{"meta":{"query_hash":"07b7492339c5","filters":{"venue":"Journal of Numerical Analysis and Approximation Theory"},"cohort_total":8,"direct_labels_cover":0,"predictions_cover":8,"exported":8,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/07b7492339c5","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Numerical+Analysis+and+Approximation+Theory"},"results":[{"id":"W1736361689","doi":"10.33993/jnaat322-743","title":"On spline approximation for bivariate functions of increasing convex type","year":2003,"lang":"en","type":"article","venue":"Journal of Numerical Analysis and Approximation Theory","topic":"Mathematical Inequalities and Applications","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Bivariate analysis; Regular polygon; Mathematics; Spline (mechanical); Proper convex function; Type (biology); Applied mathematics; Construct (python library); Convex function; Convex analysis; Convex optimization; Statistics; Computer science; Geometry; Geology; Physics","score_opus":0.04957859770349058,"score_gpt":0.3269182389099075,"score_spread":0.2773396412064169,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1736361689","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13959597,0.00003996805,0.8590466,0.00016483905,0.00003037639,0.00016716073,0.000012353215,0.0000090688845,0.0009337058],"genre_scores_gemma":[0.9050678,0.000013273589,0.09456376,0.000059356033,0.000042939668,0.000012468505,0.000010381671,0.000012323936,0.00021771537],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9983709,0.00025775385,0.0008904279,0.00012313349,0.0002400147,0.000117777076],"domain_scores_gemma":[0.9960334,0.0023810237,0.000914884,0.00017492726,0.0004103425,0.00008543884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022736948,0.00012334573,0.0005561676,0.0002550088,0.000105121995,0.000030690997,0.000080846185,0.00006410639,0.00023253655],"category_scores_gemma":[0.0025133556,0.00008762156,0.00027126638,0.0006836219,0.00005870916,0.00009934547,0.000010803072,0.00011061552,0.0000020767868],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000108768974,0.00035951202,0.000044790493,0.0001367257,0.00044761194,1.1662989e-7,0.0002009371,0.00016797803,0.00064638,0.996672,0.000116842006,0.0010983398],"study_design_scores_gemma":[0.00046345062,0.00021183855,0.00010980574,0.00004494226,0.0011955057,0.000009667012,0.00063212734,0.024322184,0.0011514303,0.97148246,0.0002663702,0.000110246234],"about_ca_topic_score_codex":0.0000021288884,"about_ca_topic_score_gemma":2.0730752e-7,"teacher_disagreement_score":0.7654718,"about_ca_system_score_codex":0.000022118451,"about_ca_system_score_gemma":0.000026822741,"threshold_uncertainty_score":0.35731035},"labels":[],"label_agreement":null},{"id":"W2317761885","doi":"10.33993/jnaat441-1059","title":"Analytic and empirical study of the rate of convergence of some iterative methods","year":2015,"lang":"en","type":"article","venue":"Journal of Numerical Analysis and Approximation Theory","topic":"Fixed Point Theorems Analysis","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Science North","funders":"King Fahd University of Petroleum and Minerals","keywords":"Rate of convergence; Mathematics; Fixed point; Convergence (economics); Iterative method; Permutation (music); Applied mathematics; Combinatorics; Discrete mathematics; Mathematical analysis; Algorithm; Physics; Computer science","score_opus":0.0655241239594183,"score_gpt":0.39070665973181684,"score_spread":0.32518253577239853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2317761885","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82750785,0.00020259614,0.17198583,0.00013490937,0.00002265927,0.000098501165,0.0000037237971,0.000001991324,0.00004196092],"genre_scores_gemma":[0.9856986,0.000020328833,0.014178265,0.000027939157,0.000019278255,0.0000014975834,4.412583e-7,0.00000738409,0.00004627317],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9960414,0.0020208482,0.0013038509,0.00014501564,0.0003921839,0.00009668727],"domain_scores_gemma":[0.99548286,0.0013606019,0.002137928,0.00027508693,0.0006391765,0.00010437016],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005437991,0.00014256475,0.0011335907,0.00039366225,0.000039272338,0.000014482238,0.00020723951,0.000053344243,0.000047174],"category_scores_gemma":[0.001766847,0.00007987716,0.00037615502,0.0014315088,0.00026110292,0.0001827436,0.000097996235,0.00016989117,1.511175e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024801707,0.0100199,0.28864044,0.0010192484,0.04624804,0.000015183701,0.10976312,0.007821273,0.022493588,0.4924097,0.000546532,0.018542774],"study_design_scores_gemma":[0.001655054,0.001029668,0.025650011,0.0000845843,0.011525017,0.000015985643,0.01745242,0.063396126,0.010934322,0.8680253,0.000012566459,0.0002189445],"about_ca_topic_score_codex":0.000016406306,"about_ca_topic_score_gemma":0.000002225184,"teacher_disagreement_score":0.37561557,"about_ca_system_score_codex":0.000021447835,"about_ca_system_score_gemma":0.00004726437,"threshold_uncertainty_score":0.32572958},"labels":[],"label_agreement":null},{"id":"W2732652553","doi":"10.33993/jnaat341-787","title":"Approximation properties of a bivariate Stancu type operator","year":2005,"lang":"en","type":"article","venue":"Journal of Numerical Analysis and Approximation Theory","topic":"Approximation Theory and Sequence Spaces","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Science North","funders":"","keywords":"Bivariate analysis; Type (biology); Mathematics; Operator (biology); Statistics; Geology; Chemistry","score_opus":0.03442088092603501,"score_gpt":0.28597995054332315,"score_spread":0.25155906961728813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2732652553","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56488484,0.00045414825,0.43368444,0.00044872228,0.000035929876,0.00013811287,0.0000035661883,0.000018796773,0.00033146233],"genre_scores_gemma":[0.9513628,0.000075479904,0.0481586,0.000074422314,0.000108051514,0.0000046823284,0.0000027817505,0.000013804812,0.00019936486],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99773943,0.00042999987,0.0010678698,0.00016216781,0.00044138354,0.00015914347],"domain_scores_gemma":[0.9977006,0.0002240163,0.0011993544,0.00019974337,0.0005693073,0.00010698099],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022927087,0.00017973744,0.0006923264,0.00042030818,0.00010798822,0.000060292903,0.00019110978,0.00009024859,0.00020752107],"category_scores_gemma":[0.00073760364,0.00011989886,0.0002501485,0.0010245158,0.00014688227,0.00061911944,0.00003560176,0.00018565047,0.0000047903336],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008564079,0.0009400597,0.00074601755,0.00044725495,0.002504356,0.000002847004,0.008536426,0.002296526,0.041702315,0.9142993,0.0001472665,0.0275212],"study_design_scores_gemma":[0.0018363526,0.000656128,0.0008013985,0.0003170645,0.0037189082,0.00007953942,0.0063920096,0.13949871,0.10866887,0.7366559,0.0006638361,0.00071128696],"about_ca_topic_score_codex":0.0000020564146,"about_ca_topic_score_gemma":8.637035e-7,"teacher_disagreement_score":0.38647798,"about_ca_system_score_codex":0.000043736327,"about_ca_system_score_gemma":0.00005847527,"threshold_uncertainty_score":0.48893338},"labels":[],"label_agreement":null},{"id":"W2734830809","doi":"10.33993/jnaat392-1034","title":"Durrmeyer-Stancu type operators","year":2010,"lang":"en","type":"article","venue":"Journal of Numerical Analysis and Approximation Theory","topic":"Approximation Theory and Sequence Spaces","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Science North","funders":"","keywords":"Mathematics; Alpha (finance); BETA (programming language); Linear operators; Operator theory; Type (biology); Integer (computer science); Baskakov operator; Discrete mathematics; Mathematical analysis; Microlocal analysis; Fourier integral operator; Statistics; Bounded function; Computer science","score_opus":0.018227058821203745,"score_gpt":0.2984235670563231,"score_spread":0.2801965082351194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2734830809","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73623794,0.00007626437,0.2618459,0.00048251104,0.0001507704,0.00007371812,0.000002560176,0.000021892945,0.0011084861],"genre_scores_gemma":[0.965978,0.000028261196,0.03342447,0.00011244939,0.00013701213,0.0000019634433,0.0000024057588,0.000011547064,0.00030388206],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99852276,0.00023932479,0.00062799786,0.0001430465,0.00031868508,0.00014817722],"domain_scores_gemma":[0.99823385,0.0004600443,0.00062133954,0.00019160475,0.00034234775,0.00015081897],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020960858,0.00014672613,0.00048344946,0.0003076782,0.00014226466,0.00008359669,0.0001831143,0.00009735983,0.00073571334],"category_scores_gemma":[0.0009865762,0.00009954278,0.0002318595,0.0009306667,0.00013656478,0.00035292696,0.000028491817,0.00037523426,0.000008691911],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011009357,0.00018973532,0.0014898594,0.00003505899,0.0006818998,0.000006041256,0.0009638765,0.00004610116,0.006956751,0.98214716,0.00018561722,0.007187794],"study_design_scores_gemma":[0.0004321837,0.00016028866,0.0012722119,0.000018639677,0.0011490873,0.00007439816,0.0014161074,0.0062312908,0.0044697975,0.98332024,0.0011979211,0.0002578449],"about_ca_topic_score_codex":0.0000010751232,"about_ca_topic_score_gemma":0.0000015377061,"teacher_disagreement_score":0.22974008,"about_ca_system_score_codex":0.000014052155,"about_ca_system_score_gemma":0.00003855334,"threshold_uncertainty_score":0.8055545},"labels":[],"label_agreement":null},{"id":"W2743669250","doi":"10.33993/jnaat382-909","title":"An iterative method for approximating fixed points of Presić nonexpansive mappings","year":2009,"lang":"en","type":"article","venue":"Journal of Numerical Analysis and Approximation Theory","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Science North","funders":"","keywords":"Mathematics; Fixed point; Fixed-point theorem; Banach space; Integer (computer science); Convergence (economics); Discrete mathematics; Pure mathematics; Mathematical analysis; Computer science","score_opus":0.010583797091525208,"score_gpt":0.2916500684332838,"score_spread":0.2810662713417586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2743669250","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0024713387,0.000052470314,0.99585164,0.0013882025,0.000015110066,0.000106716754,0.0000054299426,0.000012180265,0.0000969065],"genre_scores_gemma":[0.38344097,0.000007246385,0.6161345,0.00033813674,0.000034995843,0.0000026957928,0.0000086408345,0.000002778447,0.000029996287],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980309,0.00039701696,0.000879628,0.00022292606,0.00034270366,0.0001268402],"domain_scores_gemma":[0.9971429,0.0004406927,0.0012962578,0.00018881897,0.0008144501,0.00011684042],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018846389,0.00013381391,0.00058171526,0.0005360225,0.000119442,0.00013368276,0.00032877253,0.000054246553,0.000028589793],"category_scores_gemma":[0.0003060864,0.00009961151,0.00035917605,0.0013282588,0.000025581587,0.00086540094,0.00002416989,0.00009499268,3.7848554e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020275808,0.00090429623,0.0005292124,0.000057587906,0.0023071317,0.0000019025439,0.0075098216,0.07723247,0.008023647,0.78623855,0.00008887264,0.116903774],"study_design_scores_gemma":[0.00039271303,0.00027691358,0.0021791866,0.000014056115,0.00046573457,0.000006142358,0.0002923292,0.90938014,0.0015319301,0.08532347,0.000026495447,0.00011090286],"about_ca_topic_score_codex":0.0000024475037,"about_ca_topic_score_gemma":1.58956e-7,"teacher_disagreement_score":0.83214766,"about_ca_system_score_codex":0.000020793423,"about_ca_system_score_gemma":0.000036242032,"threshold_uncertainty_score":0.40620396},"labels":[],"label_agreement":null},{"id":"W4362520492","doi":"10.33993/jnaat391-916","title":"The Kantorovich form of some extensions for the Szász-Mirakjan operators","year":2010,"lang":"en","type":"article","venue":"Journal of Numerical Analysis and Approximation Theory","topic":"Approximation Theory and Sequence Spaces","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Science North","funders":"","keywords":"Mathematics; Modulus of continuity; Operator theory; Baskakov operator; Bivariate analysis; Linear operators; Sequence (biology); Constant coefficients; Spectral theorem; Convergence (economics); Pure mathematics; Fourier integral operator; Operator norm; Construct (python library); Extension (predicate logic); Degree (music); Microlocal analysis; Mathematical analysis; Type (biology); Computer science","score_opus":0.019912138565746234,"score_gpt":0.3040198171405302,"score_spread":0.284107678574784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362520492","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4405756,0.00045577544,0.55524945,0.0029833883,0.00021006558,0.00035249125,0.000011945899,0.000013669424,0.00014761968],"genre_scores_gemma":[0.9875689,0.00013016169,0.011772447,0.00011909633,0.00016179892,0.000017743045,0.000001743112,0.000011853147,0.00021623562],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9984019,0.00019264298,0.00079213217,0.000117437245,0.00032886156,0.00016707531],"domain_scores_gemma":[0.99445647,0.003734524,0.0009854125,0.00029199023,0.00044461404,0.00008701312],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004082526,0.00013884134,0.0004373341,0.00013501321,0.0005521558,0.00008957999,0.00034099337,0.00007665083,0.00006228792],"category_scores_gemma":[0.001731003,0.000062270934,0.00042628765,0.0004711374,0.00032096912,0.00031582874,0.000039690058,0.0002889578,8.599123e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011032477,0.00009888415,0.00015878356,0.000029544715,0.0006975243,3.4436917e-7,0.001228467,0.000043122964,0.0028538804,0.98220557,0.00015051609,0.012423033],"study_design_scores_gemma":[0.00032145972,0.00011025205,0.0005404487,0.000014439411,0.0011870553,0.000018021197,0.0031920932,0.020530991,0.002980544,0.9700888,0.00090738497,0.000108519795],"about_ca_topic_score_codex":0.0000025961958,"about_ca_topic_score_gemma":0.000006182748,"teacher_disagreement_score":0.5469933,"about_ca_system_score_codex":0.000011505155,"about_ca_system_score_gemma":0.00004641117,"threshold_uncertainty_score":0.42467913},"labels":[],"label_agreement":null},{"id":"W4362691546","doi":"10.33993/jnaat391-915","title":"On the composite Bernstein type quadrature formula","year":2010,"lang":"en","type":"article","venue":"Journal of Numerical Analysis and Approximation Theory","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Science North","funders":"","keywords":"Quadrature (astronomy); Mathematics; Bernstein polynomial; Gauss–Kronrod quadrature formula; Tanh-sinh quadrature; Type (biology); Mathematical analysis; Interval (graph theory); Pure mathematics; Combinatorics; Physics; Integral equation; Nyström method","score_opus":0.032797824723130684,"score_gpt":0.3394287059362151,"score_spread":0.3066308812130844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362691546","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5054905,0.000020381243,0.49267194,0.001009894,0.00007575916,0.00006885401,0.0000037733507,0.0000071672816,0.0006517254],"genre_scores_gemma":[0.90273535,0.000003770913,0.09663355,0.00021596068,0.00012141378,0.0000015505145,0.0000040867494,0.000009321957,0.00027499918],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99875134,0.00039345011,0.00040718843,0.0000864906,0.0002715378,0.000090000416],"domain_scores_gemma":[0.99710655,0.0019124089,0.0004742122,0.00017736074,0.000269361,0.00006011949],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019314104,0.00010469588,0.0003005938,0.00018194801,0.0001540569,0.00007672644,0.00014031374,0.000059632886,0.0002620522],"category_scores_gemma":[0.0013520423,0.000053918873,0.00022337941,0.00065875956,0.000067975154,0.00011032804,0.000020796679,0.00046444833,0.000005667062],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007256355,0.00017952938,0.00023741361,0.0000097703405,0.0005636948,0.0000016011761,0.00070998754,0.000054528587,0.0071746865,0.984469,0.00016925273,0.0063579506],"study_design_scores_gemma":[0.00019674456,0.00012219946,0.0010850225,0.0000148880445,0.00071919867,0.000018163017,0.00017612174,0.01964294,0.0017446881,0.97569597,0.0004852918,0.00009875206],"about_ca_topic_score_codex":8.161057e-7,"about_ca_topic_score_gemma":0.0000018217521,"teacher_disagreement_score":0.39724484,"about_ca_system_score_codex":0.000010602157,"about_ca_system_score_gemma":0.000015468375,"threshold_uncertainty_score":0.2869288},"labels":[],"label_agreement":null},{"id":"W4407035833","doi":"10.33993/jnaat541-1434","title":"Some simple full-range inverse-normal approximations","year":2025,"lang":"en","type":"article","venue":"Journal of Numerical Analysis and Approximation Theory","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Approximation error; Range (aeronautics); Mathematics; Inverse; Simple (philosophy); Approximations of π; Function (biology); Constant (computer programming); Error function; Applied mathematics; Mathematical analysis; Algorithm; Computer science; Geometry","score_opus":0.02980272599678139,"score_gpt":0.3038267216426017,"score_spread":0.2740239956458203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407035833","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022638243,0.00047241308,0.97512805,0.0008148708,0.00011857563,0.000072562056,0.0000055932833,0.000015872238,0.00073380995],"genre_scores_gemma":[0.97695136,0.000052148043,0.021564309,0.0003356797,0.00013570189,0.00000529581,0.0000040844056,0.0000059693048,0.00094547484],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99755436,0.0003432196,0.0010548139,0.0002111798,0.00066913984,0.00016725776],"domain_scores_gemma":[0.9973767,0.0012825865,0.0005442938,0.00026504326,0.0003994918,0.00013193318],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0040718974,0.00013600383,0.00055895874,0.0010297905,0.00017256552,0.00018847728,0.00037871517,0.000076688804,0.00021745062],"category_scores_gemma":[0.002368471,0.00008734849,0.00037433428,0.002437333,0.00011781887,0.00051926484,0.00007134233,0.00020402294,0.000013620797],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000265984,0.00049990154,0.0073328596,0.00006318735,0.0021074682,0.000012353184,0.000978447,0.11569246,0.00073995074,0.7860767,0.009372127,0.076858506],"study_design_scores_gemma":[0.0004341678,0.00007733576,0.007859968,0.000015733916,0.00080718164,0.000013110205,0.00073412596,0.36215195,0.00007053521,0.6254412,0.0022440355,0.00015063421],"about_ca_topic_score_codex":0.0000026705459,"about_ca_topic_score_gemma":7.477919e-7,"teacher_disagreement_score":0.9543131,"about_ca_system_score_codex":0.000039106737,"about_ca_system_score_gemma":0.00006500484,"threshold_uncertainty_score":0.35619682},"labels":[],"label_agreement":null}]}