation","authors":[{"name":"Paul Muir","is_ca":true},{"name":"Mark F. Adams","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05798208207617285,"gpt":0.3973959912080013,"spread":0.3394139091318285,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001402185,0.0008493974,0.001412912,0.0009206,0.0009373628,0.001227164,0.001679766,0.002100577,0.002743055],"category_scores_gemma":[0.004514162,0.0006158172,0.0007341418,0.0008087064,0.001652712,0.001953748,0.002649599,0.002296654,0.0008263411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005949436,"about_ca_system_score_gemma":0.001461945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003228457,"about_ca_topic_score_gemma":0.005063673,"domain_scores_codex":[0.9996067,0.000145895,0.00002793922,0.00004697615,0.0001411268,0.00003147979],"domain_scores_gemma":[0.9989182,0.0005485547,0.0001130544,0.0001123437,0.000235849,0.00007204885],"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":[0.0002808099,0.0003050073,0.001217836,0.0005045608,0.00009695659,0.0003047375,0.0008338403,0.5114304,0.01269531,0.3283839,0.002265804,0.1416808],"study_design_scores_gemma":[0.00001420586,0.00002192302,0.00008950305,0.00001919695,0.000007453818,0.00002222131,0.00001669641,0.9804279,0.0007622625,0.01672867,0.001876657,0.00001325012],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02429991,0.00147824,0.9667404,0.0002532428,0.0002972291,0.00005413021,0.00003791084,0.0003125837,0.006526508],"genre_scores_gemma":[0.4231969,0.002309665,0.5445469,0.0001810958,0.0002688274,0.0004134301,0.000134,0.0005261447,0.02842304],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003228457,"threshold_uncertainty_score":0.009176493,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1973647496","doi":"10.1007/s10543-014-0505-1","title":"On the positivity of Poisson integrators for the Lotka–Volterra equations","year":2014,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Numerical methods for differential equations","field":"Mathematics","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dawson College","funders":"","keywords":"Integrator; Poisson distribution; Mathematics; Applied mathematics; Volterra integral equation; Ordinary differential equation; Differential equation; Exponential integrator; Partial differential equation; Population; Mathematical analysis; Computer science; Differential algebraic equation; Integral equation; Statistics","authors":[{"name":"Mélanie Beck","is_ca":true},{"name":"Martin J. Gander","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1037303310864359,"gpt":0.3652292303402397,"spread":0.2614988992538039,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006352129,0.001001023,0.00149465,0.002212242,0.002737286,0.003735611,0.002199786,0.001954055,0.005418221],"category_scores_gemma":[0.01974918,0.0007794021,0.001570995,0.001162917,0.006702377,0.007056365,0.00454661,0.004069998,0.0006310052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00216484,"about_ca_system_score_gemma":0.002023575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002419789,"about_ca_topic_score_gemma":0.002089408,"domain_scores_codex":[0.9985892,0.0006182097,0.0000748241,0.0001520279,0.000403971,0.0001615794],"domain_scores_gemma":[0.9918866,0.004432523,0.0007943586,0.000474323,0.001454231,0.0009579802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002700617,0.00001350297,0.0001298817,0.00004797705,0.000009043708,0.00004853569,0.0001531428,0.003193878,0.0008115151,0.9929063,0.0005138454,0.002145406],"study_design_scores_gemma":[0.00002045571,0.00002906968,0.0002611363,0.00006469011,0.00001693892,0.0001099936,0.00008226923,0.1324776,0.0005239542,0.864145,0.002235936,0.00003297217],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1724799,0.005460071,0.6857628,0.005723983,0.001125923,0.0001197515,0.00016702,0.0002326252,0.1289279],"genre_scores_gemma":[0.9187145,0.003023021,0.04558826,0.001284999,0.0005749935,0.000162388,0.0001350247,0.0004269724,0.03008984],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006352129,"threshold_uncertainty_score":0.03359365,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4383553031","doi":"10.1007/s10543-023-00981-z","title":"Backward Euler method for stochastic differential equations with non-Lipschitz coefficients driven by fractional Brownian motion","year":2023,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"China Scholarship Council","keywords":"Lipschitz continuity; Mathematics; Stochastic differential equation; Euler method; Rate of convergence; Backward Euler method; Mathematical analysis; Euler's formula; Brownian motion; Fractional Brownian motion; Geometric Brownian motion; Convergence (economics); Applied mathematics; Euler equations; Diffusion process; Statistics","authors":[{"name":"Hao Zhou","is_ca":false},{"name":"Yaozhong Hu","is_ca":true},{"name":"Yanghui Liu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03365659819015417,"gpt":0.2701859446325642,"spread":0.23652934644241,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002837171,0.001203326,0.001656755,0.001282703,0.0006939588,0.00161446,0.001797483,0.002281026,0.003664837],"category_scores_gemma":[0.007651727,0.0007476777,0.00134229,0.0008372005,0.002006699,0.002648398,0.00278108,0.003579047,0.0005423116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00158015,"about_ca_system_score_gemma":0.002989116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006986535,"about_ca_topic_score_gemma":0.004890095,"domain_scores_codex":[0.9994817,0.0002698659,0.00002565258,0.00005916127,0.0001205095,0.00004318621],"domain_scores_gemma":[0.9973739,0.001736476,0.0001731399,0.0001161267,0.0004094896,0.0001908728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001200292,0.00008531209,0.0007475535,0.0002774446,0.0001014254,0.0001702665,0.0001681365,0.2693891,0.003553057,0.7052887,0.001877664,0.01822136],"study_design_scores_gemma":[0.00001994886,0.00001388489,0.00007291312,0.00001942142,0.00001108319,0.00001848197,0.000008668062,0.934539,0.0002135117,0.06346823,0.001604519,0.00001032823],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008948467,0.0009817447,0.9851246,0.0006793548,0.0003735781,0.00004407178,0.000083483,0.00007203586,0.003692653],"genre_scores_gemma":[0.392844,0.003487066,0.5437034,0.0007964795,0.0007430026,0.0007246626,0.0007269197,0.0005583036,0.0564162],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006986535,"threshold_uncertainty_score":0.01500458,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2092048620","doi":"10.1007/s10543-014-0492-2","title":"An algorithm for continuous piecewise linear bounding of discrete time series data","year":2014,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Time Series Analysis and Forecasting","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Bounding overwatch; Algorithm; Series (stratigraphy); Mathematics; Piecewise linear function; Piecewise; Applied mathematics; Computer science; Mathematical analysis; Artificial intelligence","authors":[{"name":"Andrew Skelton","is_ca":true},{"name":"Allan R. Willms","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02341037913605868,"gpt":0.2755881841118188,"spread":0.2521778049757601,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002478661,0.001145285,0.001383366,0.001701069,0.000760397,0.002243883,0.002664756,0.001601584,0.009010212],"category_scores_gemma":[0.01232771,0.0008662678,0.001214141,0.002019771,0.001018559,0.002750465,0.003825994,0.004192299,0.002666755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001438779,"about_ca_system_score_gemma":0.001911568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00539272,"about_ca_topic_score_gemma":0.003731865,"domain_scores_codex":[0.9985324,0.0003331232,0.0001380111,0.0003166542,0.0005414422,0.0001383849],"domain_scores_gemma":[0.9949261,0.003014601,0.0002048642,0.0008826673,0.0008047361,0.0001670732],"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":[0.000410502,0.0001048202,0.0008416214,0.0003181758,0.0001001522,0.0001316719,0.0002419809,0.2677462,0.01016598,0.1121849,0.01027351,0.5974804],"study_design_scores_gemma":[0.00002228543,0.00002687761,0.00009340038,0.000021677,0.00001678806,0.00004864551,0.00001483037,0.966197,0.002614465,0.02705167,0.003878676,0.0000136684],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008600468,0.0000712355,0.9978427,0.00005697004,0.0000370399,0.00001654249,0.00003933912,0.0006640459,0.0004121515],"genre_scores_gemma":[0.05193494,0.0001736053,0.9442754,0.0001000175,0.00006597386,0.0001815222,0.0003595297,0.0003943319,0.002514612],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009010212,"threshold_uncertainty_score":0.03014219,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2981569021","doi":"10.1007/s10543-020-00820-5","title":"Accurate quadrature of nearly singular line integrals in two and three dimensions by singularity swapping","year":2020,"lang":"en","type":"preprint","venue":"BIT Numerical Mathematics","topic":"Electromagnetic Scattering and Analysis","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"Kungliga Tekniska Högskolan; Knut och Alice Wallenbergs Stiftelse; Flatiron Health; Simons Foundation","keywords":"Singularity; Quadrature (astronomy); Laplace transform; Mathematics; Mathematical analysis; Line integral; Stokes flow; Applied mathematics; Flow (mathematics); Geometry; Integral equation; Physics","authors":[{"name":"Ludvig af Klinteberg","is_ca":true},{"name":"Alex H. Barnett","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0213923088754661,"gpt":0.2927324669723336,"spread":0.2713401580968675,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008408678,0.0003575034,0.0004983556,0.0005203484,0.0002233361,0.0009658341,0.0006652426,0.0006629928,0.002371614],"category_scores_gemma":[0.002380856,0.0002218458,0.0003561827,0.0004746785,0.0009061254,0.0007404065,0.00130148,0.0007005308,0.0007036378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004126504,"about_ca_system_score_gemma":0.0003140254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007677532,"about_ca_topic_score_gemma":0.0007033264,"domain_scores_codex":[0.9996246,0.0001300151,0.00001691144,0.00002758608,0.0001641154,0.00003672818],"domain_scores_gemma":[0.9992589,0.0003361924,0.00007124612,0.0001216225,0.0001442959,0.00006769245],"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":[0.0004837845,0.0001220413,0.002294429,0.0001391643,0.00006154403,0.0004643689,0.0003692385,0.6159436,0.07270755,0.2263536,0.002420268,0.07864043],"study_design_scores_gemma":[0.00001100267,0.00001808814,0.0001232566,0.000004392694,0.000001828355,0.00002596869,0.00001031676,0.9870664,0.003117373,0.008876742,0.0007382925,0.000006231273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1319718,0.0001066372,0.862536,0.0001328216,0.0000473244,0.00002455731,0.00004321677,0.0004752399,0.004662298],"genre_scores_gemma":[0.7356433,0.00008638352,0.2604866,0.00008056753,0.0000273159,0.00004278285,0.00009330509,0.000254605,0.003285187],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002371614,"threshold_uncertainty_score":0.007933795,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2955329227","doi":"10.1007/s10543-021-00864-1","title":"A posteriori error analysis for Schwarz overlapping domain decomposition methods","year":2021,"lang":"en","type":"preprint","venue":"BIT Numerical Mathematics","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"Division of Mathematical Sciences","keywords":"Domain decomposition methods; Discretization; Schwarz alternating method; Additive Schwarz method; A priori and a posteriori; Partial differential equation; Mortar methods; Mathematics; Applied mathematics; Domain (mathematical analysis); Multiplicative function; Numerical analysis; Approximation error; Error analysis; Discretization error; Decomposition method (queueing theory); Decomposition; Algorithm; Computer science; Finite element method; Mathematical analysis; Discrete mathematics","authors":[{"name":"Jehanzeb H. Chaudhry","is_ca":false},{"name":"D. Estep","is_ca":true},{"name":"Simon Tavener","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05816146696286391,"gpt":0.4075510216186753,"spread":0.3493895546558114,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004344405,0.001396281,0.0009407596,0.001795797,0.0005728288,0.001641279,0.001141081,0.001543291,0.003140144],"category_scores_gemma":[0.0122414,0.0004931462,0.0008672738,0.0007909649,0.002008543,0.001921751,0.002684226,0.002598433,0.0006278256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007608294,"about_ca_system_score_gemma":0.001029561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001558992,"about_ca_topic_score_gemma":0.00109533,"domain_scores_codex":[0.9981011,0.0009466773,0.00007635936,0.0001268625,0.0006618928,0.00008716623],"domain_scores_gemma":[0.9917932,0.005684153,0.0003851165,0.000580919,0.001327606,0.0002289902],"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":[0.0004923327,0.0001311162,0.001380555,0.0005594252,0.0001140466,0.0001844182,0.0003979518,0.3144242,0.01703767,0.605218,0.004209832,0.05585051],"study_design_scores_gemma":[0.000008113532,0.00002282136,0.0001729513,0.0000312691,0.000009616349,0.00003569573,0.00002407677,0.9487008,0.00203054,0.04755076,0.001401702,0.00001164089],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01622155,0.0006087874,0.9766086,0.0002364661,0.0001056227,0.00003168727,0.00006476606,0.00008854752,0.006034067],"genre_scores_gemma":[0.4385656,0.001485062,0.5360879,0.0003139458,0.0003389863,0.0002924687,0.0004893423,0.0007017383,0.02172486],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004344405,"threshold_uncertainty_score":0.02297568,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4321350826","doi":"10.1007/s10543-023-00955-1","title":"An Hermite-Obreschkoff method for stiff high-index DAE","year":2023,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Numerical methods for differential equations","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Jacobian matrix and determinant; Backward differentiation formula; Nonlinear system; Computation; Mathematics; Applied mathematics; Numerical analysis; Hermite polynomials; Algebraic equation; Numerical integration; Differential algebraic equation; Differential equation; Computer science; Mathematical analysis; Algorithm; Ordinary differential equation","authors":[{"name":"Reza Zolfaghari","is_ca":true},{"name":"Nedialko S. Nedialkov","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09374138366752967,"gpt":0.4308030821681141,"spread":0.3370616985005845,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001240826,0.0007264844,0.0009269852,0.0007134801,0.0007959957,0.001148663,0.001307969,0.001461219,0.005620508],"category_scores_gemma":[0.001909163,0.0003651431,0.0006387931,0.0007053394,0.001112306,0.001149765,0.001557317,0.001824424,0.001792074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006552403,"about_ca_system_score_gemma":0.001033278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001762674,"about_ca_topic_score_gemma":0.004854645,"domain_scores_codex":[0.999523,0.0001819516,0.00002221402,0.00003640072,0.0002053745,0.00003100565],"domain_scores_gemma":[0.999422,0.0001944267,0.00003442301,0.0001080649,0.0001756383,0.00006558457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002035293,0.0002087666,0.0008289692,0.0003124914,0.0001281284,0.0002700896,0.000241739,0.1893017,0.01886295,0.6691789,0.007342448,0.1131203],"study_design_scores_gemma":[0.00001801317,0.0000244354,0.0001208319,0.0000255207,0.00001141326,0.00005939719,0.00001396373,0.945906,0.00136492,0.0464369,0.005993883,0.00002461791],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006188827,0.0003234462,0.9846001,0.0001727405,0.0002059831,0.00004672082,0.00005792394,0.0001772807,0.008226927],"genre_scores_gemma":[0.2052329,0.0008192234,0.7461808,0.0005202082,0.0002772451,0.0003470028,0.00027011,0.0006441273,0.04570835],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005620508,"threshold_uncertainty_score":0.01880246,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2594345700","doi":"10.1007/s10543-018-0696-y","title":"Well-balanced mesh-based and meshless schemes for the shallow-water equations","year":2018,"lang":"en","type":"preprint","venue":"BIT Numerical Mathematics","topic":"Computational Fluid Dynamics and Aerodynamics","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":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Consistency (knowledge bases); Shallow water equations; Mathematics; Applied mathematics; Polygon mesh; Flux (metallurgy); Finite difference; Momentum (technical analysis); Mathematical analysis; Computer science; Geometry; Materials science","authors":[{"name":"Alexander Bihlo","is_ca":true},{"name":"Scott MacLachlan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01689903505423791,"gpt":0.2479855641814825,"spread":0.2310865291272446,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009586269,0.0007971423,0.0008435811,0.0007267476,0.0004745927,0.001186786,0.001508283,0.001905343,0.00230649],"category_scores_gemma":[0.004304118,0.0003754674,0.0005863998,0.0006072234,0.00119774,0.002700846,0.002531788,0.002047354,0.0006963919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008664474,"about_ca_system_score_gemma":0.0009038028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002455482,"about_ca_topic_score_gemma":0.002969842,"domain_scores_codex":[0.9995742,0.0001349926,0.00002881844,0.00003630963,0.0001865151,0.00003912373],"domain_scores_gemma":[0.9991348,0.0002271723,0.0001151033,0.0001641141,0.0002642115,0.00009466909],"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":[0.0004450686,0.0001494967,0.001156762,0.0003436462,0.00007070281,0.0001621221,0.0003057188,0.36701,0.0258432,0.5039352,0.006397779,0.09418043],"study_design_scores_gemma":[0.00002801062,0.00003089611,0.0001441761,0.00001790197,0.000009670348,0.00002402669,0.00001424254,0.946499,0.001265667,0.0495321,0.002419977,0.00001429575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04083406,0.001717065,0.9482357,0.0007100127,0.000524772,0.00006650465,0.000177026,0.0002695379,0.007465285],"genre_scores_gemma":[0.566528,0.001599639,0.4006576,0.0005087126,0.000461813,0.0002405406,0.000606698,0.000528296,0.02886879],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002455482,"threshold_uncertainty_score":0.007716,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W43115652","doi":"10.1023/a:1021975414321","title":"Factorised Preconditionings of Successive Approximations in Finite Precision","year":2001,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Linear map; Mathematics; Operator (biology); Matrix (chemical analysis); Applied mathematics; Transformation (genetics); Linear system; System of linear equations; Transformation matrix; Numerical analysis; Computer science; Calculus (dental); Mathematical analysis; Pure mathematics; Physics","authors":[{"name":"Alexandre Timonov","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01673602398436708,"gpt":0.2588486463489453,"spread":0.2421126223645783,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001136283,0.0008826904,0.0007691552,0.000662121,0.0004294291,0.00101462,0.0009711898,0.0009047161,0.008405049],"category_scores_gemma":[0.006487781,0.0003981457,0.0005718875,0.001048219,0.001194459,0.001301915,0.001199831,0.001504837,0.001533602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004677811,"about_ca_system_score_gemma":0.0007666993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00260838,"about_ca_topic_score_gemma":0.004940254,"domain_scores_codex":[0.9992018,0.0003215628,0.000047098,0.00006606701,0.0002927466,0.00007078004],"domain_scores_gemma":[0.998086,0.000820175,0.0001512181,0.0004438692,0.0004062107,0.00009262362],"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":[0.001003029,0.0001901927,0.0007087901,0.0004238405,0.0001173033,0.0002721172,0.0004951539,0.3617273,0.03348579,0.2800774,0.009854929,0.3116441],"study_design_scores_gemma":[0.0000350112,0.0001035275,0.0001285265,0.00002380985,0.00001402794,0.00005416417,0.00003686413,0.942485,0.008021981,0.04426925,0.004809569,0.00001822906],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0333293,0.0003830587,0.9586982,0.0001731484,0.000369907,0.0000471671,0.0000756611,0.0007105016,0.006213118],"genre_scores_gemma":[0.4066578,0.0006263973,0.5798677,0.0001267134,0.0002305727,0.0001379568,0.0002449033,0.0006507299,0.01145718],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008405049,"threshold_uncertainty_score":0.02811772,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3134733524","doi":"10.1007/s10543-021-00875-y","title":"Arbitrary high order A-stable and B-convergent numerical methods for ODEs via deferred correction","year":2021,"lang":"en","type":"preprint","venue":"BIT Numerical Mathematics","topic":"Numerical methods for differential equations","field":"Mathematics","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 Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ode; Ordinary differential equation; Convergence (economics); Sequence (biology); Midpoint; Scheme (mathematics); Order of accuracy; Mathematics; Order (exchange); Applied mathematics; Stability (learning theory); Numerical analysis; Numerical stability; Mathematical analysis; Differential equation; Computer science; Geometry","authors":[{"name":"Saint-Cyr E. R. Koyaguerebo-Imé","is_ca":true},{"name":"Yves Bourgault","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08910634030375586,"gpt":0.4011625593434389,"spread":0.3120562190396831,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001566873,0.000876999,0.0006881911,0.00134183,0.001040704,0.001302192,0.001278727,0.001394368,0.002947603],"category_scores_gemma":[0.00707531,0.0003573372,0.0006507982,0.0007186846,0.002339676,0.001677541,0.00303422,0.002836123,0.0009569205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00117622,"about_ca_system_score_gemma":0.001378207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00317036,"about_ca_topic_score_gemma":0.003083015,"domain_scores_codex":[0.9994801,0.00019871,0.00002849669,0.0000527471,0.0002034617,0.00003649457],"domain_scores_gemma":[0.9980686,0.0007488666,0.000168695,0.000261406,0.0005464337,0.0002059365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003563729,0.0001065614,0.0006203586,0.000274295,0.00004977807,0.0003052134,0.0005294769,0.08008623,0.01473441,0.8592978,0.00438214,0.03925726],"study_design_scores_gemma":[0.00004912058,0.00006527092,0.0002031771,0.00005223267,0.00001391439,0.00007955293,0.00003966746,0.7897746,0.004221055,0.2004041,0.005069577,0.00002773765],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05310372,0.001350382,0.9197873,0.0007475046,0.0007063056,0.00008988394,0.00008646659,0.0005037526,0.02362467],"genre_scores_gemma":[0.6127642,0.001086071,0.3328389,0.0007298737,0.0003621623,0.0002486022,0.0001713803,0.0009318353,0.05086704],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00317036,"threshold_uncertainty_score":0.009860694,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319170691","doi":"10.1007/s10543-023-00947-1","title":"Error estimation for the time to a threshold value in evolutionary partial differential equations","year":2023,"lang":"en","type":"article","venue":"BIT Numerical Mathematics","topic":"Model Reduction and Neural Networks","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"Division of Mathematical Sciences; Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Hyperbolic partial differential equation; Partial differential equation; Bounded function; Parabolic partial differential equation; A priori and a posteriori; Nonlinear system; Applied mathematics; Initial value problem; Mathematical analysis; Physics","authors":[{"name":"Jehanzeb H. Chaudhry","is_ca":false},{"name":"Donald Estep","is_ca":true},{"name":"Trevor Giannini","is_ca":false},{"name":"Zachary Stevens","is_ca":false},{"name":"Simon Tavener","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04219432222678553,"gpt":0.2998480901497759,"spread":0.2576537679229903,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005766157,0.0008053608,0.001274392,0.001360887,0.0007344098,0.001836521,0.001958974,0.002497826,0.002407101],"category_scores_gemma":[0.03654588,0.0005574023,0.0008110841,0.0008089889,0.002815273,0.003151963,0.003012419,0.003016961,0.0002670726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001878039,"about_ca_system_score_gemma":0.001745258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007283511,"about_ca_topic_score_gemma":0.002980456,"domain_scores_codex":[0.9988954,0.0004768999,0.00007545178,0.0002175113,0.0002188901,0.000115753],"domain_scores_gemma":[0.9806141,0.01562104,0.0008724743,0.000695257,0.001741075,0.0004559906],"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":[0.0002178098,0.00004043022,0.001685905,0.0001860253,0.00006748817,0.0000727159,0.0002219778,0.6946315,0.002673364,0.2726493,0.0009497292,0.02660384],"study_design_scores_gemma":[0.000003824491,0.000006490494,0.00009641998,0.00001135225,0.000003975984,0.000006299369,0.000006080068,0.9704537,0.000385909,0.02889337,0.0001250863,0.000007482877],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02392868,0.0003461543,0.9732413,0.0007108453,0.0001300825,0.00002092704,0.00003444079,0.0001338305,0.001453744],"genre_scores_gemma":[0.7986613,0.0005649764,0.1914188,0.0002939561,0.0001905229,0.0001390017,0.000173894,0.0004086572,0.008148806],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007283511,"threshold_uncertainty_score":0.03049469,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3003576863","doi":"10.1007/s10543-020-00825-0","title":"Error estimation and uncertainty quantification for first time to a threshold value","year":2020,"lang":"en","type":"preprint","venue":"BIT Numerical Mathematics","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"National Science Foundation","keywords":"A priori and a posteriori; Bounded function; Representation (politics); Mathematics; Applied mathematics; Function (biology); Value (mathematics); Maximum a posteriori estimation; Mathematical optimization; Statistics; Mathematical analysis; Maximum likelihood","authors":[{"name":"Jehanzeb H. Chaudhry","is_ca":false},{"name":"Donald Estep","is_ca":true},{"name":"Zachary Stevens","is_ca":false},{"name":"Simon Tavener","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1631738410868106,"gpt":0.367213059099361,"spread":0.2040392180125504,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006350282,0.001810605,0.002088512,0.003737477,0.001759035,0.005066227,0.003259133,0.003567904,0.008092058],"category_scores_gemma":[0.03468367,0.00101782,0.002389633,0.003288241,0.005575421,0.01003404,0.007572004,0.008082281,0.001935822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003132577,"about_ca_system_score_gemma":0.002440027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002179315,"about_ca_topic_score_gemma":0.0008191601,"domain_scores_codex":[0.9937792,0.001520949,0.0003739469,0.001678678,0.002096461,0.0005507524],"domain_scores_gemma":[0.9884605,0.005731377,0.001031573,0.001901016,0.002437385,0.0004381676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001417188,0.00004467501,0.0004620712,0.0004590043,0.00007473284,0.0001727547,0.0004555647,0.06386954,0.007607181,0.8659513,0.002451479,0.05830993],"study_design_scores_gemma":[0.00001000089,0.00008662658,0.000264302,0.0001725956,0.00005567174,0.0002333139,0.00006798704,0.4000452,0.0119121,0.5798683,0.007229454,0.00005447674],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004701701,0.0005648053,0.9897606,0.0004449409,0.0002146659,0.00002728507,0.00003692755,0.0001801246,0.004068892],"genre_scores_gemma":[0.4399235,0.001994652,0.5246345,0.001288638,0.0008546374,0.0002670027,0.000271276,0.001290678,0.02947518],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008092058,"threshold_uncertainty_score":0.03358388,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}