{"meta":{"query_hash":"a3db87d17de8","filters":{"topic":"Iterative Methods for Nonlinear Equations"},"cohort_total":139,"direct_labels_cover":0,"predictions_cover":139,"exported":139,"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/a3db87d17de8","api":"https://metacan.xera.ac/api/v1/cohort?topic=Iterative+Methods+for+Nonlinear+Equations"},"results":[{"id":"W1870072165","doi":"10.1007/s11016-013-9745-y","title":"On Newton’s method","year":2013,"lang":"en","type":"article","venue":"Metascience","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Philosophy of technology; Philosophy of science; Philosophy of biology; Philosophy; Epistemology; Calculus (dental); Medicine","score_opus":0.14311593866834635,"score_gpt":0.45208397586771143,"score_spread":0.30896803719936505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1870072165","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0060753017,0.012743624,0.8545786,0.0035342,0.0026188358,0.000055497432,0.00016433689,0.0002301786,0.119999334],"genre_scores_gemma":[0.2593163,0.01593783,0.5228067,0.0033885753,0.005081375,0.00039111116,0.0005444035,0.0012256172,0.19130808],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99911004,0.00039704738,0.000037523976,0.0001255727,0.00028664354,0.00004314858],"domain_scores_gemma":[0.9990675,0.0004809611,0.000045198256,0.000113523114,0.0002444949,0.000048260805],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014210748,0.0012145801,0.00095129944,0.0020559358,0.00097421644,0.0014430515,0.0010537098,0.0016660581,0.0071090823],"category_scores_gemma":[0.0043041385,0.0006097145,0.0011532935,0.0014212562,0.003059784,0.0023551167,0.0022904365,0.004313209,0.0023150987],"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":[0.000020431511,0.0000124406015,0.00012974042,0.000101239,0.000024095472,0.000037689842,0.000139958,0.0075441175,0.00057640363,0.94936615,0.0077971085,0.034250617],"study_design_scores_gemma":[0.000012211509,0.000016671283,0.00019116483,0.0000657111,0.000013264774,0.00005019148,0.000019003359,0.031997018,0.00039865187,0.9140746,0.053133782,0.000027748758],"about_ca_topic_score_codex":0.0028811016,"about_ca_topic_score_gemma":0.0021857,"teacher_disagreement_score":0.0071090823,"about_ca_system_score_codex":0.0013672281,"about_ca_system_score_gemma":0.0010105252,"threshold_uncertainty_score":0.023782253},"labels":[],"label_agreement":null},{"id":"W1930001340","doi":"10.1155/2015/461918","title":"On Corrected Quadrature Rules and Optimal Error Bounds","year":2015,"lang":"en","type":"article","venue":"Abstract and Applied Analysis","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","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":"Université de Sherbrooke","funders":"","keywords":"Mathematics; Quadrature (astronomy); Peano axioms; Truncation error; Applied mathematics; Truncation (statistics); Weight function; Function (biology); Degree (music); Taylor series; Mathematical analysis; Algorithm; Statistics","score_opus":0.08759699815660703,"score_gpt":0.37227769477887,"score_spread":0.284680696622263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1930001340","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029085873,0.0007939246,0.96216094,0.0002556066,0.00019296628,0.00004347341,0.00003661523,0.00019120277,0.007239415],"genre_scores_gemma":[0.56009954,0.0009938306,0.42974678,0.00039903543,0.00024545265,0.00017149144,0.0001650912,0.00064001273,0.007538756],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9930155,0.001837982,0.0003546973,0.000559767,0.0037750725,0.00045705523],"domain_scores_gemma":[0.98050445,0.008864943,0.00170482,0.003312677,0.0050716666,0.00054143585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008020939,0.0010608349,0.001227232,0.0022592915,0.00089901115,0.0021272404,0.0025476848,0.0018719095,0.0019971395],"category_scores_gemma":[0.04081076,0.00062535563,0.0012468131,0.0010938492,0.004015658,0.002744231,0.0023947137,0.0030947058,0.000652931],"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":[0.00021340308,0.00005613895,0.0010485542,0.00016648021,0.00006118066,0.00022383397,0.00019998841,0.27156463,0.00876702,0.6775779,0.0015141948,0.038606677],"study_design_scores_gemma":[0.000017903354,0.000040123665,0.00021004099,0.000055069904,0.000021138727,0.00008520312,0.000013856149,0.8484256,0.0063327947,0.14298637,0.0017814229,0.00003047087],"about_ca_topic_score_codex":0.0021382072,"about_ca_topic_score_gemma":0.0014875323,"teacher_disagreement_score":0.008020939,"about_ca_system_score_codex":0.0018190191,"about_ca_system_score_gemma":0.0015287473,"threshold_uncertainty_score":0.042419255},"labels":[],"label_agreement":null},{"id":"W1976285441","doi":"10.12732/ijpam.v85i6.8","title":"ON THE CHEBYSHEV-HALLEY FAMILY OF ITERATION FUNCTIONS AND THE n-TH ROOT COMPUTATION PROBLEM","year":2013,"lang":"en","type":"article","venue":"International Journal of Pure and Apllied Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chebyshev filter; Mathematics; Root (linguistics); Computation; Applied mathematics; Chebyshev iteration; Order (exchange); Newton's method; Root-finding algorithm; Chebyshev polynomials; Algebra over a field; Pure mathematics; Mathematical analysis; Algorithm; Nonlinear system; Finance; Physics","score_opus":0.05357266741620402,"score_gpt":0.3336509679266782,"score_spread":0.28007830051047417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976285441","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025025602,0.0023329635,0.9290923,0.0013229541,0.00038133975,0.000036744987,0.00004277173,0.0001355773,0.04162984],"genre_scores_gemma":[0.52822745,0.0057686935,0.42434844,0.00077089807,0.0009470708,0.00022034865,0.000090320405,0.0005409122,0.039085932],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9992461,0.00036309575,0.000029850626,0.00007928529,0.00021661597,0.00006511811],"domain_scores_gemma":[0.99858725,0.00089735637,0.000104036255,0.00013058282,0.00020911718,0.00007166445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025764045,0.00087309605,0.00066522445,0.0009544961,0.0011060945,0.0011898829,0.00095492724,0.001411422,0.0032224245],"category_scores_gemma":[0.005116199,0.00027438952,0.0007763666,0.0008445385,0.0036617266,0.0025721546,0.0013328177,0.0028240737,0.0011221643],"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":[0.00004059374,0.000015407557,0.00017878662,0.000058595186,0.000006586385,0.00013588832,0.00016797596,0.023895718,0.0017433944,0.9510105,0.0017915649,0.020954859],"study_design_scores_gemma":[0.000014532156,0.000055472057,0.00027595402,0.000070463124,0.000006215417,0.00019510381,0.0000643389,0.21202154,0.0024454014,0.77423024,0.010581382,0.000039393017],"about_ca_topic_score_codex":0.001897525,"about_ca_topic_score_gemma":0.0015051471,"teacher_disagreement_score":0.0032224245,"about_ca_system_score_codex":0.0010687903,"about_ca_system_score_gemma":0.0011065465,"threshold_uncertainty_score":0.013625503},"labels":[],"label_agreement":null},{"id":"W1979665897","doi":"10.1016/j.cam.2008.04.014","title":"Newton’s method and high-order algorithms for the nth root computation","year":2008,"lang":"en","type":"article","venue":"Journal of Computational and Applied Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Computation; Order (exchange); Affine transformation; Convergence (economics); Newton's method; Constant (computer programming); Applied mathematics; Root (linguistics); Combinatorics; Algorithm; Mathematical analysis; Pure mathematics; Nonlinear system","score_opus":0.10185462182591225,"score_gpt":0.38780778117135006,"score_spread":0.2859531593454378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979665897","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0033503214,0.002924978,0.98081034,0.00065477856,0.00059284637,0.000018733786,0.00004381642,0.00013473812,0.01146949],"genre_scores_gemma":[0.16294208,0.005275737,0.7816705,0.00038526216,0.0011550263,0.00014017551,0.00019346378,0.00068320945,0.047554616],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.998979,0.00044872772,0.000040128496,0.000111192734,0.0003672587,0.00005368762],"domain_scores_gemma":[0.9974952,0.001441666,0.00018529435,0.00030151053,0.00047536613,0.000101005615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001835617,0.0011628557,0.001143857,0.001413548,0.0008722965,0.0015547985,0.0015899757,0.0020425986,0.004865879],"category_scores_gemma":[0.010529087,0.00056789996,0.0012328869,0.0015968599,0.0031055992,0.0025993625,0.0015778653,0.004658005,0.0021931326],"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":[0.00006853796,0.000032611726,0.0002844182,0.00019463334,0.00003489284,0.000109055785,0.0002082598,0.09500751,0.0020909915,0.8311448,0.0073142755,0.063510045],"study_design_scores_gemma":[0.000014157997,0.000021525828,0.00021349607,0.000039364393,0.000012138802,0.00010066756,0.000028095888,0.5350031,0.0012186255,0.44250417,0.020804152,0.000040509392],"about_ca_topic_score_codex":0.0030849339,"about_ca_topic_score_gemma":0.0038741892,"teacher_disagreement_score":0.004865879,"about_ca_system_score_codex":0.0013070536,"about_ca_system_score_gemma":0.001494216,"threshold_uncertainty_score":0.016278028},"labels":[],"label_agreement":null},{"id":"W1981176141","doi":"10.1016/j.jmaa.2013.06.027","title":"Corrigendum to “About non-differentiable functions” [J. Math. Anal. Appl. 263 (2001) 721–737]","year":2013,"lang":"en","type":"erratum","venue":"Journal of Mathematical Analysis and Applications","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"New York Institute of Technology","funders":"","keywords":"Differentiable function; Mathematics; Pure mathematics","score_opus":0.05771024836165393,"score_gpt":0.3488749805607241,"score_spread":0.29116473219907013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981176141","genre_codex":"editorial","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001338486,0.0050747804,0.0014807688,0.038634684,0.9400809,0.000060364015,0.0011347901,0.0003563079,0.0130436225],"genre_scores_gemma":[0.00943183,0.025151294,0.006310739,0.080287,0.33519346,0.00040761768,0.0047077974,0.0019103837,0.5365999],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948021,0.0008761791,0.0007485842,0.00085536874,0.0022789144,0.0004389092],"domain_scores_gemma":[0.979042,0.0041197524,0.00077471003,0.0014573545,0.013793424,0.0008126859],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033409945,0.0034576007,0.0034025381,0.0058422177,0.0039538727,0.004006252,0.0050322874,0.006688456,0.12062128],"category_scores_gemma":[0.038568642,0.0013951588,0.0036785821,0.0037057088,0.0028689574,0.0054718144,0.0030707095,0.0070058154,0.07439882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033692348,0.000010798609,0.000039391438,0.00019549215,0.000014537796,0.00009795243,0.000018788885,0.00006745404,0.00006282925,0.001980981,0.9926392,0.004838793],"study_design_scores_gemma":[0.000039150204,0.000037360445,0.0009838109,0.00035698718,0.000053641867,0.00030052435,0.000054782027,0.00039223098,0.0003957531,0.007729698,0.98959535,0.000060734077],"about_ca_topic_score_codex":0.022624567,"about_ca_topic_score_gemma":0.02868465,"teacher_disagreement_score":0.12062128,"about_ca_system_score_codex":0.006636151,"about_ca_system_score_gemma":0.004294114,"threshold_uncertainty_score":0.40351838},"labels":[],"label_agreement":null},{"id":"W198308076","doi":"10.1007/978-1-4612-0071-0_13","title":"Newton’s Method for Riccati Equations","year":2002,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Iterative Methods for Nonlinear Equations","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":"Queen's University","funders":"","keywords":"Linearization; Newton's method; Nonlinear system; Mathematics; Applied mathematics; Riccati equation; Iterative method; Newton's method in optimization; Function (biology); Local convergence; Mathematical analysis; Mathematical optimization; Partial differential equation; Physics","score_opus":0.1616939364906885,"score_gpt":0.39672331620578644,"score_spread":0.23502937971509794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W198308076","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00066365005,0.008684361,0.9458417,0.00067993836,0.00068848854,0.00006744119,0.00035009676,0.0009272412,0.04209704],"genre_scores_gemma":[0.045886282,0.018883513,0.82157815,0.0005053615,0.0009720032,0.00048713383,0.0015425441,0.0011080641,0.10903693],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995389,0.000089227826,0.0000187358,0.00006681389,0.00026520537,0.000021127516],"domain_scores_gemma":[0.99978596,0.00007577184,0.000015643382,0.000027301932,0.00008634537,0.000009086105],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040385153,0.000851514,0.0009607071,0.00082335045,0.00048050698,0.0009190527,0.00090168684,0.001007618,0.012131331],"category_scores_gemma":[0.0010073478,0.00045031388,0.00069895503,0.0010550236,0.00069075177,0.0010345012,0.00078052515,0.0019553767,0.007989336],"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":[0.000024936264,0.00002731347,0.00020325193,0.0007012242,0.0000754157,0.00019012176,0.00020914321,0.061643854,0.0048253387,0.50979066,0.115853876,0.306455],"study_design_scores_gemma":[0.000022689854,0.000022325516,0.00036277762,0.00013095769,0.000025595353,0.0003445853,0.000029911218,0.17145471,0.0032742547,0.22124794,0.6030179,0.000066328605],"about_ca_topic_score_codex":0.0029100468,"about_ca_topic_score_gemma":0.003221694,"teacher_disagreement_score":0.012131331,"about_ca_system_score_codex":0.0005534097,"about_ca_system_score_gemma":0.00097313337,"threshold_uncertainty_score":0.040583372},"labels":[],"label_agreement":null},{"id":"W1983925543","doi":"10.1007/s10957-012-0159-6","title":"The Chebyshev–Shamanskii Method for Solving Systems of Nonlinear Equations","year":2012,"lang":"en","type":"article","venue":"Journal of Optimization Theory and Applications","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Université de Sherbrooke","keywords":"Chebyshev filter; Jacobian matrix and determinant; Chebyshev iteration; Chebyshev equation; Chebyshev nodes; Applied mathematics; Chebyshev polynomials; Nonlinear system; Convergence (economics); Mathematics; Equioscillation theorem; Quintic function; Chebyshev pseudospectral method; Process (computing); Focus (optics); Mathematical optimization; Computer science; Mathematical analysis; Orthogonal polynomials; Classical orthogonal polynomials; Physics; Gegenbauer polynomials","score_opus":0.06274660337622259,"score_gpt":0.4000703358602336,"score_spread":0.33732373248401104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983925543","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006647288,0.0017068619,0.9816545,0.0004493364,0.0002850519,0.000070227565,0.000063085005,0.00007085691,0.009052843],"genre_scores_gemma":[0.24496016,0.0035347969,0.7205102,0.0005148416,0.00050625874,0.00054805883,0.00026754115,0.00029341507,0.028864818],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994789,0.00021005259,0.000027772843,0.000045372588,0.0002033245,0.000034668843],"domain_scores_gemma":[0.9990206,0.0005725146,0.000060921375,0.00007490341,0.00022683268,0.00004413039],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015324507,0.00082662655,0.001174202,0.00085299043,0.00086096796,0.00096424116,0.001295821,0.001844285,0.002812019],"category_scores_gemma":[0.0036873536,0.00044856136,0.0009097825,0.0011872624,0.0017950867,0.0012164522,0.0015705789,0.003120998,0.0008049694],"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":[0.00015899456,0.00012517726,0.00069626246,0.0006637434,0.00015007255,0.0001376619,0.0002883992,0.42654598,0.00977788,0.45131737,0.0062303175,0.10390807],"study_design_scores_gemma":[0.000017226628,0.000017633145,0.00012102399,0.000023575803,0.000009944037,0.000031069532,0.000013636276,0.9474666,0.00068795774,0.04753074,0.0040588365,0.00002168341],"about_ca_topic_score_codex":0.0071553593,"about_ca_topic_score_gemma":0.0060934857,"teacher_disagreement_score":0.0071553593,"about_ca_system_score_codex":0.0009250578,"about_ca_system_score_gemma":0.0028746652,"threshold_uncertainty_score":0.01422739},"labels":[],"label_agreement":null},{"id":"W1987128773","doi":"10.5539/jmr.v2n4p57","title":"First-principles Derivation of a Third-order Method for Solving a Two-dimensional Nonlinear System","year":2010,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Hessian matrix; Jacobian matrix and determinant; Applied mathematics; Nonlinear system; Convergence (economics); Rate of convergence; Function (biology); Zero (linguistics); Iterative method; Order (exchange); Constant (computer programming); Mathematical analysis; Mathematical optimization; Computer science","score_opus":0.2680913235089585,"score_gpt":0.5055580038353248,"score_spread":0.2374666803263663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987128773","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019191782,0.00011908967,0.99244916,0.00011144461,0.00006220005,0.00005104097,0.000021518223,0.0000720873,0.0051942817],"genre_scores_gemma":[0.07852924,0.00047541683,0.911194,0.0001749266,0.000049745555,0.00038764332,0.000053646534,0.00020964564,0.008925691],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997118,0.00004014373,0.000011697932,0.000017516068,0.00020337092,0.000015494403],"domain_scores_gemma":[0.99955136,0.00014981876,0.000029946752,0.00005329617,0.00018476485,0.00003080331],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010312594,0.00050758576,0.0006085238,0.0005325216,0.0007217495,0.0006961159,0.0012448705,0.0011600091,0.002908528],"category_scores_gemma":[0.001906064,0.00035415028,0.00087010785,0.00040903,0.00087891216,0.00066243095,0.00091648,0.0016042831,0.0013951368],"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":[0.000019684641,0.00006291196,0.000414199,0.0004399796,0.000032894342,0.00028416023,0.00042957562,0.37191013,0.012664306,0.5578638,0.0035187998,0.052359596],"study_design_scores_gemma":[0.000012677227,0.000029718034,0.00008697858,0.000037677768,0.0000061904243,0.00012009226,0.00002298559,0.94556206,0.0023470235,0.043502837,0.0082526645,0.000019013554],"about_ca_topic_score_codex":0.0026453023,"about_ca_topic_score_gemma":0.003663839,"teacher_disagreement_score":0.002908528,"about_ca_system_score_codex":0.00076845515,"about_ca_system_score_gemma":0.0026637996,"threshold_uncertainty_score":0.009729981},"labels":[],"label_agreement":null},{"id":"W1996561042","doi":"10.1016/s0010-4655(03)00461-2","title":"CANM, a program for numerical solution of a system of nonlinear equations using the continuous analog of Newton's method","year":2003,"lang":"en","type":"article","venue":"Computer Physics Communications","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"IBM (Canada)","funders":"","keywords":"Fortran; Subroutine; Computer science; Unix; Nonlinear system; Test data; Jacobian matrix and determinant; Computational science; Pentium; Parallel computing; Algorithm; Applied mathematics; Programming language; Mathematics; Software","score_opus":0.1966514404891166,"score_gpt":0.44723047315192693,"score_spread":0.25057903266281034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996561042","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002537944,0.00019172758,0.9567069,0.00013038525,0.00014785142,0.0001861844,0.00072297186,0.026721496,0.012654462],"genre_scores_gemma":[0.046599194,0.00029176674,0.9293395,0.00027969887,0.0000898079,0.000758416,0.0013987739,0.005347262,0.015895491],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995474,0.00007179585,0.000027920654,0.00007677884,0.00022982647,0.000046293073],"domain_scores_gemma":[0.9987865,0.00063597586,0.00007248461,0.000108153065,0.000336093,0.00006073147],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008522974,0.00093224726,0.0006157165,0.0011194262,0.0008552978,0.0010541134,0.0017437557,0.0010414956,0.025426865],"category_scores_gemma":[0.004076287,0.0005167646,0.0006570118,0.00097510737,0.00072765193,0.0010637261,0.001152032,0.0013050528,0.005111345],"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":[0.0008906562,0.00031499838,0.0026096606,0.00193793,0.00014133115,0.0004921134,0.00040391833,0.11703084,0.015911618,0.13425894,0.15414572,0.57186234],"study_design_scores_gemma":[0.00034689193,0.00007625002,0.00052061444,0.00016493662,0.000053146035,0.00023900862,0.0000586131,0.76369464,0.012919826,0.03611923,0.18575847,0.000048387148],"about_ca_topic_score_codex":0.0039583878,"about_ca_topic_score_gemma":0.0068438295,"teacher_disagreement_score":0.025426865,"about_ca_system_score_codex":0.00077509065,"about_ca_system_score_gemma":0.0021550264,"threshold_uncertainty_score":0.08506131},"labels":[],"label_agreement":null},{"id":"W2001238573","doi":"10.1016/j.cam.2012.04.007","title":"Regions of convergence of a Padé family of iterations for the matrix sector function and the matrix <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" altimg=\"si48.gif\" display=\"inline\" overflow=\"scroll\"><mml:mi>p</mml:mi></mml:math>th root","year":2012,"lang":"en","type":"article","venue":"Journal of Computational and Applied Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Lemma (botany); Mathematics; Convergence (economics); Conjecture; Matrix (chemical analysis); Function (biology); Padé approximant; Hypergeometric function; Applied mathematics; Power series; Algorithm; Combinatorics; Pure mathematics; Mathematical analysis","score_opus":0.039776927636000624,"score_gpt":0.30386760254015965,"score_spread":0.26409067490415905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001238573","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11799657,0.004076701,0.8237093,0.0023715924,0.00018232797,0.00022677823,0.0010310096,0.0014473024,0.04895834],"genre_scores_gemma":[0.78201896,0.0013984255,0.19407827,0.0004093029,0.00012771653,0.0007202114,0.0013085932,0.0013943525,0.01854411],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99790883,0.0010489632,0.00010018372,0.00022778942,0.00045312702,0.00026114393],"domain_scores_gemma":[0.9498557,0.03744964,0.0029048135,0.002368225,0.005835444,0.0015861384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010118193,0.0013840687,0.0010184447,0.0024821232,0.0015864831,0.0028582243,0.0016901924,0.0015125343,0.008137531],"category_scores_gemma":[0.055389274,0.0008125691,0.001110423,0.0007645896,0.0036178005,0.002297313,0.0029628512,0.0025769363,0.0015906829],"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":[0.0025347164,0.0001766136,0.005743355,0.000944443,0.00024502582,0.000539751,0.0017317538,0.35771802,0.008662032,0.5670519,0.016858336,0.037794054],"study_design_scores_gemma":[0.000110436245,0.00020073698,0.002953831,0.0003585202,0.000055335917,0.00048913737,0.0002550801,0.8874946,0.009575983,0.09101838,0.0073668915,0.00012106941],"about_ca_topic_score_codex":0.004319201,"about_ca_topic_score_gemma":0.0025518832,"teacher_disagreement_score":0.010118193,"about_ca_system_score_codex":0.0016927682,"about_ca_system_score_gemma":0.00257906,"threshold_uncertainty_score":0.053510725},"labels":[],"label_agreement":null},{"id":"W2001830571","doi":"10.1016/j.camwa.2011.11.015","title":"Efficient polynomial root-refiners: A survey and new record efficiency estimates","year":2011,"lang":"en","type":"article","venue":"Computers & Mathematics with Applications","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":24,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Mathematics; Polynomial; Convergence (economics); Degree (music); Root-finding algorithm; Function (biology); Applied mathematics; Root (linguistics); Combinatorics; Order (exchange); Mathematical analysis; Nonlinear system","score_opus":0.13073320571258815,"score_gpt":0.3430237773766982,"score_spread":0.21229057166411006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001830571","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012152973,0.022897363,0.94597113,0.00085755147,0.00018772464,0.00016139858,0.0003655311,0.0010084523,0.016397942],"genre_scores_gemma":[0.15966713,0.032573532,0.78761595,0.00056121155,0.0009088619,0.00040685272,0.0014787209,0.0021622307,0.014625559],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9914282,0.0025967762,0.00066243776,0.0012574014,0.0034422239,0.0006129189],"domain_scores_gemma":[0.9670117,0.018415952,0.001360159,0.009327917,0.0034619267,0.00042237528],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009353761,0.0016019401,0.0032691052,0.003068836,0.0012476483,0.003913788,0.004406296,0.0017169382,0.0091908015],"category_scores_gemma":[0.04877927,0.0013309891,0.002262539,0.006047955,0.0029781726,0.010175198,0.004679781,0.0045271167,0.0055076624],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00052529207,0.0002254447,0.0023270969,0.0017967961,0.00016800828,0.0000777644,0.0004553635,0.02839701,0.003995335,0.41746965,0.016230281,0.528332],"study_design_scores_gemma":[0.00025973102,0.0007182779,0.002460589,0.0008326538,0.00037439293,0.0010428253,0.00030402376,0.29589316,0.023055948,0.5542454,0.12064064,0.00017242238],"about_ca_topic_score_codex":0.0013192081,"about_ca_topic_score_gemma":0.0021056482,"teacher_disagreement_score":0.009353761,"about_ca_system_score_codex":0.001963549,"about_ca_system_score_gemma":0.0029804362,"threshold_uncertainty_score":0.04946798},"labels":[],"label_agreement":null},{"id":"W2005845205","doi":"10.1155/2011/365491","title":"Newton Interpolating Series at <i>m</i> Distinct Points with Coefficients in a Real Banach Algebra","year":2011,"lang":"en","type":"article","venue":"International Journal of Mathematics and Mathematical Sciences","topic":"Iterative Methods for Nonlinear Equations","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; Banach algebra; Series (stratigraphy); Banach space; Ode; Algebra over a field; Newton's method; Value (mathematics); Boundary values; Boundary value problem; Mathematical analysis; Pure mathematics; Nonlinear system","score_opus":0.10887108619926257,"score_gpt":0.37559256129287905,"score_spread":0.2667214750936165,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005845205","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16331068,0.0011924069,0.8063553,0.0004211759,0.00032983403,0.00006437474,0.00009098853,0.00018946861,0.028045746],"genre_scores_gemma":[0.84116215,0.0010579214,0.14358734,0.00009033702,0.0001636591,0.00009019283,0.00007949999,0.000119858254,0.0136490725],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995926,0.00011878947,0.000024171226,0.00006106639,0.00015732937,0.00004604999],"domain_scores_gemma":[0.9990896,0.000324817,0.0002366339,0.000066031746,0.00015191046,0.00013104182],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010494611,0.0008071789,0.0006027294,0.0013727543,0.0008170712,0.001340501,0.0010146169,0.00064453366,0.002422553],"category_scores_gemma":[0.0023060224,0.00032308826,0.00072518503,0.0010494806,0.0017746598,0.0016274715,0.0010671066,0.0017847857,0.0004898877],"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":[0.00007127752,0.000034687902,0.00049464375,0.00010804975,0.000019315712,0.00030570058,0.0003178377,0.01845343,0.009686881,0.9525898,0.00057027536,0.017348105],"study_design_scores_gemma":[0.000022992004,0.00018400508,0.0007438063,0.000087840315,0.00002886419,0.0010010678,0.00021676,0.44903466,0.013744613,0.5258318,0.00903477,0.00006883864],"about_ca_topic_score_codex":0.0005741072,"about_ca_topic_score_gemma":0.0005584778,"teacher_disagreement_score":0.002422553,"about_ca_system_score_codex":0.0008578896,"about_ca_system_score_gemma":0.0006267883,"threshold_uncertainty_score":0.008104205},"labels":[],"label_agreement":null},{"id":"W2009441286","doi":"10.1145/2168773.2168779","title":"Algorithm 917","year":2012,"lang":"en","type":"article","venue":"ACM Transactions on Mathematical Software","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Double-precision floating-point format; Algorithm; Wright; Function (biology); Floating point; Programming language","score_opus":0.11911000344273055,"score_gpt":0.39064829028273296,"score_spread":0.2715382868400024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009441286","genre_codex":"methods","genre_gemma":"software","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"software","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031012404,0.00019847303,0.96510226,0.00020376006,0.0002377206,0.000225274,0.0005707836,0.004426847,0.025933739],"genre_scores_gemma":[0.052047577,0.00028833753,0.89818263,0.00034584635,0.00011494329,0.0005423355,0.002717755,0.0023627481,0.04339774],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99891114,0.00017239859,0.00009236953,0.00028983114,0.00042582475,0.00010843583],"domain_scores_gemma":[0.99915576,0.00019759277,0.000038951133,0.00025699585,0.00032118201,0.000029502158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007398193,0.0010673159,0.00069804804,0.0014005617,0.0010823524,0.0022284098,0.001439067,0.0010438464,0.06513844],"category_scores_gemma":[0.0041157166,0.00038251886,0.00072362483,0.0011958327,0.000661862,0.0017575207,0.0022605709,0.001088625,0.036915094],"study_design_candidate":"not_applicable","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":[0.00032988735,0.000090433365,0.00072492106,0.00027763963,0.00006345753,0.00011636728,0.0000974975,0.03321689,0.006359024,0.1440559,0.050832495,0.7638355],"study_design_scores_gemma":[0.00032523437,0.0002044061,0.0006782828,0.00017361423,0.0000700401,0.0008232084,0.00014667517,0.3663467,0.029048558,0.2740858,0.32799628,0.000101239464],"about_ca_topic_score_codex":0.0011373801,"about_ca_topic_score_gemma":0.0014919512,"teacher_disagreement_score":0.06513844,"about_ca_system_score_codex":0.000692547,"about_ca_system_score_gemma":0.0016275032,"threshold_uncertainty_score":0.21790975},"labels":[],"label_agreement":null},{"id":"W2010818377","doi":"10.1002/nme.1281","title":"A new hybrid method for solving linear–non‐linear systems of equations","year":2005,"lang":"en","type":"article","venue":"International Journal for Numerical Methods in Engineering","topic":"Iterative Methods for Nonlinear Equations","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":"University of Calgary","funders":"","keywords":"System of linear equations; Linear system; Mathematics; Linear equation; Applied mathematics; Convergence (economics); Computation; Nonlinear system; Series (stratigraphy); Rate of convergence; Iterative method; Mathematical optimization; Computer science; Algorithm; Mathematical analysis; Key (lock)","score_opus":0.10126023955130059,"score_gpt":0.48629780773162806,"score_spread":0.38503756818032747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010818377","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0035598322,0.0002429473,0.9932473,0.000065751505,0.00012557291,0.00004894086,0.00002236694,0.00016921567,0.0025179854],"genre_scores_gemma":[0.10610565,0.00040625545,0.8774701,0.00014816268,0.00014090145,0.00047366074,0.00012996393,0.0001817794,0.014943586],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994266,0.00015819202,0.000025009524,0.00006846394,0.00029075774,0.000031035044],"domain_scores_gemma":[0.99945754,0.0002761957,0.0000476566,0.000049109956,0.00013663372,0.000032846085],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093288254,0.00062208314,0.0007816517,0.00078847585,0.0003725148,0.0007015333,0.0014132807,0.0011722444,0.0052018394],"category_scores_gemma":[0.0012642823,0.00042832093,0.00088717166,0.0004740373,0.0007295141,0.0009463094,0.0013611504,0.0011928992,0.0011988413],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000231756,0.00018293249,0.0011942248,0.0010345962,0.0002537464,0.00042955534,0.00047150464,0.46091932,0.04649441,0.15016165,0.0072910003,0.33133528],"study_design_scores_gemma":[0.000033568474,0.00006444258,0.00011412185,0.000022461705,0.00001331485,0.000111526606,0.000015620499,0.9800903,0.0023833779,0.0066031283,0.0105279675,0.000020144358],"about_ca_topic_score_codex":0.0013504969,"about_ca_topic_score_gemma":0.0016125552,"teacher_disagreement_score":0.0052018394,"about_ca_system_score_codex":0.0003166071,"about_ca_system_score_gemma":0.00080246397,"threshold_uncertainty_score":0.017401934},"labels":[],"label_agreement":null},{"id":"W2012066853","doi":"10.1007/s10957-007-9344-4","title":"REFE-Acceptable Mappings: Necessary and Sufficient Condition for the Nonexistence of a Regular Exceptional Family of Elements","year":2008,"lang":"en","type":"article","venue":"Journal of Optimization Theory and Applications","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Uniqueness; Mathematics; Complementarity (molecular biology); Mathematical analysis","score_opus":0.07403505187528658,"score_gpt":0.3638723416970181,"score_spread":0.2898372898217315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012066853","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72060305,0.00030193702,0.24355654,0.0012204311,0.00018014945,0.000104415936,0.00020577891,0.00042752185,0.033400215],"genre_scores_gemma":[0.9627727,0.00015211564,0.031182105,0.00015952288,0.00007924159,0.000105740684,0.00024014595,0.00011070353,0.0051977895],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9985154,0.00022282788,0.0001510407,0.00042802785,0.00035706646,0.0003255213],"domain_scores_gemma":[0.9920954,0.0037855129,0.0006184066,0.00088153745,0.0016475052,0.0009716875],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002087699,0.000576334,0.0014173142,0.0018188572,0.0023717394,0.002615385,0.0011782253,0.0023899034,0.003872583],"category_scores_gemma":[0.014965673,0.000748014,0.0015670448,0.0005365898,0.0037268342,0.003699554,0.0037336352,0.0030705228,0.0005310094],"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":[0.0003695083,0.00016767552,0.0076704663,0.0001493059,0.00007881491,0.0020045522,0.0016761805,0.0044186013,0.020998295,0.9486933,0.0011117577,0.01266151],"study_design_scores_gemma":[0.00013266772,0.00034758364,0.004631707,0.0001074951,0.00008677732,0.0059858654,0.0027877905,0.07682354,0.029004922,0.869907,0.010015719,0.00016895054],"about_ca_topic_score_codex":0.00048271648,"about_ca_topic_score_gemma":0.0003555389,"teacher_disagreement_score":0.003872583,"about_ca_system_score_codex":0.0005909903,"about_ca_system_score_gemma":0.0010769828,"threshold_uncertainty_score":0.01295507},"labels":[],"label_agreement":null},{"id":"W2019943686","doi":"10.5539/jmr.v4n5p34","title":"A Simple Derivation of Newton-Cotes Formulas with Realistic Errors","year":2012,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia","keywords":"Mathematics; Combinatorics; Gaussian quadrature; Order (exchange); Quadrature (astronomy); Sign (mathematics); Function (biology); Simple (philosophy); Mathematical analysis; Physics","score_opus":0.4161915333066384,"score_gpt":0.5356991937386356,"score_spread":0.11950766043199723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019943686","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018569133,0.0013447215,0.97505844,0.00032001158,0.0005882844,0.00006919034,0.00025723732,0.0002894576,0.020215685],"genre_scores_gemma":[0.06248107,0.0031987124,0.8911239,0.0006543423,0.00062249065,0.0004620257,0.0004395232,0.0009169338,0.040101003],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9992434,0.00016743879,0.00006355454,0.00009790492,0.00037870664,0.000048988866],"domain_scores_gemma":[0.9992162,0.00025354346,0.00004363786,0.00015905235,0.0002995412,0.00002798865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017947262,0.0013424916,0.0010461439,0.0015595208,0.0007209184,0.0014853835,0.0020498538,0.0012786331,0.009027742],"category_scores_gemma":[0.006144172,0.00048476266,0.0012040915,0.0012981503,0.0008429347,0.00191562,0.0014929305,0.0030347693,0.007042786],"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":[0.000019073534,0.000036011894,0.00022565207,0.00028840732,0.000026138092,0.00031981934,0.00019992334,0.020217273,0.003083719,0.90662825,0.008538511,0.060417224],"study_design_scores_gemma":[0.000022491478,0.0000733321,0.0004931073,0.00028965925,0.000041492145,0.00062658923,0.000068374546,0.2879804,0.004657246,0.59334075,0.11233039,0.00007613139],"about_ca_topic_score_codex":0.0031827074,"about_ca_topic_score_gemma":0.004015262,"teacher_disagreement_score":0.009027742,"about_ca_system_score_codex":0.0010587913,"about_ca_system_score_gemma":0.0010925912,"threshold_uncertainty_score":0.030200839},"labels":[],"label_agreement":null},{"id":"W2021496120","doi":"10.1112/s0024609305018242","title":"ARITHMETICAL RESULTS ON CERTAIN MULTIVARIATE POWER SERIES","year":2006,"lang":"en","type":"article","venue":"Bulletin of the London Mathematical Society","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Arithmetic function; Mathematics; Radius of convergence; Series (stratigraphy); Power series; Sequence (biology); Combinatorics; Pure mathematics; Discrete mathematics; Mathematical analysis","score_opus":0.04057816475144813,"score_gpt":0.3225910589016857,"score_spread":0.28201289415023756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021496120","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41473335,0.00419341,0.35759714,0.002117,0.00044043263,0.000049845366,0.0002488096,0.00038866824,0.22023132],"genre_scores_gemma":[0.93205976,0.0024617007,0.033842914,0.00024074414,0.0009005549,0.00006852158,0.0002612899,0.00013776906,0.030026697],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9991955,0.0001814422,0.000040617833,0.00012519087,0.00035663322,0.00010061278],"domain_scores_gemma":[0.99682355,0.0013898069,0.0006597755,0.00031369683,0.0005083932,0.00030482173],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018753535,0.0010844645,0.0006141985,0.0027684236,0.0010278666,0.0015715153,0.00093493453,0.00045232533,0.0064128777],"category_scores_gemma":[0.008188425,0.00029653046,0.00076643267,0.0019938955,0.0034877919,0.0033001755,0.0015513329,0.0022853243,0.0011841496],"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":[0.00003983069,0.00001278982,0.00042107105,0.0000727197,0.000015159909,0.00010648161,0.00018483069,0.004103641,0.0016758061,0.9826111,0.00073605496,0.010020524],"study_design_scores_gemma":[0.000016974089,0.0000645078,0.0014869736,0.000042440948,0.000036021196,0.00040947212,0.00010967038,0.044659045,0.0035128393,0.94087034,0.008752345,0.00003934279],"about_ca_topic_score_codex":0.00035578324,"about_ca_topic_score_gemma":0.00033283202,"teacher_disagreement_score":0.0064128777,"about_ca_system_score_codex":0.0009876329,"about_ca_system_score_gemma":0.00038239814,"threshold_uncertainty_score":0.021453142},"labels":[],"label_agreement":null},{"id":"W2022082217","doi":"10.4153/cmb-2006-024-4","title":"Approximation by Rational Mappings, via Homotopy Theory","year":2006,"lang":"en","type":"article","venue":"Canadian Mathematical Bulletin","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Mathematics; Homotopy; Cofibration; Pure mathematics; Homotopy category; Regular homotopy; Homotopy lifting property; Homotopy sphere; n-connected; Euclidean geometry; Euclidean space; Space (punctuation); Homotopy group; Algebra over a field; Discrete mathematics; Geometry","score_opus":0.024441104040742692,"score_gpt":0.28093663731722024,"score_spread":0.25649553327647756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022082217","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28490135,0.0012765947,0.68664587,0.00082432193,0.00018861548,0.000053339165,0.000085358006,0.0003478927,0.025676621],"genre_scores_gemma":[0.94103867,0.00068830414,0.050253667,0.00007218909,0.00008874923,0.0000408642,0.00007180917,0.000086830296,0.0076590385],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993118,0.00025458762,0.000026809012,0.0001073006,0.00022869476,0.00007080425],"domain_scores_gemma":[0.9990615,0.00042473816,0.0001235282,0.00012381868,0.00017950394,0.000086913926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001138025,0.00070051616,0.0007138069,0.0019266366,0.00061806955,0.0022285075,0.000718181,0.00055255083,0.0023647726],"category_scores_gemma":[0.0051086033,0.0002696966,0.0006168916,0.00067295413,0.0023878305,0.0028112438,0.0019042162,0.001301486,0.000371927],"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":[0.00005812284,0.000019710305,0.00055143394,0.000044474702,0.000022498072,0.00008519844,0.00027248112,0.025334809,0.0035664048,0.9581943,0.00047109034,0.011379364],"study_design_scores_gemma":[0.000019673318,0.00007183728,0.00043840925,0.000027842374,0.000017960983,0.00015002991,0.00018289426,0.37412798,0.0022477624,0.6194682,0.0032292271,0.00001812934],"about_ca_topic_score_codex":0.0016851327,"about_ca_topic_score_gemma":0.0008081571,"teacher_disagreement_score":0.0023647726,"about_ca_system_score_codex":0.0013362621,"about_ca_system_score_gemma":0.0004319505,"threshold_uncertainty_score":0.0096952915},"labels":[],"label_agreement":null},{"id":"W2029989264","doi":"10.1142/s0218348x01000737","title":"GENERALIZATIONS OF NEWTON'S METHOD","year":2001,"lang":"en","type":"article","venue":"Fractals","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Newton's method; Mathematics; Variable (mathematics); Newton fractal; Root (linguistics); Root-finding algorithm; Applied mathematics; Polynomial; Calculus (dental); Dynamics (music); Properties of polynomial roots; Mathematical analysis; Mathematical optimization; Iterative method; Matrix polynomial; Nonlinear system; Local convergence; Physics","score_opus":0.16166209077744456,"score_gpt":0.47784943597540563,"score_spread":0.3161873451979611,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029989264","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0066937106,0.011421726,0.9463646,0.0007064441,0.00078587333,0.0000752924,0.00014635746,0.00040968004,0.033396356],"genre_scores_gemma":[0.13842751,0.028098198,0.8001887,0.0005425059,0.0017403204,0.00022249899,0.00026317968,0.0006393244,0.02987783],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.999146,0.00021114228,0.000055519587,0.00014711064,0.00039021895,0.000050014947],"domain_scores_gemma":[0.9986473,0.0005309228,0.00012700472,0.00026962004,0.00035940207,0.00006575133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012374634,0.0008039729,0.0011156959,0.0017311653,0.0006819366,0.0013774742,0.0011674918,0.0009443824,0.003236274],"category_scores_gemma":[0.0041228426,0.0005377265,0.0013484797,0.0017892127,0.0015674887,0.0020166526,0.0014073036,0.0022716182,0.0017450151],"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":[0.000039171013,0.000039560695,0.00075400807,0.00049787055,0.00008019912,0.00013587758,0.0003630808,0.07102162,0.0042564645,0.71326375,0.010350961,0.19919746],"study_design_scores_gemma":[0.00002519646,0.00006637972,0.00079932157,0.00017607512,0.00005369501,0.0005973229,0.000059130794,0.38604632,0.0030514044,0.4054845,0.20353201,0.00010872686],"about_ca_topic_score_codex":0.0025001338,"about_ca_topic_score_gemma":0.0022382343,"teacher_disagreement_score":0.003236274,"about_ca_system_score_codex":0.00088542857,"about_ca_system_score_gemma":0.0009600368,"threshold_uncertainty_score":0.010826409},"labels":[],"label_agreement":null},{"id":"W2038714395","doi":"10.5539/jmr.v3n2p107","title":"New Third- and Sixth-Order Derivative-Free Techniques for Nonlinear Equations","year":2011,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Scalar (mathematics); Nonlinear system; Applied mathematics; Convergence (economics); Order (exchange); Third order; Second derivative; Function (biology); Derivative (finance); Mathematical analysis; Geometry","score_opus":0.44606314548372616,"score_gpt":0.5085879183563294,"score_spread":0.06252477287260327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038714395","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023106802,0.00063791923,0.99478614,0.00007740776,0.00008709615,0.0000296851,0.000014370638,0.00010530688,0.0019514029],"genre_scores_gemma":[0.07122965,0.001509219,0.9185539,0.00009293991,0.0000996265,0.00018883463,0.0000782625,0.00013473695,0.008112806],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99951386,0.00010781182,0.000031063042,0.000041868632,0.00028238606,0.000023028551],"domain_scores_gemma":[0.99940586,0.00017639896,0.00007496948,0.00010675032,0.00019880976,0.000037193116],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008790165,0.0008521435,0.00062212645,0.0007481485,0.00056034053,0.0005567545,0.0015279069,0.0009147927,0.0029278717],"category_scores_gemma":[0.0022583404,0.00028324506,0.0010067674,0.00063737435,0.0007965007,0.0011053439,0.00096408365,0.002402708,0.0012081014],"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":[0.00014109074,0.00012431739,0.0009363278,0.0014322463,0.00009161957,0.0002757573,0.00079101126,0.11817572,0.07763614,0.39839715,0.00739861,0.39459997],"study_design_scores_gemma":[0.000046254947,0.00011491438,0.000355145,0.00010764632,0.00002995926,0.00048451408,0.0000500327,0.91289294,0.017826112,0.04195546,0.026061652,0.000075435535],"about_ca_topic_score_codex":0.0009364202,"about_ca_topic_score_gemma":0.0017743609,"teacher_disagreement_score":0.0029278717,"about_ca_system_score_codex":0.0005093218,"about_ca_system_score_gemma":0.0011434201,"threshold_uncertainty_score":0.009794712},"labels":[],"label_agreement":null},{"id":"W2042487687","doi":"10.1155/s1110757x03301081","title":"Convergence of a short‐step primal‐dual algorithm based on the Gauss‐Newton direction","year":2003,"lang":"en","type":"article","venue":"Journal of Applied Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Convergence (economics); Dual (grammatical number); Gauss; Algorithm; Mathematics; Computer science; Newton's method; Applied mathematics; Mathematical optimization; Physics; Nonlinear system","score_opus":0.0730100225238011,"score_gpt":0.343960651171992,"score_spread":0.27095062864819086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042487687","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004857623,0.000062972984,0.9928135,0.00009452266,0.000039807954,0.00003079645,0.000019043082,0.00008999464,0.0019917395],"genre_scores_gemma":[0.25366956,0.00031301644,0.7375628,0.00018730485,0.00006916447,0.0003758582,0.00014564283,0.00021380706,0.007462924],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99949753,0.00017519805,0.000016772712,0.00006121399,0.00020924334,0.00004005777],"domain_scores_gemma":[0.99898046,0.00050255697,0.00008246654,0.00008253059,0.00028850572,0.00006342152],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015315572,0.0008460355,0.0008890286,0.00043824335,0.00042663363,0.0010047259,0.0008750611,0.0010966915,0.0037729554],"category_scores_gemma":[0.003739605,0.00047279426,0.0005614442,0.0003390405,0.0013214377,0.0007894848,0.0013385861,0.0018828983,0.0010193401],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021862281,0.00011952825,0.00047802733,0.00020201918,0.00006272004,0.00013718758,0.00015621108,0.76711494,0.008568645,0.14267403,0.003530108,0.07673801],"study_design_scores_gemma":[0.000019083438,0.000047787347,0.00003931731,0.0000103106895,0.0000041552016,0.000034464476,0.0000071987283,0.9860713,0.0017048606,0.010793888,0.001260056,0.0000076201554],"about_ca_topic_score_codex":0.0011229647,"about_ca_topic_score_gemma":0.0008574071,"teacher_disagreement_score":0.0037729554,"about_ca_system_score_codex":0.0006059209,"about_ca_system_score_gemma":0.0017489202,"threshold_uncertainty_score":0.01262176},"labels":[],"label_agreement":null},{"id":"W2046275899","doi":"10.1080/00207160.2013.833611","title":"Inverse function, Taylor's expansion and extended Schröder's processes","year":2013,"lang":"en","type":"article","venue":"International Journal of Computer Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Taylor series; Inverse function; Logarithm; Inverse; Trigonometric functions; Applied mathematics; Function (biology); Inverse trigonometric functions; Trigonometry; Nonlinear system; Mathematical analysis; Geometry","score_opus":0.05420179723638368,"score_gpt":0.34410499378117376,"score_spread":0.2899031965447901,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046275899","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0126417065,0.00040864723,0.97786486,0.00017137494,0.0001097578,0.000052975225,0.000027662232,0.00011803604,0.008604923],"genre_scores_gemma":[0.31636375,0.0018375297,0.65601087,0.00031748318,0.00026398888,0.00029292444,0.00013170416,0.00038678898,0.024395028],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9991841,0.00030315656,0.00004391098,0.00010133017,0.00029814022,0.00006939544],"domain_scores_gemma":[0.99830985,0.0008841451,0.00011821824,0.00020974208,0.00040063832,0.00007751005],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026052895,0.0009898093,0.0010755535,0.0011719514,0.00053802814,0.0010957359,0.0014677563,0.0013054743,0.003209574],"category_scores_gemma":[0.0069059804,0.00034469692,0.0013921227,0.00092388055,0.0025046803,0.002955988,0.0015694123,0.002145392,0.0011536694],"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":[0.000067292596,0.00003625655,0.00024635156,0.00013309445,0.00002445936,0.00013731184,0.0002546649,0.0855131,0.0050465264,0.8733494,0.0010264708,0.03416509],"study_design_scores_gemma":[0.000028951943,0.00009676184,0.0001476112,0.000043667504,0.00001881716,0.00012412624,0.00003020159,0.6544751,0.0048608817,0.33411363,0.006006118,0.000054201304],"about_ca_topic_score_codex":0.0013300292,"about_ca_topic_score_gemma":0.0010487036,"teacher_disagreement_score":0.003209574,"about_ca_system_score_codex":0.00072723906,"about_ca_system_score_gemma":0.00086925435,"threshold_uncertainty_score":0.013778269},"labels":[],"label_agreement":null},{"id":"W2054667543","doi":"10.1016/s0096-3003(01)00248-x","title":"Several filled functions with mitigators","year":2002,"lang":"en","type":"article","venue":"Applied Mathematics and Computation","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":26,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hessian matrix; Class (philosophy); Mathematics; Function (biology); Applied mathematics; Computer science; Mathematical optimization; Artificial intelligence","score_opus":0.06437502625387276,"score_gpt":0.3044776015787087,"score_spread":0.24010257532483592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054667543","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10333241,0.0012343015,0.85742825,0.0010906284,0.0005914138,0.00007630648,0.00009929829,0.00070163445,0.035445824],"genre_scores_gemma":[0.68380696,0.00095352164,0.25792903,0.00055839063,0.00038302102,0.00014265926,0.00016460588,0.0005007139,0.055561118],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996063,0.00014212498,0.00002009657,0.00006083908,0.00010308326,0.00006748184],"domain_scores_gemma":[0.99917066,0.00024047866,0.00010239113,0.0001376393,0.00022576429,0.00012304948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000683056,0.0013611536,0.0007119346,0.0010453237,0.0011592739,0.0011358719,0.0012300343,0.0017939243,0.006225394],"category_scores_gemma":[0.0027824964,0.00036697803,0.0008794789,0.0005432604,0.0016785006,0.0020938802,0.0018957477,0.0016361846,0.0011614719],"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":[0.00034341586,0.00012323265,0.00054160866,0.00025944426,0.00009549838,0.0005000776,0.00037839942,0.029823363,0.029467179,0.8605752,0.004782646,0.07310998],"study_design_scores_gemma":[0.00007595208,0.00030380426,0.00054937083,0.00009740747,0.00012035216,0.0011721632,0.00028580043,0.37887716,0.04677412,0.54482883,0.026783342,0.00013164633],"about_ca_topic_score_codex":0.00024689344,"about_ca_topic_score_gemma":0.00026512108,"teacher_disagreement_score":0.006225394,"about_ca_system_score_codex":0.0004227258,"about_ca_system_score_gemma":0.00050610426,"threshold_uncertainty_score":0.020826042},"labels":[],"label_agreement":null},{"id":"W2056878991","doi":"10.4153/cmb-2008-037-9","title":"Picard's Iterations for Integral Equations of Mixed Hammerstein Type","year":2008,"lang":"en","type":"article","venue":"Canadian Mathematical Bulletin","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Contraction (grammar); Type (biology); Convergence (economics); Applied mathematics; Mathematical analysis; Pure mathematics; Calculus (dental); Algebra over a field","score_opus":0.18016972864837455,"score_gpt":0.36164852706343176,"score_spread":0.1814787984150572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056878991","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.036754683,0.0012453184,0.9386914,0.00056827796,0.0002185532,0.00006412976,0.00004406939,0.00019134184,0.022222232],"genre_scores_gemma":[0.56846195,0.0017977658,0.35946584,0.00036256292,0.00026533287,0.00040196293,0.00014898124,0.0005397131,0.06855596],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9989716,0.00041594324,0.000046049347,0.00010421574,0.00035806862,0.000104082246],"domain_scores_gemma":[0.9978643,0.0011505643,0.00013957251,0.0001738463,0.00045390517,0.00021779088],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032596984,0.0013588902,0.0015856157,0.0018400082,0.0010983276,0.0021861952,0.0017030394,0.0013373634,0.0034973412],"category_scores_gemma":[0.008552866,0.0006407028,0.0013300633,0.0008592051,0.0033708103,0.0024923508,0.0038165313,0.0028279086,0.0005618971],"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":[0.000064424305,0.000020044581,0.0002621933,0.00011112756,0.000046049438,0.000112478905,0.00024936098,0.038998812,0.0025841175,0.9439006,0.0010670532,0.012583701],"study_design_scores_gemma":[0.000021573267,0.00004036714,0.00018975434,0.000041732146,0.00001743679,0.00007758674,0.000037602065,0.7963092,0.0025124238,0.19709422,0.003629237,0.000028950019],"about_ca_topic_score_codex":0.0039984453,"about_ca_topic_score_gemma":0.004150481,"teacher_disagreement_score":0.0039984453,"about_ca_system_score_codex":0.0016169271,"about_ca_system_score_gemma":0.0016004628,"threshold_uncertainty_score":0.017239153},"labels":[],"label_agreement":null},{"id":"W2057435646","doi":"10.5539/jmr.v4n4p74","title":"The Theoretical Foundation in the Holder Space of Quadratures Method of Solving Nonlinear Singular Integral Equations Given on Closed Smooth Contour","year":2012,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Mathematical analysis; Singular integral; Nonlinear system; Convergence (economics); Rate of convergence; Hölder condition; Space (punctuation); Foundation (evidence); Methods of contour integration; Singular solution; Integral equation","score_opus":0.22430844703088818,"score_gpt":0.513310873146257,"score_spread":0.28900242611536886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057435646","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017999541,0.0008149427,0.97408766,0.00042936762,0.00012898816,0.000034543144,0.000040091385,0.00006114075,0.0064037577],"genre_scores_gemma":[0.5791473,0.0033310144,0.4070286,0.00031806654,0.0005504511,0.00026406688,0.00017532248,0.00020068813,0.008984454],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993777,0.00021469509,0.000036115405,0.00008120357,0.00023001219,0.000060250666],"domain_scores_gemma":[0.9989164,0.0004928213,0.000095131814,0.00010946545,0.00028824547,0.000097930395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018422367,0.0005276708,0.00064960355,0.0013905057,0.00071395864,0.0013402343,0.0010238264,0.0008588143,0.0026896822],"category_scores_gemma":[0.0046299356,0.00029734778,0.0009732442,0.0009418161,0.0026043123,0.0026811871,0.0018440412,0.002399336,0.000413205],"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":[0.000038813992,0.000022997714,0.0004123468,0.000120134864,0.000017505938,0.000067239016,0.0001816891,0.018332154,0.003518649,0.96061367,0.0006532614,0.01602149],"study_design_scores_gemma":[0.000030224224,0.000118965145,0.00040742278,0.000056212735,0.00002158815,0.00012745193,0.000057772937,0.513188,0.0024196242,0.47870594,0.0048422283,0.000024519686],"about_ca_topic_score_codex":0.0010810863,"about_ca_topic_score_gemma":0.0004924614,"teacher_disagreement_score":0.0026896822,"about_ca_system_score_codex":0.0007392921,"about_ca_system_score_gemma":0.000740156,"threshold_uncertainty_score":0.009742737},"labels":[],"label_agreement":null},{"id":"W2065376358","doi":"10.5539/jmr.v4n3p128","title":"New Two-Step Iterative Methods for Solving Nonlinear Equations","year":2012,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Local convergence; Convergence (economics); Nonlinear system; Iterative method; Newton's method; Applied mathematics; Type (biology); Newton's method in optimization; Mathematical optimization","score_opus":0.49223467657441633,"score_gpt":0.6203571769693644,"score_spread":0.1281225003949481,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065376358","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018650165,0.00025233696,0.99612707,0.000050926308,0.00006580237,0.000035485766,0.000012622155,0.000060311988,0.0015303777],"genre_scores_gemma":[0.063435115,0.00068973965,0.92728853,0.00012248917,0.000100950754,0.00025614875,0.00008647961,0.00016362533,0.007856945],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99909806,0.00026402096,0.00004341396,0.00007033159,0.0004828376,0.00004125325],"domain_scores_gemma":[0.9986261,0.00058218767,0.00009428238,0.00009789895,0.0005373301,0.00006218766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016345668,0.0006355894,0.0006202893,0.00076929847,0.00042539302,0.000640184,0.0012754907,0.0011360537,0.0028496454],"category_scores_gemma":[0.0036691295,0.00038097255,0.0011366404,0.0005391491,0.0007923213,0.0012449725,0.0011934919,0.0018862286,0.0009192681],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020179646,0.0001688235,0.002028408,0.0013420593,0.00019557646,0.00040378212,0.0007529599,0.4226191,0.03713022,0.28497633,0.007537175,0.24264382],"study_design_scores_gemma":[0.000019084044,0.000045075773,0.0001309829,0.00003052304,0.000012319046,0.000105847634,0.000019518619,0.9776433,0.0031672437,0.010376177,0.008425432,0.000024537694],"about_ca_topic_score_codex":0.0014519471,"about_ca_topic_score_gemma":0.0021744675,"teacher_disagreement_score":0.0028496454,"about_ca_system_score_codex":0.00045708823,"about_ca_system_score_gemma":0.0011218933,"threshold_uncertainty_score":0.009532988},"labels":[],"label_agreement":null},{"id":"W2074942215","doi":"10.1016/j.laa.2009.12.035","title":"A residual recurrence for Halley’s method for the matrix <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" altimg=\"si1.gif\" overflow=\"scroll\"><mml:mrow><mml:mi>p</mml:mi></mml:mrow></mml:math>th root","year":2010,"lang":"en","type":"article","venue":"Linear Algebra and its Applications","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Mathematics; Residual; Matrix (chemical analysis); Combinatorics; Algorithm","score_opus":0.04000558927193803,"score_gpt":0.33150317585128475,"score_spread":0.2914975865793467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074942215","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0043185633,0.0019016499,0.9737707,0.0009872307,0.00076213584,0.00007150054,0.0002902975,0.00045136324,0.017446494],"genre_scores_gemma":[0.18298137,0.0027297274,0.72814476,0.0011565947,0.0012924254,0.0005503665,0.0012206071,0.0019588226,0.07996529],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99886584,0.00044192054,0.00008572079,0.00018966802,0.00034970546,0.000067152694],"domain_scores_gemma":[0.99814045,0.0007744522,0.00012816045,0.00027131228,0.0005888674,0.000096771866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025874095,0.0008196673,0.00073644053,0.0012651038,0.00065832055,0.001332175,0.0014733998,0.0009368187,0.015454351],"category_scores_gemma":[0.009626749,0.00033857927,0.0011841328,0.0011120288,0.0014358063,0.001988637,0.0015018808,0.0025473358,0.006220841],"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":[0.00013875643,0.000057103887,0.0007219937,0.00038658275,0.00007453158,0.000244506,0.00046846826,0.023819523,0.0053623067,0.8061162,0.042787004,0.11982307],"study_design_scores_gemma":[0.000055779477,0.000113719834,0.00066872244,0.00016052306,0.00007181535,0.00034820574,0.000116752955,0.44658095,0.006763448,0.4602833,0.08473257,0.00010420929],"about_ca_topic_score_codex":0.0048217387,"about_ca_topic_score_gemma":0.0065899217,"teacher_disagreement_score":0.015454351,"about_ca_system_score_codex":0.0011981421,"about_ca_system_score_gemma":0.001632701,"threshold_uncertainty_score":0.051699936},"labels":[],"label_agreement":null},{"id":"W2077171587","doi":"10.1090/s0025-5718-2014-02906-2","title":"Directional Chebyshev-type methods for solving equations","year":2014,"lang":"en","type":"article","venue":"Mathematics of Computation","topic":"Iterative Methods for Nonlinear Equations","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 Montréal","funders":"","keywords":"Mathematics; Chebyshev filter; Convergence (economics); Type (biology); Chebyshev equation; Chebyshev iteration; Applied mathematics; Chebyshev polynomials; Numerical analysis; Chebyshev nodes; Mathematical optimization; Mathematical analysis; Orthogonal polynomials; Classical orthogonal polynomials","score_opus":0.17368261433700047,"score_gpt":0.4941220397465256,"score_spread":0.3204394254095251,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077171587","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0048467037,0.0006414445,0.9857026,0.00024931645,0.000079223806,0.00004740678,0.00005001665,0.00008616952,0.008297166],"genre_scores_gemma":[0.28463462,0.0026047912,0.6748916,0.00048285682,0.00023144778,0.0006150098,0.00035171592,0.0005996547,0.035588328],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99917454,0.00040502314,0.000038075934,0.00006637667,0.00026701446,0.0000488652],"domain_scores_gemma":[0.9981034,0.00095321087,0.00013470712,0.00018319032,0.0005360127,0.00008948594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027721028,0.0011048065,0.00075828226,0.001074534,0.0006370006,0.001081555,0.0013687446,0.0014642419,0.0046985704],"category_scores_gemma":[0.005658398,0.00034763615,0.0012264958,0.0009039509,0.0015214477,0.0013689043,0.0018143472,0.002599548,0.0017243762],"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":[0.00013571733,0.00007154762,0.0010312515,0.00051987974,0.00007124904,0.00013873981,0.00032535772,0.20613842,0.010075413,0.7172122,0.0053581377,0.058921993],"study_design_scores_gemma":[0.0000072600387,0.000025175892,0.0000937645,0.000027406104,0.000008508747,0.000038849164,0.000024799976,0.9621372,0.0012828554,0.033092033,0.0032473195,0.0000148205945],"about_ca_topic_score_codex":0.0038010548,"about_ca_topic_score_gemma":0.0037331406,"teacher_disagreement_score":0.0046985704,"about_ca_system_score_codex":0.0012935152,"about_ca_system_score_gemma":0.0014591105,"threshold_uncertainty_score":0.015718281},"labels":[],"label_agreement":null},{"id":"W2081691140","doi":"10.1007/s10957-006-9035-6","title":"Duality of Implicit Complementarity Problems by Using Inversions and Scalar Derivatives","year":2006,"lang":"en","type":"article","venue":"Journal of Optimization Theory and Applications","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Mathematics; Infinitesimal; Theory of computation; Complementarity (molecular biology); Duality (order theory); Scalar (mathematics); Hilbert space; Pure mathematics; Mathematical analysis; Algorithm; Geometry","score_opus":0.05819998788388162,"score_gpt":0.367817745985324,"score_spread":0.3096177581014424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081691140","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0139120985,0.00047772675,0.96919113,0.00036625942,0.00020972332,0.00005132198,0.000034772118,0.000046539913,0.015710397],"genre_scores_gemma":[0.45425782,0.0019985614,0.5106495,0.0005723659,0.0005866571,0.0003631771,0.00016599818,0.00044883505,0.030957062],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99907243,0.00045863492,0.000042186304,0.000073742594,0.00028281423,0.0000701583],"domain_scores_gemma":[0.99789786,0.0013012253,0.00017983685,0.0001621355,0.00032825756,0.00013063512],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023716493,0.0010419561,0.0012793835,0.0015570414,0.0007958251,0.0024827325,0.0013228869,0.0013181888,0.0037491107],"category_scores_gemma":[0.0076971767,0.00068689964,0.0011942812,0.0011398862,0.0028654835,0.004279714,0.0040943744,0.004103815,0.00052783574],"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":[0.00004807254,0.00006584889,0.000117268064,0.000092683724,0.000015577813,0.000045618028,0.00012636207,0.0229006,0.001620354,0.95803016,0.0010587556,0.015878698],"study_design_scores_gemma":[0.000026501966,0.000054672044,0.000077813864,0.00003639738,0.000012107592,0.00008422653,0.000053738622,0.40729237,0.0011822525,0.58701164,0.0041495627,0.000018660017],"about_ca_topic_score_codex":0.0008057834,"about_ca_topic_score_gemma":0.001070616,"teacher_disagreement_score":0.0037491107,"about_ca_system_score_codex":0.0007346261,"about_ca_system_score_gemma":0.0015581079,"threshold_uncertainty_score":0.012542665},"labels":[],"label_agreement":null},{"id":"W2086276665","doi":"10.1016/j.cam.2013.10.054","title":"Expanding the applicability of Newton’s method using Smale’s<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" altimg=\"si35.gif\" display=\"inline\" overflow=\"scroll\"><mml:mi>α</mml:mi></mml:math>-theory","year":2013,"lang":"en","type":"article","venue":"Journal of Computational and Applied Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Mathematics; Scroll; Algorithm; Computer graphics (images); Computer science; Theology","score_opus":0.046649245671538324,"score_gpt":0.32379282907208884,"score_spread":0.2771435834005505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086276665","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007181058,0.0006067541,0.9528935,0.00074296666,0.0005301299,0.000052022388,0.00014049555,0.0009239529,0.036929067],"genre_scores_gemma":[0.15215684,0.0018487192,0.8085821,0.0006348988,0.00042311748,0.0002226549,0.000381567,0.0019667693,0.033783298],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99920005,0.00025433613,0.000048309394,0.0001237819,0.0003151496,0.000058270252],"domain_scores_gemma":[0.9977562,0.0010166998,0.00009339179,0.0002875016,0.0007545646,0.0000916563],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014402351,0.0008831094,0.0006788611,0.0015816807,0.0008170611,0.0008815369,0.001014269,0.00079617667,0.015050298],"category_scores_gemma":[0.0074889865,0.00033934432,0.0011302194,0.0007078997,0.0009872726,0.002154972,0.0028653366,0.002160147,0.006990162],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019674841,0.00023351131,0.0019322057,0.00073981436,0.00006971011,0.0006029511,0.0009396839,0.107534565,0.03107172,0.34615636,0.04521643,0.46530625],"study_design_scores_gemma":[0.000016310783,0.000070893526,0.0005607811,0.0001239568,0.000025671037,0.0002651553,0.00008518231,0.8081778,0.012157706,0.09296269,0.08550689,0.000046893165],"about_ca_topic_score_codex":0.0042441315,"about_ca_topic_score_gemma":0.005217767,"teacher_disagreement_score":0.015050298,"about_ca_system_score_codex":0.0005469369,"about_ca_system_score_gemma":0.0013409582,"threshold_uncertainty_score":0.050348222},"labels":[],"label_agreement":null},{"id":"W2091712445","doi":"10.1080/10407790490278002","title":"HIGHER-ORDER METHOD FOR SOLVING FREE BOUNDARY-VALUE PROBLEMS","year":2004,"lang":"en","type":"article","venue":"Numerical Heat Transfer Part B Fundamentals","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Gratitude; Constructive; Mathematics; Domain (mathematical analysis); Order (exchange); Boundary value problem; Mathematical analysis; Nonlinear system; Applied mathematics; Transformation (genetics); Calculus (dental); Computer science; Physics; Psychology","score_opus":0.10526257103731342,"score_gpt":0.3948259334652343,"score_spread":0.2895633624279209,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091712445","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017244555,0.00033043599,0.9777364,0.00010503182,0.000089531844,0.000050558825,0.000026291482,0.00013606511,0.004281117],"genre_scores_gemma":[0.28690404,0.0003799769,0.701142,0.000110193854,0.0000732339,0.00022158147,0.00009802134,0.0001622435,0.010908631],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99959046,0.00013874483,0.000019192315,0.00002978003,0.00018753903,0.00003431016],"domain_scores_gemma":[0.99924123,0.0003753028,0.000056923094,0.00010408811,0.0001697432,0.00005272615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001067626,0.0004991552,0.0007268185,0.00064950105,0.00037764906,0.0006331037,0.0013791755,0.0010269823,0.0031803832],"category_scores_gemma":[0.00207938,0.00019579208,0.00084140874,0.00040571202,0.0009309878,0.00076487777,0.0009782922,0.0013119826,0.00082346855],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020626019,0.00020449664,0.0014819751,0.0005722084,0.000089539426,0.0003835051,0.0005601154,0.5360839,0.034202535,0.29169893,0.00252726,0.13198924],"study_design_scores_gemma":[0.0000146172215,0.00003179174,0.00011320759,0.000015450514,0.0000045109805,0.00003385866,0.000008984666,0.9845418,0.0020382828,0.010392903,0.0027952893,0.0000093064],"about_ca_topic_score_codex":0.0018931364,"about_ca_topic_score_gemma":0.0021536301,"teacher_disagreement_score":0.0031803832,"about_ca_system_score_codex":0.00066483085,"about_ca_system_score_gemma":0.00085567683,"threshold_uncertainty_score":0.010639429},"labels":[],"label_agreement":null},{"id":"W2095306051","doi":"10.1137/130934799","title":"Fixed Point and Newton's Methods for Solving a Nonlinear Equation: From Linear to High-Order Convergence","year":2014,"lang":"en","type":"article","venue":"SIAM Review","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":11,"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 de Sherbrooke","funders":"","keywords":"Convergence (economics); Newton's method; Mathematics; Fixed point; Applied mathematics; Nonlinear system; Steffensen's method; Order (exchange); Local convergence; Newton's method in optimization; Mathematical analysis; Mathematical optimization; Iterative method; Physics","score_opus":0.13646039557947018,"score_gpt":0.46569666106006086,"score_spread":0.3292362654805907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095306051","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004959048,0.0052005528,0.9815668,0.00051421777,0.00015202045,0.00003013479,0.00001377858,0.000056213845,0.007507255],"genre_scores_gemma":[0.22197689,0.020170514,0.73573756,0.0005257384,0.00095211866,0.00028629653,0.0001013782,0.00033908305,0.019910455],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9988318,0.00041827117,0.000060140334,0.00012927098,0.0005117703,0.0000487761],"domain_scores_gemma":[0.99784803,0.0014138004,0.00015669766,0.00016155172,0.00036763898,0.000052247375],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028163425,0.0010010183,0.0008304825,0.0013028546,0.00048105826,0.0010865171,0.0010867236,0.001433511,0.0018813807],"category_scores_gemma":[0.0063146935,0.0004186799,0.0012601352,0.00088364806,0.0034114656,0.0022542183,0.0016303337,0.003158322,0.0007636517],"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":[0.000028989392,0.000022769316,0.0003337561,0.0003961409,0.00004346974,0.00010039072,0.00042329522,0.053078752,0.0032952689,0.879371,0.0015499452,0.061356284],"study_design_scores_gemma":[0.000028534649,0.00014356562,0.00051471154,0.00018998886,0.00003874433,0.0002996296,0.00009089653,0.39386362,0.0043732813,0.57303464,0.027346998,0.000075374766],"about_ca_topic_score_codex":0.0021756627,"about_ca_topic_score_gemma":0.0014619456,"teacher_disagreement_score":0.0028163425,"about_ca_system_score_codex":0.000831449,"about_ca_system_score_gemma":0.0011559194,"threshold_uncertainty_score":0.0148944855},"labels":[],"label_agreement":null},{"id":"W2099492479","doi":"10.1109/lgrs.2009.2026344","title":"Correction to “Computing Transient Electromagnetic Responses of a Metallic Object Using a Spheroidal Excitation Approach”","year":2009,"lang":"en","type":"article","venue":"IEEE Geoscience and Remote Sensing Letters","topic":"Iterative Methods for Nonlinear Equations","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":"University of British Columbia","funders":"","keywords":"Transient (computer programming); Computer science; Object (grammar); Excitation; Expression (computer science); Algorithm; Artificial intelligence; Electrical engineering; Engineering; Programming language","score_opus":0.059755943203902394,"score_gpt":0.33739870874605093,"score_spread":0.27764276554214856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099492479","genre_codex":"editorial","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00043416396,0.0018347088,0.0141141,0.020013407,0.9601209,0.00003459914,0.00040714073,0.0018111864,0.0012297388],"genre_scores_gemma":[0.04768597,0.013067195,0.072222404,0.09769367,0.5161821,0.0006402109,0.0049875015,0.007311323,0.24020962],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9918697,0.001384271,0.0012123005,0.0011477574,0.0038723296,0.0005135806],"domain_scores_gemma":[0.9666077,0.007172925,0.0012077001,0.0023188284,0.021442901,0.0012499237],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0049745576,0.004052946,0.0038761625,0.0034909109,0.0031584979,0.0032610684,0.006055733,0.007420677,0.03287341],"category_scores_gemma":[0.05364862,0.0018824178,0.003136884,0.0030065677,0.004105371,0.0035639107,0.0035802906,0.011960817,0.022202855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017919915,0.000027421494,0.000114917355,0.0006143843,0.00007703636,0.00058006693,0.00010855159,0.0005306089,0.0011724344,0.004498379,0.9740345,0.018062426],"study_design_scores_gemma":[0.00010186043,0.000114821894,0.0008473027,0.00023915082,0.00011428386,0.001490802,0.00011217286,0.0070763677,0.004622068,0.0056242,0.97952545,0.00013154079],"about_ca_topic_score_codex":0.00872194,"about_ca_topic_score_gemma":0.011960067,"teacher_disagreement_score":0.03287341,"about_ca_system_score_codex":0.004764511,"about_ca_system_score_gemma":0.0038810095,"threshold_uncertainty_score":0.10997254},"labels":[],"label_agreement":null},{"id":"W2106410034","doi":"10.1080/00949650410001653133","title":"Results concerning the generalized partially linear single-index model","year":2004,"lang":"en","type":"article","venue":"Journal of Statistical Computation and Simulation","topic":"Iterative Methods for Nonlinear Equations","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":"University of Guelph; University of Toronto","funders":"","keywords":"Mathematics; Interpolation (computer graphics); Spline (mechanical); Linear interpolation; Set (abstract data type); Spline interpolation; Mathematical optimization; Variance (accounting); Applied mathematics; Linear model; Statistics; Algorithm; Computer science; Bilinear interpolation; Artificial intelligence","score_opus":0.20868044378210127,"score_gpt":0.4377038974128704,"score_spread":0.22902345363076915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2106410034","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.056384094,0.00065065327,0.9346896,0.0010193146,0.000038542483,0.00006153512,0.0003621044,0.00039073965,0.00640334],"genre_scores_gemma":[0.82024306,0.0012883211,0.17017733,0.00039311816,0.00011320344,0.00031842693,0.0010387632,0.00026991547,0.006157812],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9982828,0.001005568,0.000068658024,0.00019316681,0.00032681396,0.00012306013],"domain_scores_gemma":[0.98241466,0.013958186,0.0012320211,0.0009051881,0.0012928196,0.0001970621],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004649552,0.0007084929,0.0015144697,0.00068233185,0.00067110447,0.0010609637,0.00126499,0.0010707638,0.0058738585],"category_scores_gemma":[0.03271489,0.00035368768,0.00164421,0.00093921926,0.0012593373,0.0017096627,0.0014616319,0.0014577294,0.00047082527],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056492703,0.000018152372,0.001428548,0.00013075868,0.000060271035,0.00012108896,0.00008412277,0.92118764,0.0004983189,0.063776396,0.0008396511,0.011798595],"study_design_scores_gemma":[0.000007478864,0.00002342962,0.00034217726,0.00001421935,0.00001317734,0.000029965453,0.00002218822,0.9628773,0.00020416988,0.03603199,0.00041979842,0.000014150792],"about_ca_topic_score_codex":0.01479002,"about_ca_topic_score_gemma":0.0054033548,"teacher_disagreement_score":0.01479002,"about_ca_system_score_codex":0.0010188023,"about_ca_system_score_gemma":0.0016840164,"threshold_uncertainty_score":0.029407859},"labels":[],"label_agreement":null},{"id":"W2117230510","doi":"10.1109/ssst.1994.287859","title":"Global optimization of stochastic multivariable functions","year":2002,"lang":"en","type":"article","venue":"","topic":"Iterative Methods for Nonlinear Equations","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":"University of Waterloo","funders":"","keywords":"Multivariable calculus; Global optimization; Stochastic optimization; Parametric statistics; Mathematical optimization; Polynomial; Spline (mechanical); Least-squares function approximation; Computer science; Non-linear least squares; Transformation (genetics); Stochastic process; Nonlinear system; Mathematics; Estimation theory; Algorithm; Statistics; Engineering; Control engineering","score_opus":0.12282013897513323,"score_gpt":0.36474379637018745,"score_spread":0.24192365739505423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117230510","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023078532,0.00008752166,0.9964594,0.00004026128,0.000009490266,0.00000624672,0.000010856244,0.00005366546,0.0010247444],"genre_scores_gemma":[0.5226246,0.0011894141,0.46383998,0.0001651827,0.00017207206,0.00034156055,0.0002746671,0.0005510319,0.010841532],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992132,0.00033609365,0.000025959851,0.00013308255,0.00023605187,0.000055586635],"domain_scores_gemma":[0.99940324,0.00033958274,0.000077295816,0.00005813449,0.00009534706,0.000026406595],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016121024,0.0009516154,0.0011661513,0.00064861646,0.00036925348,0.0009304264,0.0007266454,0.00066358066,0.0018389663],"category_scores_gemma":[0.0023709238,0.00037243436,0.0009754764,0.00053469103,0.0010405801,0.0009805383,0.0015400171,0.0009336086,0.00034444593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015566264,0.00001252286,0.00015358665,0.00007150123,0.000043854587,0.000029683772,0.000045051325,0.8806083,0.0022179536,0.08917974,0.00059979456,0.027022429],"study_design_scores_gemma":[0.0000035730254,0.000025533349,0.00007211239,0.0000062361514,0.000006041139,0.000009235035,0.000006683488,0.9743009,0.0006007297,0.023364348,0.0015982273,0.0000064297346],"about_ca_topic_score_codex":0.0013836641,"about_ca_topic_score_gemma":0.0013739236,"teacher_disagreement_score":0.0018389663,"about_ca_system_score_codex":0.00055684306,"about_ca_system_score_gemma":0.00085730985,"threshold_uncertainty_score":0.00852567},"labels":[],"label_agreement":null},{"id":"W2117547260","doi":"10.1016/j.laa.2009.02.030","title":"On Newton’s method and Halley’s method for the principal <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" altimg=\"si1.gif\" overflow=\"scroll\"><mml:mrow><mml:mi>p</mml:mi></mml:mrow></mml:math>th root of a matrix","year":2009,"lang":"en","type":"article","venue":"Linear Algebra and its Applications","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":38,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Mathematics; Eigenvalues and eigenvectors; Newton's method; Convergence (economics); Applied mathematics; Matrix (chemical analysis); Algorithm; Nonlinear system; Physics","score_opus":0.03562860742071927,"score_gpt":0.33072102617012994,"score_spread":0.29509241874941067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117547260","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018927312,0.006798938,0.9606199,0.0010190284,0.001227804,0.00007581147,0.00014000147,0.0002696001,0.027955988],"genre_scores_gemma":[0.06254493,0.012156677,0.83441114,0.0010204009,0.0022503783,0.00042679507,0.0006939603,0.0013672507,0.08512843],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9977787,0.0009290988,0.00010581664,0.0003098442,0.0007728282,0.00010375651],"domain_scores_gemma":[0.9978115,0.0010789001,0.00013586017,0.0003099611,0.00055228197,0.000111568],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032175959,0.0022829238,0.0015711654,0.0023833446,0.0011418958,0.0014734153,0.0021989818,0.0018376425,0.0113063],"category_scores_gemma":[0.00841437,0.00093829614,0.002367358,0.0029071427,0.003966,0.0039707874,0.003633077,0.0065979864,0.006181772],"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":[0.00009511635,0.000065583205,0.0003439898,0.00045978843,0.000097088894,0.0002549058,0.00054700597,0.035560843,0.0020957387,0.77165455,0.031191055,0.15763435],"study_design_scores_gemma":[0.000035733596,0.000073798525,0.0005778325,0.00021763507,0.000052010822,0.00036214516,0.000101094716,0.18369159,0.0024535384,0.6568493,0.15543318,0.00015219698],"about_ca_topic_score_codex":0.0068351557,"about_ca_topic_score_gemma":0.0062942817,"teacher_disagreement_score":0.0113063,"about_ca_system_score_codex":0.001497282,"about_ca_system_score_gemma":0.0021432706,"threshold_uncertainty_score":0.03782332},"labels":[],"label_agreement":null},{"id":"W2117739452","doi":"10.1109/hpcs.2007.22","title":"Observations on greedy composite Newton methods","year":2007,"lang":"en","type":"article","venue":"","topic":"Iterative Methods for Nonlinear Equations","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":"University of Saskatchewan","funders":"","keywords":"Newton's method; A priori and a posteriori; Newton's method in optimization; Nonlinear system; Computer science; Steffensen's method; Mathematical optimization; Algebraic equation; Quasi-Newton method; Greedy algorithm; Mathematics; Algebraic number; Algorithm; Local convergence; Iterative method","score_opus":0.3791384937457537,"score_gpt":0.527841535842174,"score_spread":0.14870304209642027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117739452","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014269721,0.0009372847,0.9698336,0.00051097886,0.00017270529,0.000052647825,0.000060664584,0.00059176696,0.013570546],"genre_scores_gemma":[0.2907148,0.0013575664,0.69872516,0.00048624788,0.00033297672,0.00027044676,0.00015666788,0.00042061944,0.007535462],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99784315,0.00060961995,0.00008142991,0.0003023827,0.0010086261,0.00015471852],"domain_scores_gemma":[0.99591535,0.0022782316,0.0003770041,0.00069682644,0.000515928,0.00021651413],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029003436,0.00089550216,0.001077998,0.0008704781,0.0008944346,0.0011830054,0.0016590275,0.0012135694,0.0037014666],"category_scores_gemma":[0.010010243,0.00066396117,0.0009180453,0.00091010897,0.002154202,0.0018908178,0.0023663614,0.0021130815,0.0009916584],"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":[0.00057537516,0.00009191172,0.0020534014,0.0002864821,0.00007876883,0.0001748063,0.0001815792,0.32650748,0.006140722,0.5359912,0.009574897,0.11834347],"study_design_scores_gemma":[0.00009154544,0.00010344175,0.00071283994,0.000048047612,0.000022670365,0.00019128186,0.000022702669,0.8237201,0.0032509437,0.157819,0.013981208,0.000036177873],"about_ca_topic_score_codex":0.0021561997,"about_ca_topic_score_gemma":0.0023080814,"teacher_disagreement_score":0.0037014666,"about_ca_system_score_codex":0.000838895,"about_ca_system_score_gemma":0.0013311609,"threshold_uncertainty_score":0.015338659},"labels":[],"label_agreement":null},{"id":"W2135178276","doi":"10.1155/2014/719846","title":"Polynomial and Rational Approximations and the Link between Schröder’s Processes of the First and Second Kind","year":2014,"lang":"en","type":"article","venue":"Abstract and Applied Analysis","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Natural Science Foundation of Fujian Province","keywords":"Mathematics; Polynomial; Simple (philosophy); Link (geometry); Nonlinear system; Approximations of π; Properties of polynomial roots; Applied mathematics; Polynomial and rational function modeling; Root (linguistics); Mathematical analysis; Matrix polynomial; Combinatorics","score_opus":0.033633050768260425,"score_gpt":0.29981543129832783,"score_spread":0.2661823805300674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135178276","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10445634,0.0009280824,0.8213618,0.0018750061,0.00040501074,0.00009258406,0.000061926534,0.00024468207,0.07057467],"genre_scores_gemma":[0.88903415,0.0009489326,0.09246039,0.00043758153,0.00023843185,0.00008642325,0.00004126183,0.0001458304,0.016606962],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.998569,0.0005011066,0.00005037196,0.0001245665,0.0005711493,0.00018383296],"domain_scores_gemma":[0.9971263,0.0016292826,0.00033886707,0.00035021568,0.00036810114,0.0001872502],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023796072,0.0006488112,0.00069935754,0.0014271296,0.0008959818,0.0014476666,0.0011273233,0.0012041797,0.0044220528],"category_scores_gemma":[0.010863283,0.0002649437,0.0012281776,0.0008614065,0.0038979964,0.0030118006,0.00208317,0.0024527258,0.00066765037],"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":[0.000007514912,0.000007685445,0.0000644356,0.000017583017,0.000005564401,0.000028015143,0.00009801568,0.004238025,0.0005532497,0.9932991,0.00020377846,0.0014769331],"study_design_scores_gemma":[0.000010914906,0.000024033976,0.000112082664,0.000017041453,0.000007986864,0.00008496708,0.00005382977,0.12557417,0.0011474557,0.87153834,0.0014048298,0.000024370398],"about_ca_topic_score_codex":0.001532571,"about_ca_topic_score_gemma":0.0011956972,"teacher_disagreement_score":0.0044220528,"about_ca_system_score_codex":0.0010614465,"about_ca_system_score_gemma":0.00084187824,"threshold_uncertainty_score":0.014793217},"labels":[],"label_agreement":null},{"id":"W2142169841","doi":"10.5539/jmr.v7n4p112","title":"Accelerated Bidirectional Modifications of the Steepest Descent Method for Ill-posed Linear Algebraic Systems with Dynamics-theoretical and Optimization Interpretation","year":2015,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Ministry of Science and Technology, Taiwan","keywords":"Mathematics; Convergence (economics); Mathematical optimization; Gradient descent; Interpretation (philosophy); Algorithm; Algebraic number; Method of steepest descent; Interior point method; Optimization problem; Applied mathematics; Computer science; Artificial neural network; Artificial intelligence","score_opus":0.2528157413647656,"score_gpt":0.48273262101026093,"score_spread":0.22991687964549534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142169841","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008925893,0.00024067731,0.9883985,0.00014270285,0.000066280125,0.000035003934,0.000015398682,0.000117066884,0.0020585654],"genre_scores_gemma":[0.31363884,0.00078384986,0.6783909,0.00016709186,0.00010612034,0.00038010805,0.00010571902,0.00018307207,0.0062443],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996037,0.00018293873,0.00001811363,0.000035050918,0.00013490485,0.00002537312],"domain_scores_gemma":[0.9994123,0.00025023156,0.000067649155,0.000084857835,0.00014058355,0.00004439079],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087387755,0.0006973855,0.0006497125,0.00039362715,0.00033632503,0.0005542625,0.0008707536,0.0007536357,0.0016954691],"category_scores_gemma":[0.0024403436,0.00031825248,0.00072540797,0.00035118408,0.0008141518,0.0007365938,0.0013730556,0.0012288579,0.00044736767],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000109105276,0.00008253712,0.0014519996,0.00030741192,0.00007462561,0.0001699898,0.00022103649,0.70047355,0.013000223,0.17883456,0.002225812,0.103049085],"study_design_scores_gemma":[0.000008288809,0.00002599589,0.00006818017,0.0000069209245,0.000003872547,0.00002132289,0.0000064448377,0.98941284,0.00081212027,0.007859225,0.0017673387,0.0000074456743],"about_ca_topic_score_codex":0.0015857039,"about_ca_topic_score_gemma":0.0014975201,"teacher_disagreement_score":0.0016954691,"about_ca_system_score_codex":0.00036640893,"about_ca_system_score_gemma":0.0010941181,"threshold_uncertainty_score":0.005671978},"labels":[],"label_agreement":null},{"id":"W2143381315","doi":"10.1016/j.cam.2012.02.037","title":"Iterative methods for solving nonlinear equations with finitely many roots in an interval","year":2012,"lang":"en","type":"article","venue":"Journal of Computational and Applied Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of British Columbia; Ministry of Education, Science and Technology; National Research Foundation of Korea","keywords":"Mathematics; Iterative method; Maxima and minima; Nonlinear system; Bounded function; Simple (philosophy); Numerical analysis; Interval (graph theory); Applied mathematics; Mathematical analysis; Algorithm; Combinatorics","score_opus":0.13089973512455194,"score_gpt":0.4390862511880091,"score_spread":0.30818651606345715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2143381315","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0068413103,0.00041631772,0.99011725,0.00010036425,0.000084085616,0.00002671719,0.000011866621,0.00004262841,0.002359425],"genre_scores_gemma":[0.2604618,0.0011347558,0.7298122,0.00014295705,0.00016642181,0.0003004717,0.00009914572,0.0001719955,0.00771026],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99914026,0.00037156063,0.00006195093,0.00010034486,0.00027703115,0.000048776834],"domain_scores_gemma":[0.99554634,0.003404915,0.0002481576,0.00019832134,0.0005066516,0.00009566744],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002285449,0.001138238,0.0011446757,0.0010093951,0.0006876915,0.00094627205,0.002190313,0.0018298626,0.0020954392],"category_scores_gemma":[0.011283998,0.00048695857,0.0011751995,0.000984353,0.0024627738,0.0016651152,0.0022248037,0.0034601174,0.00040174753],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022865404,0.00013261793,0.0011463144,0.0006152033,0.00018546412,0.000322105,0.0008073992,0.4819071,0.010025192,0.40145186,0.0020799036,0.101098135],"study_design_scores_gemma":[0.000019793293,0.000040818104,0.00006547232,0.000025679657,0.000015174263,0.000031443516,0.000030508818,0.95492357,0.0007666676,0.04284398,0.0012202136,0.000016817088],"about_ca_topic_score_codex":0.0017646705,"about_ca_topic_score_gemma":0.0016408096,"teacher_disagreement_score":0.002285449,"about_ca_system_score_codex":0.00066249346,"about_ca_system_score_gemma":0.0007765201,"threshold_uncertainty_score":0.012086749},"labels":[],"label_agreement":null},{"id":"W2152778795","doi":"10.1080/10556788.2012.732074","title":"A new family of high-order directions for unconstrained optimization inspired by Chebyshev and Shamanskii methods","year":2012,"lang":"en","type":"article","venue":"Optimization methods & software","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chebyshev filter; Newton's method; Convergence (economics); Newton's method in optimization; Chebyshev iteration; Mathematical optimization; Displacement (psychology); Computer science; Acceleration; Order (exchange); Applied mathematics; Mathematics; Iterative method; Algorithm; Local convergence; Nonlinear system; Mathematical analysis","score_opus":0.07117554534218135,"score_gpt":0.42126790628190786,"score_spread":0.3500923609397265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152778795","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023099205,0.00083379087,0.99310005,0.00010633658,0.0001257392,0.00004031611,0.00004055744,0.0001077233,0.003335499],"genre_scores_gemma":[0.05572735,0.002124001,0.931721,0.00018601328,0.00020106886,0.00031185488,0.00018372224,0.00026224426,0.009282787],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993625,0.00019502552,0.000036594516,0.00007656511,0.00029295537,0.00003642026],"domain_scores_gemma":[0.99924445,0.00027575498,0.0000690242,0.00008577863,0.00027350517,0.00005158352],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012103089,0.0010453371,0.000850417,0.0012397564,0.0006152575,0.0011369771,0.0010243069,0.0010909821,0.0029308563],"category_scores_gemma":[0.0021962046,0.00044929233,0.0010314088,0.0012388339,0.0012145385,0.0014320074,0.0010306033,0.0022440592,0.0014554925],"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":[0.000103071245,0.00007828111,0.0009213228,0.00041939857,0.000067054316,0.00010605271,0.00018997336,0.14070952,0.01870764,0.60993373,0.0075125215,0.22125137],"study_design_scores_gemma":[0.000042953525,0.00012681627,0.00042397247,0.000078445126,0.000020071026,0.00019946738,0.000025256157,0.8081008,0.005351968,0.12886547,0.056692887,0.000071873066],"about_ca_topic_score_codex":0.0016093457,"about_ca_topic_score_gemma":0.0017265051,"teacher_disagreement_score":0.0029308563,"about_ca_system_score_codex":0.00066538295,"about_ca_system_score_gemma":0.0015265021,"threshold_uncertainty_score":0.009804666},"labels":[],"label_agreement":null},{"id":"W2171214983","doi":"","title":"L'Hôpital's rule without derivatives","year":2012,"lang":"en","type":"article","venue":"University of Zagreb University Computing Centre (SRCE)","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","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":"McGill University","funders":"","keywords":"Mathematics; Indeterminate; Quotient; Variable (mathematics); Type (biology); Pure mathematics; Combinatorics; Mathematical economics; Mathematical analysis","score_opus":0.044129717496404396,"score_gpt":0.28293168733452484,"score_spread":0.23880196983812044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2171214983","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.070440546,0.0016700601,0.58427495,0.002302965,0.0027548543,0.00016754471,0.0004806955,0.00054097874,0.33736753],"genre_scores_gemma":[0.624695,0.002132238,0.23652619,0.0012867333,0.0013244763,0.00020087221,0.00038577119,0.00067550165,0.1327733],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9991074,0.00019248985,0.000062998784,0.00022905153,0.0003012563,0.00010677026],"domain_scores_gemma":[0.9991104,0.0002210933,0.0000755213,0.00022230585,0.00026973712,0.00010086321],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012030213,0.00048674256,0.000520456,0.0011145503,0.000975964,0.002312841,0.0010319876,0.0007356822,0.0067162006],"category_scores_gemma":[0.0029241687,0.000261148,0.0007601565,0.00061212474,0.002807315,0.0032009978,0.0018636901,0.0029071812,0.002126615],"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":[0.00001642454,0.000008181561,0.00018612339,0.000027497535,0.0000042771385,0.000094876676,0.00010739776,0.0003634677,0.0007864319,0.97893447,0.0024850874,0.01698569],"study_design_scores_gemma":[0.000015903466,0.000030124153,0.0002740928,0.000022039427,0.000009831145,0.00026041764,0.00007756709,0.0064381384,0.0022131144,0.95747346,0.033167187,0.000018035087],"about_ca_topic_score_codex":0.0008949895,"about_ca_topic_score_gemma":0.0013185159,"teacher_disagreement_score":0.0067162006,"about_ca_system_score_codex":0.0005402855,"about_ca_system_score_gemma":0.0004886914,"threshold_uncertainty_score":0.022467911},"labels":[],"label_agreement":null},{"id":"W2187413387","doi":"10.37193/cjm.2012.01.20","title":"Proving the convergence of the iterative methods by using symbolic computation in Maple","year":2012,"lang":"en","type":"article","venue":"Carpathian Journal of Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","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":"Maple; Symbolic computation; Computation; Convergence (economics); Mathematical proof; The Symbolic; Nonlinear system; Newton's method; Applied mathematics; Mathematics; Computer science; Algorithm; Mathematical analysis","score_opus":0.15212749825311075,"score_gpt":0.4509420667363865,"score_spread":0.2988145684832757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2187413387","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0060057472,0.00031139344,0.98299456,0.00023097164,0.00010620395,0.000038383027,0.000034755863,0.00030215617,0.009975878],"genre_scores_gemma":[0.37576818,0.0013790913,0.6094792,0.00040916537,0.0004097357,0.00041888581,0.00017355556,0.0009222588,0.011039915],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9983463,0.0006171035,0.00009879089,0.00011185927,0.0007103305,0.000115577364],"domain_scores_gemma":[0.9931786,0.004362542,0.00029395628,0.0006538183,0.0013638829,0.00014717333],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026074639,0.0015012209,0.0010583169,0.0014383764,0.0012613125,0.0015816017,0.001030381,0.00091509265,0.0055767377],"category_scores_gemma":[0.018473303,0.00037476327,0.0015285007,0.0008943498,0.0031695687,0.001952543,0.002615171,0.004103365,0.0018902214],"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":[0.00014492575,0.00007610135,0.00071616203,0.00054996304,0.00014317012,0.00051558326,0.0007594939,0.096926525,0.011779583,0.7807862,0.0045182765,0.103083946],"study_design_scores_gemma":[0.000035370074,0.000065758446,0.000305879,0.000096963515,0.00004506015,0.0002640819,0.00007063011,0.5525933,0.015780933,0.42098576,0.009703613,0.00005269794],"about_ca_topic_score_codex":0.0013674293,"about_ca_topic_score_gemma":0.0011027509,"teacher_disagreement_score":0.0055767377,"about_ca_system_score_codex":0.0008452535,"about_ca_system_score_gemma":0.0011254203,"threshold_uncertainty_score":0.018656015},"labels":[],"label_agreement":null},{"id":"W2192672524","doi":"","title":"Optimization of the Decimal Cordic Algorithm by a Free Selection at the End","year":2014,"lang":"en","type":"article","venue":"Journal of academic and applied studies","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Decimal; Selection (genetic algorithm); CORDIC; Arithmetic; Computer science; Algorithm; Selection algorithm; Mathematics; Artificial intelligence; Field-programmable gate array; Computer hardware","score_opus":0.05437309909572523,"score_gpt":0.3615207897381966,"score_spread":0.3071476906424714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2192672524","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014890553,0.0002963042,0.96506584,0.00031017873,0.0004633773,0.00008531657,0.00009474218,0.001154828,0.017638825],"genre_scores_gemma":[0.21304925,0.00028347378,0.75756663,0.00031618297,0.00015228128,0.00022734942,0.00021016679,0.0010885019,0.027106175],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.999561,0.00014555901,0.00002405124,0.00009593724,0.000116362724,0.000056977704],"domain_scores_gemma":[0.99942625,0.00017798625,0.000040171435,0.00014332497,0.00017228595,0.000040098555],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007841752,0.0010378214,0.0008598886,0.0007847684,0.0007627444,0.0012526314,0.0010581032,0.0010598383,0.019467093],"category_scores_gemma":[0.002828605,0.0002876705,0.0005029603,0.00090712693,0.0009611259,0.0010743329,0.0010955386,0.0011522388,0.004933133],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009985062,0.00019303252,0.0009043565,0.00056229753,0.00007274151,0.00042342785,0.00021449113,0.20136756,0.02437895,0.1926545,0.026108017,0.5521222],"study_design_scores_gemma":[0.00009199987,0.0002302625,0.00041092833,0.00009693965,0.00003957654,0.0003161982,0.000060236678,0.8825313,0.032276176,0.04851011,0.03536731,0.00006897974],"about_ca_topic_score_codex":0.0014779846,"about_ca_topic_score_gemma":0.0021547575,"teacher_disagreement_score":0.019467093,"about_ca_system_score_codex":0.00063967746,"about_ca_system_score_gemma":0.0013264309,"threshold_uncertainty_score":0.065123916},"labels":[],"label_agreement":null},{"id":"W2275217516","doi":"10.1017/s1446181100013080","title":"Solvability of some Abel-type integral equations involving the Gauss hypergeometric function as kernels in the spaces of summable functions","year":2001,"lang":"en","type":"article","venue":"The ANZIAM Journal","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; Fukuoka University; Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Mathematics; Hypergeometric function; Gauss; Type (biology); Confluent hypergeometric function; Generalized hypergeometric function; Space (punctuation); Pure mathematics; Mathematical analysis; Function (biology)","score_opus":0.15079971778587548,"score_gpt":0.3865692432260811,"score_spread":0.23576952544020563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2275217516","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85790265,0.00039381327,0.13368282,0.0006681951,0.00003939656,0.00003324161,0.0000771615,0.000049378647,0.0071533476],"genre_scores_gemma":[0.9862883,0.00021421742,0.010235563,0.000042138694,0.000043816424,0.00003824927,0.000049271788,0.000014390856,0.0030739547],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99962497,0.00010561314,0.000025703843,0.00005153298,0.00011235065,0.00007971391],"domain_scores_gemma":[0.99883384,0.0005103906,0.00026852355,0.000058850143,0.0001602935,0.00016818747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010110808,0.00056511274,0.0010309048,0.0010430694,0.0008183199,0.0019752411,0.0005618219,0.001202579,0.0013438559],"category_scores_gemma":[0.003628416,0.0002966359,0.0010088942,0.00047526704,0.002116963,0.0024090596,0.0020692458,0.0013136094,0.00011540417],"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":[0.00012311064,0.00009126289,0.0017119359,0.000106044135,0.00008116633,0.00095593487,0.00047522967,0.05429601,0.013169276,0.9232486,0.0005111635,0.005230214],"study_design_scores_gemma":[0.00006171141,0.00006035953,0.00064073195,0.00001843889,0.000023992037,0.0004174745,0.00026777954,0.6630236,0.0032034426,0.33189455,0.00035609948,0.00003178404],"about_ca_topic_score_codex":0.001525065,"about_ca_topic_score_gemma":0.0007371001,"teacher_disagreement_score":0.0019752411,"about_ca_system_score_codex":0.000832783,"about_ca_system_score_gemma":0.0008817279,"threshold_uncertainty_score":0.0060423017},"labels":[],"label_agreement":null},{"id":"W2320967725","doi":"10.4153/cmb-2006-026-9","title":"A Bernstein–Walsh Type Inequality and Applications","year":2006,"lang":"en","type":"article","venue":"Canadian Mathematical Bulletin","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"University of Cambridge","keywords":"Mathematics; Transfinite number; Type (biology); Power series; Series (stratigraphy); Real line; Convergence (economics); Pure mathematics; Zero (linguistics); Analytic function; Discrete mathematics; Mathematical analysis","score_opus":0.05691217085237303,"score_gpt":0.3362365221470134,"score_spread":0.27932435129464034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2320967725","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032706384,0.005080059,0.8226625,0.0048009823,0.001371595,0.00005457602,0.00024883484,0.00016292302,0.13291214],"genre_scores_gemma":[0.7228733,0.00564437,0.20419806,0.0017654088,0.0022734317,0.00017473531,0.00032582897,0.00019321064,0.06255167],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987356,0.0004047371,0.00006568633,0.0002685312,0.00039003076,0.00013533252],"domain_scores_gemma":[0.99675095,0.0016454924,0.00019899048,0.00022423771,0.00086514064,0.000315225],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027270075,0.00091414666,0.0007671012,0.0016856317,0.00094965944,0.0020429941,0.0012902268,0.0013944787,0.009589704],"category_scores_gemma":[0.009758552,0.0003717322,0.0009386556,0.0018124535,0.0027174293,0.003848016,0.0028213393,0.0039770966,0.0012454458],"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":[0.000019699468,0.000010919763,0.00015952044,0.00003615603,0.0000070727274,0.00008216539,0.00006706041,0.0039000448,0.0017069163,0.9824744,0.0018752189,0.009660822],"study_design_scores_gemma":[0.00000995322,0.000028946288,0.000311736,0.000032423282,0.00000779058,0.0002024292,0.000055047814,0.06984632,0.0014396955,0.9148414,0.013195536,0.000028767383],"about_ca_topic_score_codex":0.0029017958,"about_ca_topic_score_gemma":0.0017059564,"teacher_disagreement_score":0.009589704,"about_ca_system_score_codex":0.002495289,"about_ca_system_score_gemma":0.0010077236,"threshold_uncertainty_score":0.03208077},"labels":[],"label_agreement":null},{"id":"W2329978810","doi":"10.4064/aa156-1-5","title":"Simultaneous approximation to a real number and to its cube by rational numbers","year":2012,"lang":"en","type":"article","venue":"Acta Arithmetica","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Cube (algebra); Rational number; Real number; Combinatorics; Arithmetic","score_opus":0.05149925703681646,"score_gpt":0.38198310548438325,"score_spread":0.3304838484475668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2329978810","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2013745,0.0016250414,0.7651811,0.00074825156,0.00016268998,0.000043028915,0.000093066,0.00021325216,0.030559074],"genre_scores_gemma":[0.8650336,0.0018356094,0.12534215,0.00022626396,0.00016707541,0.00008801939,0.00012334734,0.00011894926,0.0070650806],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99811375,0.00046743918,0.00009038522,0.00038776558,0.00070364465,0.00023700096],"domain_scores_gemma":[0.9963315,0.0023255278,0.00034438056,0.0005004446,0.0004026107,0.0000954945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016555067,0.0006418218,0.0007242123,0.0010326117,0.0004183454,0.0016308677,0.0007788048,0.000402257,0.0025883855],"category_scores_gemma":[0.012045787,0.00030583577,0.00092950184,0.00093286566,0.0024612702,0.0036155512,0.0023264163,0.00206861,0.0007839993],"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":[0.00025711025,0.000020720803,0.0017528855,0.00013761647,0.000040748735,0.00029622458,0.00057773635,0.036713447,0.008758337,0.908667,0.0011814045,0.041596733],"study_design_scores_gemma":[0.00003934468,0.00016448757,0.0013645911,0.0000855039,0.00005207513,0.0006116912,0.0001854999,0.31782565,0.013491644,0.652993,0.013128982,0.000057575166],"about_ca_topic_score_codex":0.0010646391,"about_ca_topic_score_gemma":0.00053829415,"teacher_disagreement_score":0.0025883855,"about_ca_system_score_codex":0.0010946707,"about_ca_system_score_gemma":0.0005184752,"threshold_uncertainty_score":0.008755267},"labels":[],"label_agreement":null},{"id":"W2418604994","doi":"","title":"Feedback guided dynamic integral partition: a new convergence case","year":2006,"lang":"en","type":"article","venue":"Annual Conference on Computers","topic":"Iterative Methods for Nonlinear Equations","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":"St. Francis Xavier University","funders":"","keywords":"Partition (number theory); Convergence (economics); Integral equation; Partition function (quantum field theory); Computer science; Multiple integral; Mathematical optimization; Sequence (biology); Mathematics; Applied mathematics; Mathematical analysis; Combinatorics; Physics","score_opus":0.12205751773504703,"score_gpt":0.39098974063677316,"score_spread":0.26893222290172614,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2418604994","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006132807,0.00020590953,0.99051684,0.000090261565,0.000036931244,0.00002225694,0.0000066916036,0.00013762432,0.002850708],"genre_scores_gemma":[0.4344202,0.00049477053,0.5594647,0.00018547897,0.00015370837,0.0001857043,0.000051067804,0.00032536805,0.004718966],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985085,0.00039399456,0.000056348883,0.00021294584,0.00069580454,0.00013240353],"domain_scores_gemma":[0.9986462,0.0006705635,0.00012447924,0.00022727225,0.00022698435,0.00010443526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016972714,0.0007697318,0.00069407927,0.0008628676,0.0007454122,0.0013926857,0.0020580266,0.0017598716,0.0028840553],"category_scores_gemma":[0.0052336482,0.00041304866,0.0005988037,0.00052739773,0.0026530065,0.0026386683,0.0025853773,0.0022187752,0.0006697532],"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":[0.00044842917,0.000115637406,0.0008154389,0.00030830904,0.000051022562,0.0008619712,0.000657747,0.22021188,0.032194432,0.6208656,0.0024292027,0.12104037],"study_design_scores_gemma":[0.000045587993,0.00008696419,0.00008588466,0.000024864006,0.000011854313,0.00046356954,0.000032516728,0.9450991,0.008885084,0.04035778,0.004885263,0.00002158159],"about_ca_topic_score_codex":0.00070845947,"about_ca_topic_score_gemma":0.00039347637,"teacher_disagreement_score":0.0028840553,"about_ca_system_score_codex":0.00077553175,"about_ca_system_score_gemma":0.00052821473,"threshold_uncertainty_score":0.009648144},"labels":[],"label_agreement":null},{"id":"W2461715387","doi":"10.1017/s0025557200000784","title":"98.07 The order of convergence of Newton’s Method in special cases","year":2014,"lang":"en","type":"article","venue":"The Mathematical Gazette","topic":"Iterative Methods for Nonlinear Equations","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":"York University","funders":"","keywords":"Convergence (economics); Order (exchange); Content (measure theory); Applied mathematics; Mathematics; Computer science; Mathematical analysis; Economics","score_opus":0.104991500141331,"score_gpt":0.41008984404038623,"score_spread":0.3050983438990552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2461715387","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.031261336,0.00574375,0.20076565,0.002839039,0.0026542775,0.000098184064,0.0021084612,0.0016152356,0.7529141],"genre_scores_gemma":[0.54835224,0.005741357,0.14448291,0.0010803957,0.0011506517,0.00029521278,0.0032093232,0.0042230156,0.2914649],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986492,0.0003711273,0.000058860423,0.00019683412,0.00061436737,0.000109679924],"domain_scores_gemma":[0.9963613,0.0016915926,0.00018965872,0.00052038423,0.0010511408,0.00018588398],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017942616,0.00052113185,0.00053624366,0.001514849,0.00067549996,0.0019070565,0.000641642,0.0007098987,0.11810636],"category_scores_gemma":[0.008837676,0.00029606998,0.0006389027,0.0011534244,0.0010790218,0.0014165126,0.0010221656,0.0018980704,0.040726252],"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":[0.00040083623,0.000078832294,0.0036682263,0.00059080875,0.0000502197,0.00027591325,0.0002621083,0.017220138,0.0061684283,0.5567171,0.12725118,0.2873163],"study_design_scores_gemma":[0.000116519266,0.00011420293,0.01107275,0.0007400961,0.00007081418,0.0018254468,0.00022383084,0.17497946,0.016525896,0.4689066,0.32528785,0.00013647058],"about_ca_topic_score_codex":0.0029144222,"about_ca_topic_score_gemma":0.0015921943,"teacher_disagreement_score":0.11810636,"about_ca_system_score_codex":0.0012309444,"about_ca_system_score_gemma":0.0012822308,"threshold_uncertainty_score":0.39510512},"labels":[],"label_agreement":null},{"id":"W2484717452","doi":"10.1007/978-981-10-0519-0","title":"Recent Advances in Mathematical Sciences","year":2016,"lang":"en","type":"book","venue":"","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Kuala lumpur; Mathematics education; Library science; Engineering ethics; Computer science; Engineering; Mathematics","score_opus":0.1670886368988511,"score_gpt":0.4516328141431687,"score_spread":0.2845441772443176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2484717452","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009851634,0.1873199,0.12535103,0.005288016,0.017304096,0.00008992991,0.00039125702,0.001186793,0.66208375],"genre_scores_gemma":[0.005767332,0.10412207,0.044449307,0.0017225916,0.00891394,0.00014500771,0.00056247716,0.0011471995,0.8331702],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99928576,0.00009004113,0.000033694207,0.00007742011,0.00048148158,0.00003155774],"domain_scores_gemma":[0.9991648,0.00035737435,0.00003836519,0.000122631,0.00022827655,0.00008853543],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00076937216,0.0016713804,0.0013117222,0.0030391149,0.0007240708,0.002596623,0.0012702582,0.001049863,0.064828195],"category_scores_gemma":[0.0022758415,0.000636918,0.0008357256,0.003518493,0.001184249,0.0037915315,0.0026046825,0.0030414823,0.04940792],"study_design_candidate":"not_applicable","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":[0.000019226858,0.000038498245,0.00008276001,0.0008586918,0.000026483616,0.000035797013,0.0001135028,0.0016259977,0.0010724255,0.119005054,0.39038464,0.48673686],"study_design_scores_gemma":[0.000005051873,0.000011372841,0.00012839759,0.00026862734,0.000010370398,0.0001229955,0.000019768342,0.0018494519,0.0003144411,0.06822011,0.92903703,0.000012566002],"about_ca_topic_score_codex":0.0007372628,"about_ca_topic_score_gemma":0.0024142598,"teacher_disagreement_score":0.064828195,"about_ca_system_score_codex":0.0009885535,"about_ca_system_score_gemma":0.0016827215,"threshold_uncertainty_score":0.21687192},"labels":[],"label_agreement":null},{"id":"W2488887317","doi":"10.1515/anly-2005-0104","title":"On a discrete variant of Bernstein’s polynomial inequality","year":2005,"lang":"en","type":"article","venue":"Analysis","topic":"Iterative Methods for Nonlinear Equations","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":"Université de Montréal; Concordia University","funders":"","keywords":"Bernstein polynomial; Inequality; Mathematics; Polynomial; Degree (music); Mathematical economics; Pure mathematics; Applied mathematics; Mathematical analysis; Physics","score_opus":0.07604300611285963,"score_gpt":0.40620443552094265,"score_spread":0.330161429408083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2488887317","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021255951,0.0015525388,0.861253,0.0038294317,0.0005879477,0.000044355995,0.0002071827,0.000110158544,0.11115944],"genre_scores_gemma":[0.7809289,0.0029684163,0.17721811,0.0019211663,0.0013667946,0.00013056537,0.00033799224,0.00031379002,0.03481425],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9966563,0.0011931501,0.000106540116,0.0006209913,0.0010161374,0.00040682746],"domain_scores_gemma":[0.99188703,0.005389068,0.00036712925,0.00068717165,0.0012921373,0.00037737412],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005074875,0.0007240723,0.0007613654,0.0015621724,0.00090253045,0.0020373545,0.0021046414,0.000987037,0.011404401],"category_scores_gemma":[0.016817652,0.00031638864,0.00090382434,0.0015689199,0.0047848267,0.0057017235,0.003793241,0.005669919,0.0017327295],"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":[0.00003596561,0.000011136803,0.0001875445,0.000051049912,0.000008162543,0.000059894308,0.00008038037,0.00398729,0.0015597151,0.98377097,0.0019763946,0.008271502],"study_design_scores_gemma":[0.000013034397,0.000025174346,0.00030492363,0.000032726246,0.000008662004,0.000109670385,0.00005584512,0.07545507,0.0013964617,0.9148784,0.0077015976,0.000018326537],"about_ca_topic_score_codex":0.002805411,"about_ca_topic_score_gemma":0.0018751482,"teacher_disagreement_score":0.011404401,"about_ca_system_score_codex":0.0018168472,"about_ca_system_score_gemma":0.0008953302,"threshold_uncertainty_score":0.038151503},"labels":[],"label_agreement":null},{"id":"W2570863447","doi":"10.1201/9781003064862","title":"nonlinear analysis and applications","year":2020,"lang":"en","type":"book","venue":"","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":61,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nonlinear system; Computer science; Physics","score_opus":0.08941932842388911,"score_gpt":0.38655345052205137,"score_spread":0.29713412209816226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2570863447","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0020925675,0.13447084,0.0763203,0.0033963327,0.010450377,0.00008520386,0.000639485,0.0008994886,0.7716455],"genre_scores_gemma":[0.02646347,0.092047036,0.031852644,0.0017257706,0.0035535498,0.0002187876,0.00091554696,0.00045666136,0.8427666],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99954635,0.000045263452,0.000019562951,0.0000733758,0.00029159346,0.000023837085],"domain_scores_gemma":[0.99976903,0.000050784045,0.000011988791,0.000040960058,0.00010457812,0.00002271632],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003583333,0.0010089893,0.0011048692,0.0012530437,0.000711128,0.0023509045,0.0007184494,0.0011594269,0.04236785],"category_scores_gemma":[0.0007833171,0.00032703602,0.00052524405,0.0015474682,0.000872272,0.0011871307,0.0013791728,0.0017094397,0.025765082],"study_design_candidate":"not_applicable","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":[0.000036111316,0.000049838276,0.00026267194,0.00093991746,0.00004120629,0.00019024455,0.000183601,0.0050334153,0.0059117344,0.23159854,0.29340595,0.46234682],"study_design_scores_gemma":[0.000004603861,0.000025135112,0.00039656626,0.00021463116,0.0000079349675,0.00032790328,0.000051691197,0.005689558,0.0008014863,0.0804711,0.91199386,0.000015624737],"about_ca_topic_score_codex":0.0009788306,"about_ca_topic_score_gemma":0.0011952985,"teacher_disagreement_score":0.04236785,"about_ca_system_score_codex":0.0007542612,"about_ca_system_score_gemma":0.0007571075,"threshold_uncertainty_score":0.14173454},"labels":[],"label_agreement":null},{"id":"W2611464506","doi":"10.4236/am.2017.84045","title":"The Role of High Precision Arithmetic in Calculating Numerical Laplace and Inverse Laplace Transforms","year":2017,"lang":"en","type":"article","venue":"Applied Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Laplace transform; Inverse Laplace transform; Post's inversion formula; Inverse; Green's function for the three-variable Laplace equation; Two-sided Laplace transform; Mathematics; Laplace transform applied to differential equations; Laplace–Stieltjes transform; Laplace's method; Applied mathematics; Mathematical analysis; Arithmetic; Geometry; Fourier transform","score_opus":0.03881728063616525,"score_gpt":0.33875690828896243,"score_spread":0.2999396276527972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2611464506","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006964153,0.0004739997,0.9875947,0.00014817606,0.00008255187,0.000026677808,0.000009242299,0.00021394914,0.004486389],"genre_scores_gemma":[0.1977385,0.0010958218,0.79837185,0.000095720214,0.00011326024,0.00010351077,0.000033374272,0.00021296857,0.0022349246],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99787605,0.00058914925,0.00013810852,0.00014850734,0.0011518481,0.00009628535],"domain_scores_gemma":[0.9947889,0.003255332,0.0002759594,0.0008428692,0.0007662637,0.00007064233],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038591728,0.0008446589,0.0007290804,0.0010716757,0.0007689731,0.0022719987,0.0013720603,0.00081808947,0.0020028271],"category_scores_gemma":[0.018007927,0.00031953183,0.0003856165,0.0011635786,0.0018827261,0.0026670864,0.0013932773,0.0018179424,0.0010087735],"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":[0.00023803668,0.000082429884,0.001547849,0.00059332995,0.00004448977,0.00054172456,0.00067711243,0.16787484,0.034749277,0.4198816,0.0017745617,0.37199464],"study_design_scores_gemma":[0.000040640127,0.00016204678,0.00047153645,0.00014302215,0.00002996066,0.0005532243,0.000118076845,0.8325083,0.039326705,0.11488534,0.011700623,0.000060503156],"about_ca_topic_score_codex":0.0008691653,"about_ca_topic_score_gemma":0.0008139043,"teacher_disagreement_score":0.0038591728,"about_ca_system_score_codex":0.00048134336,"about_ca_system_score_gemma":0.0012971751,"threshold_uncertainty_score":0.020409524},"labels":[],"label_agreement":null},{"id":"W2629119","doi":"10.1007/978-1-4614-8453-0_2","title":"Polynomials and Series","year":2013,"lang":"en","type":"book-chapter","venue":"","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Chebyshev polynomials; Series (stratigraphy); Monomial; Power series; Mathematics; Polynomial; Applied mathematics; Taylor series; Computation; Monomial basis; Algebra over a field; Computer science; Algorithm; Pure mathematics; Mathematical analysis","score_opus":0.1285580705729232,"score_gpt":0.356258733347168,"score_spread":0.2277006627742448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2629119","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011765697,0.034638673,0.04471086,0.001987499,0.0034070883,0.00003786789,0.00018912433,0.00041717393,0.9134352],"genre_scores_gemma":[0.01772853,0.02215393,0.014233513,0.0006356542,0.0022562263,0.000073480216,0.00023927132,0.0005880534,0.9420914],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996692,0.000059534912,0.000010791114,0.00004570494,0.00018958864,0.000025106798],"domain_scores_gemma":[0.99982953,0.000060186285,0.0000103674065,0.000029258807,0.000052923893,0.00001768473],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031871826,0.0012948125,0.0006749437,0.0017903432,0.0010085665,0.0024560157,0.00080549857,0.00070056086,0.047238033],"category_scores_gemma":[0.0011814287,0.00036664846,0.00039207897,0.0021379886,0.0014562135,0.0030597753,0.0013505219,0.0023279262,0.023126487],"study_design_candidate":"not_applicable","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":[0.0000100771485,0.000021580925,0.00006869453,0.00017897846,0.000007548342,0.000034490196,0.0002839532,0.00097229495,0.0004689904,0.6142654,0.1893956,0.19429244],"study_design_scores_gemma":[0.000004345506,0.000010257371,0.00012945755,0.00014410267,0.0000054778648,0.00009470649,0.00007411046,0.0014429204,0.0002984759,0.21979134,0.77799505,0.000009771219],"about_ca_topic_score_codex":0.0017706224,"about_ca_topic_score_gemma":0.0049249846,"teacher_disagreement_score":0.047238033,"about_ca_system_score_codex":0.0012407652,"about_ca_system_score_gemma":0.0011638618,"threshold_uncertainty_score":0.15802693},"labels":[],"label_agreement":null},{"id":"W26419903","doi":"10.1186/s13104-015-1448-6","title":"The investigation of the generalized functions via the heat kernel method","year":2013,"lang":"en","type":"article","venue":"Medical Entomology and Zoology","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Kernel (algebra); Computer science; Applied mathematics; Calculus (dental); Combinatorics","score_opus":0.0486197942132804,"score_gpt":0.35833511473288393,"score_spread":0.30971532051960354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W26419903","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030845517,0.000597016,0.96391755,0.0005053996,0.00008941889,0.00006802313,0.000050601477,0.000104690924,0.003821801],"genre_scores_gemma":[0.68422955,0.0018424832,0.30090928,0.00022996998,0.00024863458,0.00022874848,0.00015999339,0.00023361277,0.011917707],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99897265,0.0005770028,0.000031608866,0.000084774576,0.00023490378,0.00009901421],"domain_scores_gemma":[0.9946359,0.0034270976,0.00033155186,0.00039713818,0.0010602255,0.00014814065],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004005449,0.00065417116,0.00066689646,0.001352707,0.0005498653,0.0012824966,0.0013278681,0.00081471977,0.0018815188],"category_scores_gemma":[0.014832145,0.00028890293,0.0010707965,0.0010979061,0.0018992353,0.0016860755,0.0011527456,0.0015104329,0.0003260044],"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":[0.000097982935,0.00006324227,0.0036141481,0.0001889065,0.000078447076,0.0001383057,0.0002745739,0.43057203,0.0024009396,0.49003372,0.0018942473,0.070643395],"study_design_scores_gemma":[0.000004378766,0.000020489957,0.00062423566,0.000015636102,0.0000072258663,0.00002414915,0.000028915514,0.96984124,0.0003836963,0.027772631,0.0012642257,0.000013126949],"about_ca_topic_score_codex":0.04093502,"about_ca_topic_score_gemma":0.015990933,"teacher_disagreement_score":0.04093502,"about_ca_system_score_codex":0.0017244419,"about_ca_system_score_gemma":0.0036409444,"threshold_uncertainty_score":0.08139348},"labels":[],"label_agreement":null},{"id":"W2769279561","doi":"10.5539/jmr.v10n1p25","title":"Reverse Definite Integral of Algebraic Functions","year":2017,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Tribhuvan University","keywords":"Mathematics; Algebraic number; Degree (music); Function (biology); Algebraic function; Algebra over a field; Pure mathematics; Mathematical analysis","score_opus":0.5942809956871846,"score_gpt":0.5789689476797042,"score_spread":0.015312048007480428,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2769279561","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18345414,0.0012415507,0.77554244,0.00025688985,0.00014368689,0.00003164611,0.000039286828,0.0002181531,0.039072193],"genre_scores_gemma":[0.90824693,0.00062844204,0.082419686,0.000080269914,0.00008686907,0.000027335973,0.000052912124,0.0001295846,0.008327899],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99964786,0.00007911319,0.000016647675,0.00008405851,0.000127862,0.000044413235],"domain_scores_gemma":[0.9993771,0.00017960944,0.00007124463,0.000071045615,0.00025090497,0.00005017894],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007212613,0.0005044439,0.0004114143,0.0010595684,0.0005132946,0.0011488376,0.0005289919,0.00047164058,0.00206386],"category_scores_gemma":[0.0024314448,0.00017745183,0.0005078568,0.00041339573,0.0011578954,0.0022271008,0.00075097353,0.00096923887,0.00035770834],"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":[0.00008617637,0.000038095513,0.0009915942,0.00022660386,0.000024493695,0.00025419192,0.00038851536,0.028396023,0.029665109,0.8893889,0.0009305624,0.0496096],"study_design_scores_gemma":[0.000029824816,0.00018686983,0.0014278681,0.000050356673,0.00003920312,0.0013031858,0.0002180755,0.5621692,0.02733284,0.39610654,0.011072414,0.00006362244],"about_ca_topic_score_codex":0.00055764243,"about_ca_topic_score_gemma":0.00039755364,"teacher_disagreement_score":0.00206386,"about_ca_system_score_codex":0.0006211261,"about_ca_system_score_gemma":0.0003772423,"threshold_uncertainty_score":0.0069043636},"labels":[],"label_agreement":null},{"id":"W2774751758","doi":"10.1016/j.cam.2017.11.040","title":"On the rediscovery of Halley’s iterative method for computing the zero of an analytic function","year":2017,"lang":"en","type":"article","venue":"Journal of Computational and Applied Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Zero (linguistics); Sequence (biology); Convergence (economics); Newton's method; Function (biology); Applied mathematics; Iterative method; Rate of convergence; Algorithm; Computer science; Nonlinear system; Key (lock)","score_opus":0.10337831527115302,"score_gpt":0.40664098877184596,"score_spread":0.3032626735006929,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2774751758","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008710375,0.0049358276,0.96299255,0.0047316393,0.0013266583,0.000051428895,0.00008037651,0.00030856396,0.016862549],"genre_scores_gemma":[0.21730511,0.007925565,0.7383014,0.0029654054,0.0021422529,0.00016176226,0.0001623884,0.001254804,0.029781314],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99757177,0.0012178759,0.00012794837,0.0002573103,0.00069911726,0.0001259145],"domain_scores_gemma":[0.989599,0.007518039,0.00019796667,0.0011257078,0.0012725552,0.00028675792],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0067041176,0.001266246,0.0014686245,0.0021870004,0.0010285508,0.002008034,0.0026389696,0.00261734,0.0029494576],"category_scores_gemma":[0.02986217,0.00079692545,0.0012990104,0.0014888629,0.009175533,0.006370633,0.005615577,0.007665852,0.0011655572],"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":[0.00016630132,0.00004057693,0.00029646643,0.0002330145,0.000053519223,0.0000789287,0.000467955,0.024417255,0.0016463519,0.915418,0.006514718,0.050666865],"study_design_scores_gemma":[0.000052869655,0.0000761851,0.00014876739,0.00015892215,0.000025535952,0.00008826542,0.0000727668,0.23029475,0.0033115526,0.73794967,0.027729314,0.0000914481],"about_ca_topic_score_codex":0.0046328153,"about_ca_topic_score_gemma":0.0034413633,"teacher_disagreement_score":0.0067041176,"about_ca_system_score_codex":0.001465588,"about_ca_system_score_gemma":0.0018752731,"threshold_uncertainty_score":0.035455227},"labels":[],"label_agreement":null},{"id":"W2788575833","doi":"10.1155/2018/7289092","title":"Fixed Point and Newton’s Methods in the Complex Plane","year":2018,"lang":"en","type":"article","venue":"Journal of Complex Analysis","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Institut des Sciences Mathématiques, Université du Québec à Montréal","keywords":"Newton's method; Convergence (economics); Plane (geometry); Fixed point; Applied mathematics; Mathematics; Order (exchange); Point (geometry); Complex plane; Mathematical analysis; Calculus (dental); Nonlinear system; Physics; Geometry; Economics","score_opus":0.2740190777635991,"score_gpt":0.5142390430349585,"score_spread":0.24021996527135941,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2788575833","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012147428,0.0024882425,0.9666099,0.0006567419,0.0002724232,0.000041102896,0.000052136926,0.00010891874,0.017623218],"genre_scores_gemma":[0.41847557,0.0076399436,0.53915966,0.0004948564,0.00064963056,0.0002721822,0.0002022289,0.00063413306,0.03247179],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99924064,0.00028260544,0.000039663657,0.00009561553,0.00027545379,0.00006605647],"domain_scores_gemma":[0.9978994,0.0012007606,0.00020409063,0.00019149607,0.00043210603,0.00007218655],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018866388,0.0010267069,0.0007521936,0.0018646981,0.0006149506,0.0013208363,0.0011833231,0.0015184004,0.0042727073],"category_scores_gemma":[0.00778346,0.0003599502,0.00096566253,0.0010225066,0.0023778784,0.0022335737,0.0016378158,0.0022754625,0.0012701198],"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":[0.000030162824,0.000014984861,0.00021511476,0.00013168048,0.000020263189,0.00012693986,0.00025744273,0.044184763,0.0037137745,0.92387474,0.0018317446,0.025598384],"study_design_scores_gemma":[0.00001835459,0.00006170366,0.00027812333,0.00008436384,0.000015528778,0.00017245875,0.000079142825,0.46381515,0.0031714877,0.51619893,0.016053239,0.00005153769],"about_ca_topic_score_codex":0.0037340238,"about_ca_topic_score_gemma":0.0020009885,"teacher_disagreement_score":0.0042727073,"about_ca_system_score_codex":0.0010004682,"about_ca_system_score_gemma":0.0009568412,"threshold_uncertainty_score":0.014293611},"labels":[],"label_agreement":null},{"id":"W2799315072","doi":"10.1002/mma.4945","title":"Well‐posed fractional calculus operator: Obtaining new transformations formulas involving Gauss hypergeometric functions with rational quadratic, cubic, and higher degree arguments","year":2018,"lang":"en","type":"article","venue":"Mathematical Methods in the Applied Sciences","topic":"Iterative Methods for Nonlinear Equations","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":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Mathematics; Hypergeometric function; Gauss; Quadratic equation; Operator (biology); Degree (music); Hypergeometric distribution; Transformation (genetics); Rational function; Pure mathematics; Quadratic form (statistics); Function (biology); Algebra over a field; Calculus (dental); Combinatorics; Geometry","score_opus":0.21049297581879767,"score_gpt":0.4370186927379203,"score_spread":0.22652571691912265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799315072","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024447678,0.00039160962,0.9629822,0.00025162546,0.00015988783,0.000046154615,0.000026941292,0.000081168895,0.01161279],"genre_scores_gemma":[0.3618288,0.0017976247,0.6203048,0.00035516964,0.00042794287,0.0002013194,0.00009075666,0.00022208318,0.014771488],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99963725,0.0000917595,0.000026267684,0.00005291114,0.00016257525,0.000029337385],"domain_scores_gemma":[0.99943084,0.00025110162,0.00007321118,0.00007228499,0.00012937999,0.000043218453],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011127325,0.0006269592,0.0005051517,0.0015352687,0.00073295727,0.0011321036,0.0008741366,0.0007340148,0.0026207776],"category_scores_gemma":[0.0031878932,0.0002462089,0.0010536049,0.0007413179,0.0017744976,0.003014068,0.00093982485,0.0016938789,0.00062784355],"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":[0.0000123363925,0.00001759551,0.00023880957,0.00004835677,0.000007110239,0.00011731197,0.00026213273,0.0054359366,0.0048045525,0.9605602,0.00055196707,0.027943691],"study_design_scores_gemma":[0.00001928483,0.00004763782,0.00020436599,0.000029383367,0.000018580206,0.00036431692,0.00010576132,0.1797336,0.006978643,0.8015906,0.0108698625,0.000037856145],"about_ca_topic_score_codex":0.00061351544,"about_ca_topic_score_gemma":0.00074923143,"teacher_disagreement_score":0.0026207776,"about_ca_system_score_codex":0.00064342923,"about_ca_system_score_gemma":0.00084496,"threshold_uncertainty_score":0.008767426},"labels":[],"label_agreement":null},{"id":"W2801104075","doi":"10.5539/jmr.v10n4p1","title":"Convergence Properties of Extended Newton-type Iteration Method for Generalized Equations","year":2018,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Omega; Differentiable function; Banach space; Type (biology); Combinatorics; Convergence (economics); Bar (unit); Graph; Newton's method; Mathematical analysis; Discrete mathematics; Nonlinear system; Physics","score_opus":0.56394989823528,"score_gpt":0.5724303363370132,"score_spread":0.008480438101733268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801104075","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022734491,0.000886298,0.9689398,0.0002692377,0.00012569396,0.000055641256,0.000034639397,0.00008161141,0.006872652],"genre_scores_gemma":[0.5591609,0.0020645827,0.4162188,0.00027881065,0.0003009692,0.000414111,0.0002026055,0.00024616945,0.021113116],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994006,0.00024010682,0.00003055735,0.00007711493,0.00021010426,0.00004154211],"domain_scores_gemma":[0.99884963,0.0004814622,0.0001340306,0.00007977463,0.0003590521,0.00009608397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015234142,0.0008004077,0.0008959865,0.00064614357,0.0005461635,0.00070063566,0.0010272014,0.0010376367,0.0016884496],"category_scores_gemma":[0.0032231123,0.0002834166,0.0011959044,0.00040680805,0.0014902395,0.0014905297,0.0016173604,0.0016638443,0.00034191887],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019119873,0.00007283099,0.002708673,0.00075139274,0.00016134702,0.00047328163,0.0007682032,0.49556568,0.014833043,0.43358842,0.0023897688,0.04849615],"study_design_scores_gemma":[0.000008952057,0.000040614053,0.00018431609,0.000025457519,0.000009054462,0.000071929775,0.000022907758,0.9779755,0.00079217966,0.018935373,0.0019189935,0.000014805461],"about_ca_topic_score_codex":0.0026873131,"about_ca_topic_score_gemma":0.0022727188,"teacher_disagreement_score":0.0026873131,"about_ca_system_score_codex":0.0006715191,"about_ca_system_score_gemma":0.0011997317,"threshold_uncertainty_score":0.0080567},"labels":[],"label_agreement":null},{"id":"W2810916596","doi":"10.15826/umj.2018.1.003","title":"EVALUATION OF SOME NON-ELEMENTARY INTEGRALS INVOLVING SINE, COSINE, EXPONENTIAL AND LOGARITHMIC INTEGRALS: PART I","year":2018,"lang":"en","type":"article","venue":"Ural mathematical journal","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Hypergeometric function; Physics; Lambda; BETA (programming language); Combinatorics; Mathematical physics; Mathematics; Mathematical analysis; Quantum mechanics","score_opus":0.1841257258295844,"score_gpt":0.43168399876492664,"score_spread":0.24755827293534224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810916596","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15676904,0.005437525,0.6250129,0.0007631789,0.00080825674,0.00015585277,0.00027228115,0.0014342346,0.2093468],"genre_scores_gemma":[0.6800576,0.005333014,0.22041768,0.0006331688,0.00064619654,0.00028370257,0.0008826827,0.0032276292,0.088518344],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99939144,0.00012824913,0.000038749735,0.000061489314,0.00028066762,0.00009946466],"domain_scores_gemma":[0.9991385,0.00033677803,0.00007783568,0.00013099663,0.00023951195,0.00007638736],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012287906,0.0015025659,0.0010955548,0.0020652823,0.0010785296,0.0022674862,0.0019094923,0.0010163403,0.009256287],"category_scores_gemma":[0.0038488572,0.00030952293,0.0012670066,0.001908861,0.0012948101,0.002210976,0.0011416059,0.001469019,0.0015489713],"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":[0.00015316799,0.00016797653,0.0012701832,0.0008534604,0.000108357846,0.0015720206,0.0008983464,0.051906627,0.021017483,0.8601556,0.0042839777,0.05761276],"study_design_scores_gemma":[0.000046524434,0.00008078264,0.0030987645,0.00028832207,0.000118474956,0.0013241975,0.00044365466,0.5786269,0.02624747,0.36647752,0.023109386,0.00013807497],"about_ca_topic_score_codex":0.0018604447,"about_ca_topic_score_gemma":0.0018881282,"teacher_disagreement_score":0.009256287,"about_ca_system_score_codex":0.0014399517,"about_ca_system_score_gemma":0.0010796799,"threshold_uncertainty_score":0.030965328},"labels":[],"label_agreement":null},{"id":"W2868328658","doi":"10.1016/j.laa.2018.07.006","title":"Monotonicity and positivity of coefficients of power series expansions associated with Newton and Halley methods for the matrix pth root","year":2018,"lang":"en","type":"article","venue":"Linear Algebra and its Applications","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Monotonic function; Series (stratigraphy); Power series; Root (linguistics); Applied mathematics; Newton's method; Matrix (chemical analysis); Mathematical analysis; Nonlinear system; Chromatography; Physics; Chemistry","score_opus":0.04445385241960192,"score_gpt":0.4037902817477508,"score_spread":0.35933642932814885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2868328658","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049832314,0.0020209216,0.9007261,0.0017564268,0.0004100265,0.00008532514,0.00015668287,0.0001988318,0.044813428],"genre_scores_gemma":[0.64594865,0.004803194,0.30550987,0.0007572338,0.0013547941,0.00034679603,0.0003054306,0.0012618571,0.039712265],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9975815,0.0012128863,0.000106030064,0.000278572,0.00063801405,0.00018298769],"domain_scores_gemma":[0.97848403,0.015618295,0.0013103767,0.0010674155,0.002777987,0.0007419252],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006159962,0.001485095,0.0009184088,0.002715236,0.0011017129,0.0026315101,0.0022127198,0.0015621799,0.0066743954],"category_scores_gemma":[0.04891367,0.0007953039,0.0010445158,0.0014540263,0.006526208,0.006742754,0.0025892707,0.0048119235,0.0012088416],"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":[0.000079489044,0.000038321992,0.00045590883,0.00023212597,0.00002068488,0.00019191502,0.00057677965,0.0072998125,0.0062598367,0.96302927,0.0022857036,0.019530082],"study_design_scores_gemma":[0.000025517626,0.000043930548,0.00065054494,0.00011329313,0.00002911826,0.00046457004,0.00014042098,0.19621713,0.0056076255,0.7911619,0.005486215,0.00005973312],"about_ca_topic_score_codex":0.001188438,"about_ca_topic_score_gemma":0.0013133667,"teacher_disagreement_score":0.0066743954,"about_ca_system_score_codex":0.0009322842,"about_ca_system_score_gemma":0.0014053034,"threshold_uncertainty_score":0.032577395},"labels":[],"label_agreement":null},{"id":"W2901947459","doi":"10.1109/synasc.2017.00020","title":"Properties and Computation of the Functional Inverse of Gamma","year":2017,"lang":"en","type":"article","venue":"","topic":"Iterative Methods for Nonlinear Equations","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":"Western University","funders":"","keywords":"Inverse; Computation; Inverse function; Function (biology); Series (stratigraphy); Computer science; Applied mathematics; Gamma function; Mathematics; Algorithm; Mathematical optimization; Mathematical analysis","score_opus":0.3926607198692623,"score_gpt":0.3948193428729271,"score_spread":0.0021586230036647613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901947459","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10572417,0.0012631838,0.85433614,0.0006704887,0.000117132804,0.00004076545,0.000105091036,0.00029050594,0.03745256],"genre_scores_gemma":[0.85146964,0.0018612237,0.13102221,0.00033532377,0.00024998432,0.00011423602,0.0002571865,0.00059201056,0.014098123],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995503,0.00014173533,0.00002562879,0.0000706589,0.00013784309,0.00007385756],"domain_scores_gemma":[0.9977779,0.0010733608,0.0002408609,0.00017761019,0.00055909524,0.0001712515],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016776082,0.0007802448,0.000618053,0.0031069324,0.000653236,0.0019714227,0.0010554945,0.00083477126,0.0033163892],"category_scores_gemma":[0.010516962,0.00029418705,0.0007575001,0.0013807681,0.0024469402,0.0032981155,0.001807104,0.0023195336,0.0008542056],"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":[0.00002086925,0.000013900566,0.000816813,0.000047368434,0.000010122497,0.0001195413,0.00024254384,0.015342953,0.0025485163,0.9652515,0.00061919587,0.014966668],"study_design_scores_gemma":[0.000008132833,0.000031849864,0.0004845636,0.00007227876,0.000013212263,0.00031214982,0.000103164224,0.19852647,0.0032450352,0.79228634,0.0048857937,0.000031051208],"about_ca_topic_score_codex":0.0012151627,"about_ca_topic_score_gemma":0.0006121411,"teacher_disagreement_score":0.0033163892,"about_ca_system_score_codex":0.0010470828,"about_ca_system_score_gemma":0.00093816826,"threshold_uncertainty_score":0.011094451},"labels":[],"label_agreement":null},{"id":"W2952584841","doi":"10.15826/umj.2018.1.004","title":"EVALUATION OF SOME NON-ELEMENTARY INTEGRALS INVOLVING SINE, COSINE, EXPONENTIAL AND LOGARITHMIC INTEGRALS: PART II","year":2018,"lang":"en","type":"article","venue":"Ural mathematical journal","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","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":"Carleton University","funders":"","keywords":"BETA (programming language); Hypergeometric function; Lambda; Exponential function; Physics; Beta function (physics); Logarithm; Combinatorics; Mathematics; Mathematical analysis; Mathematical physics; Quantum mechanics","score_opus":0.173652934342328,"score_gpt":0.42635517572494824,"score_spread":0.2527022413826202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2952584841","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1537991,0.005190066,0.66541505,0.0008140597,0.00086987653,0.00019184584,0.00024989055,0.0012162623,0.17225389],"genre_scores_gemma":[0.63257664,0.0052378657,0.24877802,0.0005759398,0.00062810315,0.00028176245,0.000690272,0.0031171597,0.108114325],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994572,0.0000941531,0.00003236865,0.00005375975,0.00026718737,0.00009528485],"domain_scores_gemma":[0.999326,0.00028646144,0.00005550751,0.00010067391,0.00017233177,0.00005904626],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010289781,0.0012234604,0.0009996673,0.0015374456,0.0008911968,0.0022804337,0.0016290838,0.00092859496,0.009557706],"category_scores_gemma":[0.0032901994,0.00030967084,0.0010255538,0.001485083,0.001084353,0.0019090852,0.0011095918,0.0014196445,0.0014974367],"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":[0.000196249,0.00024098235,0.0013765566,0.0009314371,0.00011679849,0.0020107487,0.0010152482,0.067165084,0.032003604,0.802654,0.005428434,0.08686068],"study_design_scores_gemma":[0.000052074072,0.000085047875,0.0030489524,0.00023817636,0.000112475056,0.0013372402,0.00043006576,0.65022373,0.036601454,0.27954173,0.02821075,0.00011834819],"about_ca_topic_score_codex":0.0016766111,"about_ca_topic_score_gemma":0.0016740797,"teacher_disagreement_score":0.009557706,"about_ca_system_score_codex":0.0013540889,"about_ca_system_score_gemma":0.0011049964,"threshold_uncertainty_score":0.03197366},"labels":[],"label_agreement":null},{"id":"W2963660587","doi":"10.1007/s11075-019-00681-2","title":"A study of Schröder’s method for the matrix pth root using power series expansions","year":2019,"lang":"en","type":"article","venue":"Numerical Algorithms","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Invertible matrix; Diagonal matrix; Convergent matrix; Matrix (chemical analysis); Power series; Scalar (mathematics); Band matrix; Nonnegative matrix; Symmetric matrix; Eigenvalues and eigenvectors; Matrix splitting; Convergence (economics); Mathematical analysis; Pure mathematics; Square matrix; Diagonal; Geometry; Physics","score_opus":0.12291952836220321,"score_gpt":0.4592171687068867,"score_spread":0.3362976403446835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2963660587","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022287259,0.0025636703,0.9275185,0.0014681673,0.000687693,0.00010138791,0.000060077855,0.0002124504,0.045100793],"genre_scores_gemma":[0.37608746,0.0045936913,0.54596096,0.001160018,0.001265526,0.0003735517,0.00016930903,0.0013220332,0.06906746],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9985329,0.00089028815,0.00004788865,0.000107806,0.00034836034,0.00007269713],"domain_scores_gemma":[0.99520653,0.0033333728,0.00021085965,0.0004595345,0.0005724259,0.00021724911],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003799773,0.0013577854,0.0012990581,0.0019356331,0.001123664,0.0016798434,0.0024512575,0.0021984829,0.006560985],"category_scores_gemma":[0.014547489,0.00060961716,0.0017158655,0.0017324119,0.0037125244,0.0038614958,0.002515716,0.0029231482,0.0013686143],"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":[0.0000283763,0.000030606585,0.00013559089,0.00012693349,0.000027752187,0.00009178564,0.00014846213,0.016885845,0.000950101,0.96885365,0.0016913405,0.011029466],"study_design_scores_gemma":[0.000030842395,0.000041709227,0.00015832252,0.000080166035,0.00002385733,0.00012332418,0.00004800089,0.46877715,0.0012218314,0.5224779,0.0069748904,0.000041929296],"about_ca_topic_score_codex":0.002140911,"about_ca_topic_score_gemma":0.002133378,"teacher_disagreement_score":0.006560985,"about_ca_system_score_codex":0.001299516,"about_ca_system_score_gemma":0.0014553103,"threshold_uncertainty_score":0.021948695},"labels":[],"label_agreement":null},{"id":"W2982543771","doi":"10.5539/jmr.v11n6p8","title":"Nonlinear Hybrid Procedures for Solving Some Nonlinear Equations","year":2019,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Nonlinear system; Convergence (economics); Interval (graph theory); Class (philosophy); Applied mathematics; Acceleration; Mathematical analysis; Computer science; Combinatorics; Classical mechanics","score_opus":0.2572385531689294,"score_gpt":0.4969811921739572,"score_spread":0.2397426390050278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982543771","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007283405,0.00084786006,0.98532826,0.00022023718,0.00011648841,0.000059509173,0.000024287752,0.00013715116,0.0059827184],"genre_scores_gemma":[0.26911518,0.0017111918,0.7054943,0.0003065563,0.0002491476,0.0007123288,0.00012993508,0.00018239957,0.022098953],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996561,0.0001489176,0.00001470437,0.000037216127,0.000121609795,0.00002162192],"domain_scores_gemma":[0.9994199,0.0003456469,0.00005238715,0.000041233496,0.00011500497,0.000025854572],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001301897,0.00063576055,0.00042528132,0.00074988545,0.00039380582,0.00067832624,0.0006244221,0.000986682,0.0033685474],"category_scores_gemma":[0.0023697782,0.0002669432,0.0005526606,0.00057253375,0.0010168614,0.0007320906,0.0013674515,0.0013675577,0.00078412367],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016117108,0.00010227076,0.0010020252,0.0007710424,0.00014352101,0.00021825045,0.00051080016,0.43859488,0.017373042,0.33696637,0.0035174394,0.20063911],"study_design_scores_gemma":[0.000024277932,0.000092470356,0.00014773142,0.000039045048,0.00001507221,0.000057635923,0.000036568043,0.9596288,0.0020377636,0.030383559,0.0075208275,0.000016152366],"about_ca_topic_score_codex":0.0016967165,"about_ca_topic_score_gemma":0.0018901854,"teacher_disagreement_score":0.0033685474,"about_ca_system_score_codex":0.00043784437,"about_ca_system_score_gemma":0.00062207814,"threshold_uncertainty_score":0.011268973},"labels":[],"label_agreement":null},{"id":"W3021916519","doi":"10.6028/nist.ir.8306","title":"Applied and Computational Mathematics Division:","year":2020,"lang":"en","type":"report","venue":"","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Sandia National Laboratories; University of Washington; Curtin University of Technology; Uniwersytet Śląski w Katowicach; Stockholms Universitet; Università di Bologna; University of Limerick; Universidade de Lisboa; Kungliga Tekniska Högskolan; Washington Academy of Sciences; Radford University; Tsinghua University; Universiteit Antwerpen; Queensland University of Technology; Universitat Politècnica de València; University of Windsor; University of Illinois at Urbana-Champaign; Yale University; Shandong University; Universitat de València; University College London; University of Southern California; University of Essex; University of Maryland, Baltimore County; National Institute of Standards and Technology; Technion-Israel Institute of Technology; University of Akron; University of Notre Dame; Information Technology Laboratory; Rensselaer Polytechnic Institute; University of Central Florida; Oulun Yliopisto; University of Toronto; University of New South Wales; Strong; National University of Singapore; Ohio State University; Rice University; University of Waterloo; Texas Tech University; University of South Carolina; University of Texas at Arlington; Università degli Studi di Torino; Association for Women in Mathematics; RAND Corporation; Brown University; Youngstown State University; Sveučilište u Zagrebu","keywords":"Division (mathematics); Computer science; Mathematics education; Mathematics; Theoretical computer science; Computational science; Parallel computing; Arithmetic","score_opus":0.24592497379729752,"score_gpt":0.44180368135592357,"score_spread":0.19587870755862605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3021916519","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031325188,0.11210766,0.37513393,0.004754461,0.010380866,0.0011549445,0.017923206,0.0111292815,0.46428323],"genre_scores_gemma":[0.013634944,0.14841685,0.34056294,0.0018864544,0.0072305854,0.0010746239,0.034648262,0.0052159256,0.4473294],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99817586,0.00022037499,0.00014408946,0.00021386668,0.001035572,0.00021019908],"domain_scores_gemma":[0.997919,0.0004171404,0.00011357574,0.00032871065,0.001004386,0.00021714596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022785163,0.0017544617,0.0008524404,0.004582213,0.00051305024,0.003038745,0.0012650243,0.0017998575,0.09191144],"category_scores_gemma":[0.0027212275,0.00072162226,0.0009513126,0.005285504,0.00042327403,0.0033605127,0.0018772556,0.0022409332,0.12769382],"study_design_candidate":"not_applicable","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":[0.0000422993,0.00014300145,0.0002659869,0.001273393,0.00002456337,0.000026721069,0.000036745783,0.001209886,0.0029527561,0.017263085,0.4612472,0.5155143],"study_design_scores_gemma":[0.000009420238,0.000035131554,0.00048107698,0.00021116679,0.000013171958,0.000106335756,0.000014584229,0.0009334881,0.0022610275,0.005856703,0.99006546,0.000012345456],"about_ca_topic_score_codex":0.001652708,"about_ca_topic_score_gemma":0.003466705,"teacher_disagreement_score":0.09191144,"about_ca_system_score_codex":0.00088754785,"about_ca_system_score_gemma":0.003188831,"threshold_uncertainty_score":0.30747437},"labels":[],"label_agreement":null},{"id":"W3041697494","doi":"10.5539/jmr.v12n4p40","title":"A New Splitting Technique for Solving Nonlinear Equations by an Iterative Scheme","year":2020,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Nonlinear system; Iterative method; Convergence (economics); Local convergence; Applied mathematics; Eigenvalues and eigenvectors; Mathematical analysis; Linear equation; Scheme (mathematics); Term (time); Function (biology); Mathematical optimization","score_opus":0.41747401889263897,"score_gpt":0.5342633799211589,"score_spread":0.11678936102851994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041697494","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002290314,0.00020901379,0.99489,0.00006904175,0.00008209238,0.000041584466,0.000013239427,0.00010059109,0.0023041368],"genre_scores_gemma":[0.07772233,0.00074987975,0.9154053,0.00012570385,0.00011605911,0.00031178075,0.000088665394,0.00017096457,0.0053093946],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993881,0.00015126243,0.00004763675,0.00007475702,0.00030129298,0.00003693594],"domain_scores_gemma":[0.99959236,0.00011064856,0.0000370982,0.00008037711,0.00015006028,0.000029492932],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009562679,0.0007469068,0.00074234157,0.00083913846,0.00060009584,0.0005467768,0.0013062728,0.0009293172,0.0020409012],"category_scores_gemma":[0.0014247003,0.0004184856,0.0012480784,0.00063831784,0.0009801339,0.0013267221,0.0017983152,0.0018942497,0.00095441024],"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":[0.00013444423,0.0001295784,0.0012252844,0.0006716163,0.00018952697,0.00046903748,0.0011113769,0.15242621,0.17483968,0.4394295,0.0048599695,0.22451381],"study_design_scores_gemma":[0.000041640316,0.00012050518,0.00020052896,0.00005907861,0.000044552537,0.00032694289,0.00003958917,0.9106349,0.014781899,0.049558263,0.024148243,0.00004392938],"about_ca_topic_score_codex":0.00094417727,"about_ca_topic_score_gemma":0.0007769613,"teacher_disagreement_score":0.0020409012,"about_ca_system_score_codex":0.00041615177,"about_ca_system_score_gemma":0.0008185921,"threshold_uncertainty_score":0.0068274736},"labels":[],"label_agreement":null},{"id":"W3081296663","doi":"10.3390/math8091419","title":"An Iteration Function Having Optimal Eighth-Order of Convergence for Multiple Roots and Local Convergence","year":2020,"lang":"en","type":"article","venue":"Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","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":"Simon Fraser University","funders":"King Abdulaziz University","keywords":"Convergence (economics); Applied mathematics; Order (exchange); Mathematics; Function (biology); Novelty; Scheme (mathematics); Symmetry (geometry); Local convergence; Iterative method; Mathematical optimization; Mathematical analysis","score_opus":0.10569878240288962,"score_gpt":0.36222167680125217,"score_spread":0.25652289439836257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3081296663","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03115828,0.00024688878,0.9634893,0.00017177983,0.00005109669,0.00006572443,0.000014052206,0.00016472442,0.004638191],"genre_scores_gemma":[0.45496276,0.00030136443,0.5383511,0.00010729018,0.00003525367,0.00023112835,0.0000402618,0.00017464861,0.005796165],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99941325,0.00024416496,0.000044145843,0.000058695336,0.00016880762,0.00007090793],"domain_scores_gemma":[0.99797493,0.001055905,0.00015176224,0.00029936602,0.00043066422,0.00008738275],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028190422,0.0005660383,0.0006136131,0.00060895225,0.0006170983,0.0007403077,0.00067490217,0.0012749163,0.0023707796],"category_scores_gemma":[0.007544916,0.00020853683,0.0005843836,0.00037438833,0.0015818132,0.00113062,0.0010843503,0.0014769862,0.00063094357],"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":[0.00045986444,0.00020722061,0.0036176178,0.0005659619,0.000049660906,0.00028393802,0.001405817,0.27928287,0.06386608,0.50850666,0.0022540248,0.13950029],"study_design_scores_gemma":[0.000020916956,0.00018727903,0.00027692225,0.000057689605,0.000009769161,0.000120966484,0.000077943056,0.9524063,0.010663503,0.032668833,0.0034850794,0.000024726574],"about_ca_topic_score_codex":0.00087011995,"about_ca_topic_score_gemma":0.0010405519,"teacher_disagreement_score":0.0028190422,"about_ca_system_score_codex":0.00077192596,"about_ca_system_score_gemma":0.0010265455,"threshold_uncertainty_score":0.014908731},"labels":[],"label_agreement":null},{"id":"W3093067222","doi":"10.3390/math8101809","title":"An Optimal Derivative-Free Ostrowski’s Scheme for Multiple Roots of Nonlinear Equations","year":2020,"lang":"en","type":"article","venue":"Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Nonlinear system; Mathematics; Applied mathematics; Multiplicity (mathematics); Fortran; Convergence (economics); Order (exchange); Scheme (mathematics); Continuous stirred-tank reactor; Numerical analysis; Derivative (finance); Computer science; Mathematical analysis; Chemistry; Physics","score_opus":0.18444507723830358,"score_gpt":0.4015291347505139,"score_spread":0.2170840575122103,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093067222","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032560147,0.00029923226,0.9616061,0.00018793262,0.00007001351,0.00008733939,0.000058716796,0.00016244526,0.0049680737],"genre_scores_gemma":[0.25265577,0.00033434026,0.73893344,0.000082418796,0.000039734212,0.00028946096,0.00010727756,0.00017028717,0.007387294],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995883,0.00011602781,0.00003152635,0.00004889052,0.00016987942,0.000045275843],"domain_scores_gemma":[0.9994649,0.00022360244,0.00006854451,0.00008557692,0.000117543445,0.000039811275],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010721495,0.0005294237,0.0008959729,0.00046736683,0.00049391517,0.0006798367,0.0015281003,0.0013406166,0.002446095],"category_scores_gemma":[0.0021731374,0.00038017816,0.0007659653,0.00040083056,0.00093171187,0.0012110353,0.0012365774,0.0016968393,0.0006189293],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002849357,0.0001885675,0.0015820486,0.0004324319,0.00006559066,0.0001986834,0.0004312822,0.6443894,0.034444883,0.21355999,0.0022008633,0.10222133],"study_design_scores_gemma":[0.000017879976,0.000031692427,0.00008462823,0.000011501773,0.000004725444,0.000019798392,0.000013334136,0.99138415,0.0016749073,0.0050718235,0.0016751125,0.000010456258],"about_ca_topic_score_codex":0.0036081346,"about_ca_topic_score_gemma":0.003923254,"teacher_disagreement_score":0.0036081346,"about_ca_system_score_codex":0.0008648274,"about_ca_system_score_gemma":0.0019875038,"threshold_uncertainty_score":0.008182943},"labels":[],"label_agreement":null},{"id":"W3094230952","doi":"10.3390/s20215976","title":"New Multi-Step Iterative Methods for Solving Systems of Nonlinear Equations and Their Application on GNSS Pseudorange Equations","year":2020,"lang":"en","type":"article","venue":"Sensors","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"Khalifa University of Science, Technology and Research","keywords":"Dilution of precision; Pseudorange; GNSS applications; Computer science; Nonlinear system; Position (finance); Algorithm; Iterative method; Satellite navigation; Satellite system; Mathematical optimization; Precise Point Positioning; Computation; Control theory (sociology); Mathematics; Global Positioning System","score_opus":0.19645392000374845,"score_gpt":0.4366977276897148,"score_spread":0.24024380768596637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094230952","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014509134,0.0002834129,0.9966878,0.000039948667,0.0000442691,0.00004505591,0.00001392009,0.0000905506,0.0013441247],"genre_scores_gemma":[0.041846436,0.00076411455,0.95220166,0.000043272783,0.00004592849,0.00031086864,0.0000797551,0.00008118384,0.004626755],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99944824,0.0001577277,0.000041087424,0.000054700664,0.0002681872,0.000029999113],"domain_scores_gemma":[0.9991985,0.00034572426,0.00007057444,0.00005038449,0.00031132135,0.0000235338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010651428,0.0007886423,0.0006229084,0.00069872825,0.00044419337,0.0006303383,0.0010898868,0.0009980558,0.0022791266],"category_scores_gemma":[0.0024282918,0.00042240255,0.0011641579,0.0007355676,0.00048115666,0.00086820347,0.00088060286,0.0017339026,0.0008578766],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009699359,0.00011317282,0.0020470547,0.00090769824,0.00014626485,0.00029992804,0.0006948058,0.5325314,0.022757359,0.068842776,0.004234959,0.3673277],"study_design_scores_gemma":[0.000009771557,0.000032256306,0.00018534521,0.00002747952,0.000008003634,0.000074997304,0.00002758865,0.9893021,0.0023359875,0.0025785307,0.005400947,0.000016998529],"about_ca_topic_score_codex":0.004230149,"about_ca_topic_score_gemma":0.0055370447,"teacher_disagreement_score":0.004230149,"about_ca_system_score_codex":0.00046547878,"about_ca_system_score_gemma":0.0013105484,"threshold_uncertainty_score":0.00841105},"labels":[],"label_agreement":null},{"id":"W3097910092","doi":"10.5539/jmr.v12n6p50","title":"An Improved Secant Algorithm of Variable Order to Solve Nonlinear Equations Based on the Disassociation of Numerical Approximations and Iterative Progression","year":2020,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"CHIST-ERA; Agencia Estatal de Investigación; European Regional Development Fund; Ministerio de Ciencia e Innovación","keywords":"Mathematics; Secant method; Discretization; Convergence (economics); Nonlinear system; Local convergence; Newton's method; Iterative method; Infinitesimal; Variable (mathematics); Applied mathematics; Numerical analysis; Rate of convergence; Algorithm; Mathematical analysis; Computer science","score_opus":0.19874600631449596,"score_gpt":0.4813292342537501,"score_spread":0.28258322793925417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3097910092","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0049761836,0.00015531499,0.9929957,0.000039288436,0.000051459116,0.000034542907,0.000013312029,0.0001482419,0.0015860458],"genre_scores_gemma":[0.06252164,0.00032831478,0.9333266,0.00005127226,0.000040617062,0.0001500671,0.00007809934,0.00015795996,0.0033453936],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994879,0.00021452451,0.00003369472,0.00005086679,0.00018558964,0.000027356751],"domain_scores_gemma":[0.9992142,0.00028340978,0.000063471816,0.00012103699,0.0002861932,0.000031691165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013188475,0.0007905972,0.0006311424,0.00069623097,0.0004025075,0.0006454339,0.0009235096,0.00073002104,0.0024078968],"category_scores_gemma":[0.002290295,0.00034653363,0.00071045535,0.00079678616,0.00078779995,0.0009934215,0.00071381946,0.0011992822,0.00094273995],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002616568,0.00012536609,0.0023081698,0.00044385315,0.00013520164,0.00035213935,0.000736311,0.36151835,0.05927121,0.28506738,0.0046900986,0.28509036],"study_design_scores_gemma":[0.000020126228,0.000101864265,0.00018809448,0.000020665495,0.000012782509,0.00014114022,0.000014473172,0.97492665,0.0070789624,0.008550952,0.008924601,0.000019797011],"about_ca_topic_score_codex":0.0014058541,"about_ca_topic_score_gemma":0.0013477312,"teacher_disagreement_score":0.0024078968,"about_ca_system_score_codex":0.0003337608,"about_ca_system_score_gemma":0.0010200614,"threshold_uncertainty_score":0.00805527},"labels":[],"label_agreement":null},{"id":"W3105263399","doi":"10.1002/mma.6990","title":"Some weighted quadrature methods based upon the mean value theorems","year":2020,"lang":"en","type":"article","venue":"Mathematical Methods in the Applied Sciences","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Alexander von Humboldt-Stiftung","keywords":"Mathematics; Quadrature (astronomy); Clenshaw–Curtis quadrature; Tanh-sinh quadrature; Gauss–Jacobi quadrature; Gauss–Kronrod quadrature formula; Weighted arithmetic mean; Applied mathematics; Mean value; Class (philosophy); Mathematical analysis; Gaussian quadrature; Nyström method; Integral equation; Statistics; Computer science","score_opus":0.1990997669833609,"score_gpt":0.4849131943931132,"score_spread":0.2858134274097523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3105263399","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002715144,0.00066545873,0.99509877,0.00006389149,0.00008047387,0.000016546586,0.00001148028,0.000031142772,0.001317082],"genre_scores_gemma":[0.1273413,0.0029900305,0.861757,0.0002707727,0.0002822244,0.00017500116,0.00009323662,0.0002000853,0.0068902615],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99914,0.00030242334,0.000045940513,0.0000976613,0.0003612657,0.00005260971],"domain_scores_gemma":[0.9992786,0.00030808075,0.000079609796,0.00006531664,0.00022633284,0.000042050473],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022597557,0.00056612573,0.00084661134,0.0011375275,0.00046970442,0.0011169502,0.0013699868,0.0008665258,0.001484721],"category_scores_gemma":[0.0038254338,0.0003662502,0.0010612998,0.0008491482,0.0009986383,0.0015384209,0.0012563398,0.001521268,0.0004782763],"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":[0.00004922043,0.000040851624,0.0004738991,0.0002484924,0.00007692578,0.00009528626,0.00013097764,0.06847584,0.014104662,0.80755824,0.001655298,0.107090354],"study_design_scores_gemma":[0.000025043237,0.00007279033,0.00023914238,0.000060689796,0.000038124585,0.0001574202,0.000017483262,0.79625666,0.003874676,0.18689685,0.012324939,0.000036152545],"about_ca_topic_score_codex":0.0006770355,"about_ca_topic_score_gemma":0.0005890454,"teacher_disagreement_score":0.0022597557,"about_ca_system_score_codex":0.0004849919,"about_ca_system_score_gemma":0.0006781368,"threshold_uncertainty_score":0.01195091},"labels":[],"label_agreement":null},{"id":"W3113176096","doi":"10.3390/math8122223","title":"One Parameter Optimal Derivative-Free Family to Find the Multiple Roots of Algebraic Nonlinear Equations","year":2020,"lang":"en","type":"article","venue":"Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"King Abdulaziz University","keywords":"Mathematics; Convergence (economics); Nonlinear system; Conjecture; Applied mathematics; Function (biology); Taylor series; Order (exchange); Derivative (finance); Algebraic number; Series (stratigraphy); Algebraic equation; Iterative method; Scheme (mathematics); Mathematical optimization; Mathematical analysis; Pure mathematics","score_opus":0.19982785210607035,"score_gpt":0.36209912468600636,"score_spread":0.162271272579936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113176096","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025085174,0.00028974522,0.9708797,0.00008269962,0.00003648535,0.000056022553,0.000017106831,0.00014381521,0.0034091885],"genre_scores_gemma":[0.38730648,0.0004025732,0.6066464,0.000077216835,0.000027143891,0.0001944644,0.00006453087,0.00011490746,0.00516637],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996656,0.00010365613,0.00001960159,0.000051013234,0.00012860219,0.00003161924],"domain_scores_gemma":[0.99946004,0.00022940392,0.000057384404,0.000076269615,0.0001439288,0.000032955042],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00089708716,0.00048372502,0.0006913969,0.0005417993,0.00049276213,0.0003926168,0.00090699777,0.0008981361,0.0019067816],"category_scores_gemma":[0.0026089088,0.00025847447,0.0005714608,0.00031601606,0.0006349688,0.001138514,0.0008013807,0.0009935872,0.00047196395],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019869093,0.000154314,0.0023256487,0.00035226886,0.00006106443,0.00019986978,0.0004202574,0.61392367,0.029727725,0.16383947,0.0021160536,0.18668103],"study_design_scores_gemma":[0.000011062975,0.000052928714,0.000096220116,0.000012106419,0.0000060849243,0.00006562849,0.000014006,0.98876333,0.002228869,0.00697228,0.0017658535,0.000011585897],"about_ca_topic_score_codex":0.0013399598,"about_ca_topic_score_gemma":0.0013359167,"teacher_disagreement_score":0.0019067816,"about_ca_system_score_codex":0.00051618397,"about_ca_system_score_gemma":0.00097552146,"threshold_uncertainty_score":0.0063788295},"labels":[],"label_agreement":null},{"id":"W3134479887","doi":"10.3390/sym13030432","title":"A New Application of Gauss Quadrature Method for Solving Systems of Nonlinear Equations","year":2021,"lang":"en","type":"article","venue":"Symmetry","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Faculty of Science, Prince of Songkla University; Prince of Songkla University","keywords":"Nonlinear system; Gaussian quadrature; Quadrature (astronomy); Gauss; Nyström method; Mathematics; Applied mathematics; Convergence (economics); Gauss–Kronrod quadrature formula; Numerical integration; Integral equation; Boundary value problem; Mathematical analysis; Computer science; Physics","score_opus":0.06913444540153758,"score_gpt":0.4124088626171842,"score_spread":0.3432744172156466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134479887","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027892215,0.00029409115,0.995161,0.000057352237,0.000099121105,0.000020647454,0.0000121277835,0.00010996805,0.0014565823],"genre_scores_gemma":[0.092133656,0.001058108,0.90239906,0.00014961166,0.00016941584,0.000105818326,0.00009568189,0.00018629948,0.0037024063],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994475,0.00012638392,0.000025999265,0.000061754814,0.00030753246,0.000030823758],"domain_scores_gemma":[0.99964905,0.00009350046,0.00002806994,0.000034055025,0.00016965625,0.000025604397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00081180135,0.00044218058,0.0006317156,0.0007042146,0.00039000218,0.00045515015,0.0008207678,0.00056810357,0.0012487753],"category_scores_gemma":[0.0011416,0.00024567707,0.000667538,0.00059037074,0.00061836146,0.00080589467,0.0008967244,0.0011004123,0.0006047546],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014186675,0.0001901779,0.003307614,0.0007875306,0.0002203699,0.00053824397,0.00054268684,0.12856868,0.09905449,0.24049243,0.008392711,0.5177632],"study_design_scores_gemma":[0.00004159401,0.00008813207,0.00052558875,0.00003003233,0.000038040096,0.00041182176,0.000024141462,0.9420423,0.012207603,0.022442251,0.022112444,0.00003595407],"about_ca_topic_score_codex":0.0015531671,"about_ca_topic_score_gemma":0.0013367949,"teacher_disagreement_score":0.0015531671,"about_ca_system_score_codex":0.00023476576,"about_ca_system_score_gemma":0.00085714116,"threshold_uncertainty_score":0.004293263},"labels":[],"label_agreement":null},{"id":"W3136093026","doi":"10.3390/math9060694","title":"Geometrically Constructed Family of the Simple Fixed Point Iteration Method","year":2021,"lang":"en","type":"article","venue":"Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Fixed point; Convergence (economics); Simple (philosophy); Fixed-point iteration; Mathematics; Iterative method; Applied mathematics; Nonlinear system; Mathematical optimization; Point (geometry); Algorithm; Computer science; Mathematical analysis; Geometry","score_opus":0.09363743914245985,"score_gpt":0.39105553749627264,"score_spread":0.2974180983538128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3136093026","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022926735,0.0004533581,0.9652885,0.00009008226,0.00009930751,0.000050214123,0.00004627451,0.00017347622,0.010871997],"genre_scores_gemma":[0.511809,0.0010999913,0.46958503,0.0001100667,0.00012558352,0.00026514716,0.00022277542,0.00021760716,0.016564855],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99967754,0.000097751305,0.000014738942,0.00005635576,0.00012488867,0.000028707958],"domain_scores_gemma":[0.99969053,0.00006777319,0.000036148595,0.000043874705,0.00012655578,0.00003519506],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050725613,0.00053888786,0.00057937426,0.0008082842,0.0005597547,0.0006161865,0.0008457381,0.0008657529,0.003561448],"category_scores_gemma":[0.0012711599,0.00022393973,0.0007727694,0.0003646935,0.0008945726,0.0009241636,0.00064066437,0.0010096509,0.0010648962],"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":[0.0000808418,0.000050443476,0.0010658887,0.00016472407,0.000046478686,0.00034437675,0.00024250192,0.14238688,0.022126459,0.7387687,0.0037596582,0.090963036],"study_design_scores_gemma":[0.000019827658,0.000088515466,0.00031097405,0.000026711634,0.000012514524,0.00055539334,0.000029561303,0.8891109,0.003981808,0.08947056,0.016349593,0.000043668984],"about_ca_topic_score_codex":0.0005583243,"about_ca_topic_score_gemma":0.00036359942,"teacher_disagreement_score":0.003561448,"about_ca_system_score_codex":0.00033404128,"about_ca_system_score_gemma":0.0005286711,"threshold_uncertainty_score":0.011914194},"labels":[],"label_agreement":null},{"id":"W3147349937","doi":"10.4171/em/437","title":"Schröder’s processes and the best ways of increasing order of Newton’s method","year":2021,"lang":"en","type":"article","venue":"Elemente der Mathematik","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Order (exchange); Newton's method; Mathematics; Applied mathematics; Calculus (dental); Mathematical analysis; Physics; Nonlinear system; Economics","score_opus":0.12705597433938,"score_gpt":0.39517658521434984,"score_spread":0.26812061087496986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3147349937","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012793775,0.0029784224,0.9572236,0.002316262,0.0005830459,0.00004944781,0.00008825674,0.00028954065,0.023677662],"genre_scores_gemma":[0.28400245,0.0046631596,0.67532,0.00094811496,0.0007430407,0.00019666737,0.0001885227,0.0009449023,0.032993104],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99592423,0.0019955032,0.0002588636,0.00041075618,0.0010810978,0.00032957882],"domain_scores_gemma":[0.9872018,0.007134885,0.00051966833,0.002132068,0.0024621012,0.0005494901],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007241555,0.0013787604,0.0014211371,0.0029235873,0.0016668545,0.0033104678,0.0018662526,0.001961289,0.005155929],"category_scores_gemma":[0.026348112,0.0011233118,0.0018757265,0.0019478515,0.006989001,0.007003965,0.0042454475,0.0072612027,0.0016114501],"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":[0.00008836713,0.00002721119,0.00021577177,0.00008879924,0.000020058,0.000032962118,0.00028065185,0.012335399,0.0007670009,0.95796573,0.0019882359,0.02618984],"study_design_scores_gemma":[0.000025022135,0.00003874909,0.00012603063,0.00006315137,0.000020232184,0.00003862693,0.000048982278,0.07465731,0.0021754191,0.9102944,0.012470508,0.000041520594],"about_ca_topic_score_codex":0.0038269332,"about_ca_topic_score_gemma":0.0044002845,"teacher_disagreement_score":0.007241555,"about_ca_system_score_codex":0.002268277,"about_ca_system_score_gemma":0.00231773,"threshold_uncertainty_score":0.038297474},"labels":[],"label_agreement":null},{"id":"W3172947229","doi":"10.37193/cmi.2011.01.02","title":"A topological structure on the basins of attraction for iterative methods","year":2011,"lang":"en","type":"article","venue":"Creative Mathematics and Informatics","topic":"Iterative Methods for Nonlinear Equations","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":"Science North","funders":"","keywords":"Transitive relation; Relation (database); Attraction; Topology (electrical circuits); Nonlinear system; Mathematics; Binary relation; Set (abstract data type); Iterative method; Computer science; Mathematical optimization; Discrete mathematics; Physics; Combinatorics; Data mining","score_opus":0.2839415117575198,"score_gpt":0.44075585209616747,"score_spread":0.15681434033864766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3172947229","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19521433,0.0011994577,0.7865078,0.0007801924,0.00008064301,0.000059601927,0.00010352625,0.00015159507,0.01590284],"genre_scores_gemma":[0.87944645,0.0007485145,0.115279205,0.00011150456,0.00009312201,0.0001568982,0.000100542384,0.00011762793,0.0039461306],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99940515,0.00025753726,0.000030008267,0.00007541882,0.0001796318,0.00005221385],"domain_scores_gemma":[0.99842775,0.0009005296,0.00019173053,0.00010778232,0.00023660979,0.00013560688],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008834578,0.00042118845,0.00048333115,0.0015311007,0.0011004866,0.0016467959,0.00056782743,0.00074399885,0.0021059567],"category_scores_gemma":[0.0032786028,0.0002927559,0.0005556637,0.0006149398,0.0025743076,0.0028631098,0.0016344541,0.0010688382,0.00021340151],"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":[0.000019422463,0.000012036402,0.0003590462,0.000056055906,0.000010157284,0.00007728909,0.00024339804,0.016393168,0.0036080498,0.97225755,0.0002231887,0.0067405775],"study_design_scores_gemma":[0.000013272606,0.000074444804,0.00069511496,0.000040272873,0.000013663711,0.0001391612,0.00016028144,0.19373539,0.0029410224,0.7973947,0.004758655,0.00003402856],"about_ca_topic_score_codex":0.00048602183,"about_ca_topic_score_gemma":0.0004747004,"teacher_disagreement_score":0.0021059567,"about_ca_system_score_codex":0.0008353115,"about_ca_system_score_gemma":0.0005442532,"threshold_uncertainty_score":0.00704509},"labels":[],"label_agreement":null},{"id":"W3174493205","doi":"10.3390/math9121453","title":"Simultaneous Contour Method of a Trigonometric Integral by Prudnikov et al.","year":2021,"lang":"en","type":"article","venue":"Mathematics","topic":"Iterative Methods for Nonlinear Equations","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":"York University","funders":"","keywords":"Trigonometry; Logarithm; Mathematics; Trigonometric functions; Transcendental function; Exponential function; Trigonometric integral; Transcendental number; Transcendental equation; Exponential integral; Methods of contour integration; Inverse trigonometric functions; Calculus (dental); Elementary function; Mathematical analysis; Table (database); Differentiation of trigonometric functions; Integration using Euler's formula; Applied mathematics; Integral equation; Volume integral; Differential equation; Computer science; Geometry; Polynomial","score_opus":0.08159014958588515,"score_gpt":0.4220408922874837,"score_spread":0.3404507427015986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3174493205","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0061930283,0.00063462043,0.9807308,0.00010522967,0.00030249852,0.00007201873,0.000049871458,0.00023061407,0.011681292],"genre_scores_gemma":[0.13848796,0.0012107071,0.8324935,0.00018656865,0.00016363688,0.00023058329,0.00015030106,0.0006904917,0.02638623],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99962854,0.00011593171,0.000022451508,0.000049077575,0.00015690197,0.000027082695],"domain_scores_gemma":[0.99951553,0.000127564,0.000026827702,0.00012253736,0.00018256341,0.000025066336],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007406454,0.00076850166,0.00073636684,0.0014212055,0.0007063221,0.0014503885,0.0012140885,0.0010550749,0.007120157],"category_scores_gemma":[0.0024330346,0.00038637102,0.0010381967,0.0011205006,0.0007772627,0.0018470531,0.0011600483,0.0018365277,0.003468079],"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":[0.00010815277,0.00009352918,0.00060800294,0.00034890344,0.00009126504,0.00029086796,0.0006159959,0.023780674,0.019044895,0.70864916,0.0049763964,0.24139221],"study_design_scores_gemma":[0.00006951032,0.0001454606,0.0005657974,0.000119039614,0.00010032442,0.0006312058,0.0001255047,0.6449165,0.021559596,0.26478392,0.06688004,0.000103150946],"about_ca_topic_score_codex":0.0010042153,"about_ca_topic_score_gemma":0.001155969,"teacher_disagreement_score":0.007120157,"about_ca_system_score_codex":0.0005023341,"about_ca_system_score_gemma":0.0009021801,"threshold_uncertainty_score":0.023819327},"labels":[],"label_agreement":null},{"id":"W3190460002","doi":"10.1016/j.aml.2021.107566","title":"Explicit <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\" id=\"d1e229\" altimg=\"si202.svg\"> <mml:mi>p</mml:mi> </mml:math> -dependent convergence regions of Newton’s method for the matrix <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\" id=\"d1e234\" altimg=\"si202.svg\"> <mml:mi>p</mml:mi> </mml:math> th root","year":2021,"lang":"lv","type":"article","venue":"Applied Mathematics Letters","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Convergence (economics); Mathematics; Eigenvalues and eigenvectors; Complex plane; Matrix (chemical analysis); Newton's method; Algorithm; Combinatorics; Applied mathematics; Mathematical analysis; Physics; Nonlinear system","score_opus":0.03471975914271252,"score_gpt":0.2974745195707803,"score_spread":0.2627547604280678,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3190460002","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019668196,0.00084718777,0.53500026,0.004162455,0.0022832311,0.00020229552,0.022868214,0.024887288,0.40778232],"genre_scores_gemma":[0.04109817,0.0023268242,0.357543,0.0021813947,0.00094770966,0.00066455855,0.03942062,0.05161151,0.50420624],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986773,0.00028547994,0.000104823885,0.00017327788,0.0006601237,0.000098948876],"domain_scores_gemma":[0.99730635,0.00088119716,0.0001782413,0.0005509237,0.00095690635,0.00012633923],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001304823,0.0014154635,0.0009863235,0.0017621147,0.0010020827,0.0041683833,0.0023844764,0.0018509633,0.39648584],"category_scores_gemma":[0.007304441,0.0009301809,0.0012036631,0.0022834733,0.00082062115,0.0043632127,0.0016942314,0.0028835945,0.27258772],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014459858,0.000057937723,0.0002707988,0.0005460294,0.000022796099,0.00018332497,0.00020702835,0.003689184,0.0045518535,0.14704464,0.75396466,0.089317165],"study_design_scores_gemma":[0.00005756253,0.0000220823,0.00046238131,0.00015326898,0.000013208435,0.00023941221,0.00007252485,0.027135933,0.009844287,0.06947176,0.8924709,0.000056651683],"about_ca_topic_score_codex":0.004772395,"about_ca_topic_score_gemma":0.0071568605,"teacher_disagreement_score":0.39648584,"about_ca_system_score_codex":0.001321296,"about_ca_system_score_gemma":0.0016305828,"threshold_uncertainty_score":0.8608397},"labels":[],"label_agreement":null},{"id":"W3191941837","doi":"10.29020/nybg.ejpam.v14i3.3987","title":"The Double Laplace Transform Expressed in terms of the Lerch Transcendent","year":2021,"lang":"en","type":"article","venue":"European Journal of Pure and Applied Mathematics","topic":"Iterative Methods for Nonlinear Equations","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":"York University","funders":"","keywords":"Mathematics; Laplace transform; Term (time); Separable space; Mathematical analysis; Pure mathematics; Calculus (dental)","score_opus":0.0676349242134226,"score_gpt":0.3202479474549739,"score_spread":0.2526130232415513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3191941837","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022442602,0.0022510698,0.9093458,0.0012012346,0.0013039397,0.00004126778,0.000086142754,0.000346508,0.0629814],"genre_scores_gemma":[0.640482,0.0055864914,0.26912957,0.0019220724,0.0022803668,0.00011292284,0.00021399764,0.0012467591,0.07902582],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994506,0.00012444507,0.00003673562,0.00010081359,0.00024235269,0.000045114626],"domain_scores_gemma":[0.9991891,0.0002935984,0.00006179652,0.00010164872,0.0002987303,0.00005513721],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011503553,0.00083421625,0.0006500822,0.002092463,0.0004931577,0.002252322,0.00080714555,0.0010043201,0.0075795576],"category_scores_gemma":[0.0035545118,0.00023977761,0.00077782065,0.0006727887,0.0019447134,0.0037763407,0.0010718752,0.002543101,0.002657857],"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":[0.000018801424,0.000015789625,0.00010485731,0.0000931765,0.000007785481,0.00018242447,0.00023997753,0.0019675153,0.006624921,0.96927255,0.0023384362,0.019133689],"study_design_scores_gemma":[0.000012907657,0.00008009491,0.0003628387,0.000103871585,0.000023816056,0.0012739036,0.000192437,0.077635415,0.014125128,0.8724906,0.03363295,0.0000661289],"about_ca_topic_score_codex":0.00037301303,"about_ca_topic_score_gemma":0.00045519724,"teacher_disagreement_score":0.0075795576,"about_ca_system_score_codex":0.00091886875,"about_ca_system_score_gemma":0.00077254634,"threshold_uncertainty_score":0.025356174},"labels":[],"label_agreement":null},{"id":"W3199570624","doi":"10.13189/ms.2021.090512","title":"Mellin Transform of an Exponential Fourier Transform Expressed in Terms of the Lerch Function","year":2021,"lang":"en","type":"article","venue":"Mathematics and Statistics","topic":"Iterative Methods for Nonlinear Equations","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":"York University","funders":"","keywords":"Mathematics; Mellin transform; Exponential function; Mellin inversion theorem; Fourier transform; Function (biology); Mathematical analysis; Two-sided Laplace transform; Pure mathematics; Fractional Fourier transform; Fourier analysis","score_opus":0.06541436314432081,"score_gpt":0.3454146930160359,"score_spread":0.2800003298717151,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3199570624","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019128311,0.001511425,0.9324965,0.00061822945,0.0006813885,0.000037743866,0.00022118891,0.00035971205,0.04494548],"genre_scores_gemma":[0.49264404,0.005037515,0.43645355,0.0009957658,0.0013111582,0.0001384432,0.0005049646,0.0010403335,0.06187429],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996575,0.000079754835,0.000027825026,0.000054548265,0.00014459719,0.000035846708],"domain_scores_gemma":[0.99940526,0.00027587303,0.00007795112,0.000089596935,0.00012240389,0.000028998707],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093498616,0.00067292014,0.0003736168,0.0013509002,0.00045164672,0.0016132194,0.0005210499,0.0007955609,0.009125494],"category_scores_gemma":[0.0026556295,0.00019460074,0.0003974752,0.00069827127,0.0015831279,0.0026001662,0.0006150069,0.0015081795,0.0021266977],"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":[0.000018734798,0.000013007349,0.00014388248,0.00007132903,0.0000058127266,0.00019366048,0.00015699294,0.0034019898,0.0036945879,0.97020817,0.0023248768,0.019767102],"study_design_scores_gemma":[0.00000930215,0.000053042437,0.00079945364,0.000093924566,0.000014427308,0.0014508762,0.00016805358,0.11236407,0.008328464,0.82799983,0.048643135,0.000075515214],"about_ca_topic_score_codex":0.00051694026,"about_ca_topic_score_gemma":0.00043836306,"teacher_disagreement_score":0.009125494,"about_ca_system_score_codex":0.00060845184,"about_ca_system_score_gemma":0.00043338045,"threshold_uncertainty_score":0.03052783},"labels":[],"label_agreement":null},{"id":"W3211372965","doi":"10.29020/nybg.ejpam.v14i4.4065","title":"Definite Integral of Logarithmic Power and Square Root Algebraic Functions Expressed in terms of the Lerch Function","year":2021,"lang":"en","type":"article","venue":"European Journal of Pure and Applied Mathematics","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Square root; Logarithm; Algebraic function; Algebraic number; Function (biology); Power function; Pure mathematics; Square (algebra); Mathematical analysis","score_opus":0.0461914954321787,"score_gpt":0.2867842056890087,"score_spread":0.24059271025683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3211372965","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07493924,0.0045323437,0.7757318,0.0007437609,0.0007430172,0.00004962656,0.00021554001,0.00055713137,0.14248753],"genre_scores_gemma":[0.81044203,0.0041635144,0.12202591,0.0005053036,0.0009971225,0.00010064712,0.00025959525,0.0008010171,0.060704943],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994692,0.0001655659,0.000034315686,0.00008854754,0.00019082287,0.00005151385],"domain_scores_gemma":[0.9988889,0.00040846993,0.000130348,0.00012262333,0.00033540415,0.000114194],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013015053,0.00093890826,0.00062785915,0.0026876607,0.00055267196,0.0021507915,0.0008022598,0.0007218564,0.007395414],"category_scores_gemma":[0.0038107922,0.00025060502,0.00063414057,0.0010624157,0.002394086,0.0038153855,0.0010470484,0.0016797179,0.0021241766],"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":[0.000021751868,0.000009981018,0.00012715171,0.000086142776,0.000008719441,0.00012973932,0.00015654297,0.0024922416,0.003918835,0.983082,0.0013198688,0.008647173],"study_design_scores_gemma":[0.000006848221,0.00004477729,0.0004425387,0.000055236604,0.000014717888,0.00047972365,0.000081348255,0.050683636,0.004276422,0.93365216,0.010220279,0.00004226132],"about_ca_topic_score_codex":0.000385552,"about_ca_topic_score_gemma":0.0003682191,"teacher_disagreement_score":0.007395414,"about_ca_system_score_codex":0.0008561968,"about_ca_system_score_gemma":0.000502483,"threshold_uncertainty_score":0.02474016},"labels":[],"label_agreement":null},{"id":"W4206090486","doi":"10.23952/jano.3.2021.3.03","title":"Two convergence results for a gradient-type method in Banach spaces","year":2021,"lang":"en","type":"article","venue":"Journal of Applied and Numerical Optimization","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Banach space; Mathematics; Convergence (economics); Type (biology); Mathematical analysis; Applied mathematics; Economics; Geology","score_opus":0.06219714840935401,"score_gpt":0.390612062369212,"score_spread":0.32841491395985795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206090486","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007970567,0.0010755361,0.98085016,0.00083554955,0.00026164931,0.00012421142,0.000055419136,0.0001231562,0.008703783],"genre_scores_gemma":[0.34049886,0.0032665234,0.6264543,0.0011268914,0.00069987425,0.0010396955,0.00033325428,0.0006606977,0.025919914],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99806434,0.00082152797,0.00011245684,0.00026057183,0.0005883502,0.0001528143],"domain_scores_gemma":[0.9947918,0.0028701082,0.00032739004,0.0002838458,0.0012439195,0.00048295953],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005955867,0.0025864462,0.0012288907,0.0021669506,0.0008084167,0.0018596903,0.001986594,0.0029505782,0.0028463223],"category_scores_gemma":[0.01509773,0.000620548,0.0022889245,0.000774365,0.0038551455,0.003617737,0.0042550415,0.004496608,0.0008808001],"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":[0.00043154843,0.00028477403,0.0016570651,0.0012699503,0.00021380256,0.00072523317,0.000988802,0.14328639,0.022578169,0.75494546,0.005293128,0.06832574],"study_design_scores_gemma":[0.000068874324,0.0003079168,0.0005949471,0.00021042382,0.00005916379,0.00059393764,0.00009191352,0.85718113,0.009643163,0.12374915,0.0074013555,0.000097996446],"about_ca_topic_score_codex":0.0011778241,"about_ca_topic_score_gemma":0.000669198,"teacher_disagreement_score":0.005955867,"about_ca_system_score_codex":0.0012608009,"about_ca_system_score_gemma":0.001341873,"threshold_uncertainty_score":0.031497955},"labels":[],"label_agreement":null},{"id":"W4210501830","doi":"10.1017/cbo9781107282094.008","title":"Nonlinear optimization","year":2018,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Iterative Methods for Nonlinear Equations","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":"University of Waterloo","funders":"","keywords":"Focus (optics); Reading (process); Computer science; Point (geometry); Selection (genetic algorithm); Section (typography); Mathematics education; Range (aeronautics); Engineering; Mathematics; Artificial intelligence","score_opus":0.08432994776564443,"score_gpt":0.29263369824008306,"score_spread":0.20830375047443864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210501830","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027146717,0.040346775,0.27775735,0.0043773097,0.0041456064,0.000085773136,0.0009872824,0.0010344972,0.6685507],"genre_scores_gemma":[0.06240249,0.046062507,0.10389477,0.0018126648,0.0023988532,0.00027242905,0.0023161937,0.0010720231,0.7797681],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99967515,0.000051081384,0.0000123117525,0.00006863678,0.00017265785,0.000020207039],"domain_scores_gemma":[0.99984527,0.00005842321,0.000011342902,0.000028240735,0.0000418483,0.0000148435365],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033042827,0.0009805214,0.00070578454,0.0005087776,0.00042594384,0.0017913551,0.0006868008,0.00080761634,0.04655288],"category_scores_gemma":[0.0008921484,0.00029087823,0.00054206536,0.00072348665,0.00078200334,0.0012839497,0.001124298,0.0018320804,0.02103661],"study_design_candidate":"not_applicable","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":[0.000023776574,0.00003267593,0.00020789893,0.0005456162,0.00004837657,0.000081753074,0.00010949727,0.012095752,0.0019796984,0.46175388,0.2725786,0.25054243],"study_design_scores_gemma":[0.0000074577633,0.000028594095,0.00032779915,0.00019581425,0.000012118914,0.0001675874,0.000041547934,0.012617737,0.00066817057,0.19442944,0.79148805,0.000015706211],"about_ca_topic_score_codex":0.00065213715,"about_ca_topic_score_gemma":0.0011820405,"teacher_disagreement_score":0.04655288,"about_ca_system_score_codex":0.00062799104,"about_ca_system_score_gemma":0.00068860117,"threshold_uncertainty_score":0.15573484},"labels":[],"label_agreement":null},{"id":"W4224996155","doi":"10.18280/mmep.090214","title":"Wegstein's Method for Calculating the Global Extremum","year":2022,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Convexity; Function (biology); Bounded function; Differentiable function; Euclidean space; Convex function; Zero (linguistics); Order (exchange); Lebesgue integration; Applied mathematics; Monotonic function; Mathematical optimization; Regular polygon; Mathematical analysis","score_opus":0.11248377122291424,"score_gpt":0.3490266586643442,"score_spread":0.23654288744142993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4224996155","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001914279,0.00015879022,0.9960388,0.00003937086,0.000038984308,0.000033492415,0.000018257506,0.0001294617,0.0016285707],"genre_scores_gemma":[0.061857395,0.0003821085,0.932222,0.00007762708,0.000035965382,0.0002792706,0.000090569796,0.0003052664,0.004749849],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.999511,0.00013434849,0.00004060827,0.00007840434,0.00018019871,0.000055454442],"domain_scores_gemma":[0.99943954,0.0003163756,0.000038954615,0.00006211723,0.00012700055,0.000015952994],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013134173,0.0011414182,0.0010081658,0.0026430604,0.00082715566,0.0008491381,0.001100275,0.0014104196,0.004267608],"category_scores_gemma":[0.0032991907,0.00059807365,0.0013215434,0.0019134214,0.0011726454,0.0015490619,0.0012360981,0.0019249676,0.0013787394],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012540807,0.00006792598,0.0008664718,0.00066008535,0.00014715115,0.00023147388,0.00043725828,0.33858073,0.0140481675,0.32528314,0.005397732,0.3141544],"study_design_scores_gemma":[0.000036906917,0.00011255248,0.00044212613,0.00009311905,0.000046979567,0.00017047528,0.00009465639,0.85097754,0.00998975,0.11451139,0.023462623,0.000061908446],"about_ca_topic_score_codex":0.0020157075,"about_ca_topic_score_gemma":0.0021873023,"teacher_disagreement_score":0.004267608,"about_ca_system_score_codex":0.0006405193,"about_ca_system_score_gemma":0.0012797974,"threshold_uncertainty_score":0.014276564},"labels":[],"label_agreement":null},{"id":"W4226313615","doi":"10.3934/math.2022652","title":"Alternating reflection method on conics leading to inverse trigonometric and hyperbolic functions","year":2022,"lang":"en","type":"article","venue":"AIMS Mathematics","topic":"Iterative Methods for Nonlinear Equations","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 de Sherbrooke","funders":"","keywords":"Inverse trigonometric functions; Conic section; Hyperbolic function; Trigonometry; Reflection (computer programming); Trigonometric functions; Inverse hyperbolic function; Mathematics; Inverse; Mathematical analysis; Computer science; Geometry; Hyperbolic manifold","score_opus":0.18741869916967682,"score_gpt":0.44044229452572614,"score_spread":0.25302359535604935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226313615","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010033434,0.00011125377,0.9722254,0.00011537601,0.00015007913,0.000052643652,0.000029067929,0.0002792234,0.01700347],"genre_scores_gemma":[0.17309882,0.00039876415,0.79672647,0.00016952616,0.0001159378,0.0001565933,0.00010652859,0.0010006581,0.028226683],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99946505,0.00022459132,0.00002831239,0.000051441566,0.0001852936,0.00004533943],"domain_scores_gemma":[0.9991737,0.00030956243,0.000045568453,0.00014182196,0.0002666613,0.000062551364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010947312,0.0009781086,0.00057064113,0.001205365,0.0004814262,0.0012061116,0.00102402,0.000674743,0.012469208],"category_scores_gemma":[0.0029637222,0.00029379633,0.00061856245,0.0008889591,0.0013955196,0.0019294664,0.0013736684,0.0020684514,0.0035176473],"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":[0.00017629277,0.00008704318,0.000358812,0.00022239277,0.000038901024,0.00023167703,0.00038670527,0.033747535,0.037902284,0.7070396,0.005943624,0.21386513],"study_design_scores_gemma":[0.000054306387,0.0002498823,0.00022674313,0.00006711178,0.000032355605,0.00039849099,0.00018331117,0.6404035,0.03969776,0.29153955,0.027085535,0.00006143552],"about_ca_topic_score_codex":0.00081800064,"about_ca_topic_score_gemma":0.0012742401,"teacher_disagreement_score":0.012469208,"about_ca_system_score_codex":0.0005765411,"about_ca_system_score_gemma":0.0007690584,"threshold_uncertainty_score":0.041713655},"labels":[],"label_agreement":null},{"id":"W4230212486","doi":"10.23952/asvao.2.2020.3.08","title":"Strong convergence of the viscosity Douglas-Rachford algorithm for inclusion problems","year":2020,"lang":"en","type":"article","venue":"Applied Set-Valued Analysis and Optimization","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Foundation of Henan Educational Committee; National Natural Science Foundation of China","keywords":"Convergence (economics); Viscosity; Inclusion (mineral); Algorithm; Computer science; Applied mathematics; Mathematics; Mathematical optimization; Materials science; Physics; Economics; Thermodynamics; Composite material","score_opus":0.062362211034114844,"score_gpt":0.33059077308343277,"score_spread":0.26822856204931794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230212486","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01627792,0.0009840364,0.9779261,0.00047796147,0.00008687954,0.00004840844,0.000023275006,0.000067922265,0.004107425],"genre_scores_gemma":[0.45605993,0.0021899755,0.52566385,0.00059647736,0.0003122562,0.0003757054,0.00018616405,0.00024576302,0.014369797],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987068,0.00061451946,0.00006591008,0.00015221517,0.00032846822,0.00013197456],"domain_scores_gemma":[0.9955655,0.0026494914,0.00033410336,0.0002274798,0.00085791753,0.00036546873],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0048374585,0.0013705329,0.0014471386,0.0016088431,0.0010522943,0.0018999623,0.0016868014,0.002545973,0.0018388429],"category_scores_gemma":[0.014976616,0.00054565433,0.0013904567,0.0007886224,0.002967897,0.0032270378,0.0037461678,0.0029571971,0.00046636173],"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":[0.00021978068,0.00010008277,0.0011871682,0.00032825518,0.00006741853,0.00027041478,0.00039442812,0.16975452,0.0070613804,0.7759249,0.0023222002,0.042369433],"study_design_scores_gemma":[0.0000233273,0.00009256249,0.00015581633,0.000054837175,0.000011861905,0.000099701996,0.000041102416,0.9001565,0.0020304362,0.094864406,0.0024391066,0.000030389128],"about_ca_topic_score_codex":0.0020249228,"about_ca_topic_score_gemma":0.0017088515,"teacher_disagreement_score":0.0048374585,"about_ca_system_score_codex":0.0013645452,"about_ca_system_score_gemma":0.002154448,"threshold_uncertainty_score":0.025583208},"labels":[],"label_agreement":null},{"id":"W4233160317","doi":"10.23952/jano.2.2020.1.02","title":"Superiorization of block accelerated cyclic subgradient methods","year":2020,"lang":"en","type":"article","venue":"Journal of Applied and Numerical Optimization","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Subgradient method; Block (permutation group theory); Computer science; Mathematics; Mathematical optimization; Combinatorics","score_opus":0.09892586903627934,"score_gpt":0.38393907341490785,"score_spread":0.28501320437862854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233160317","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010094119,0.00035130107,0.9855806,0.00010568088,0.00007586543,0.000047522488,0.000048387607,0.00017168447,0.0035248639],"genre_scores_gemma":[0.42347482,0.001180918,0.56580156,0.00022200124,0.0002215221,0.00033923346,0.00038205113,0.0003863661,0.007991527],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99924064,0.0003012893,0.000031789805,0.000061605824,0.0003148821,0.00004983998],"domain_scores_gemma":[0.9988918,0.0004056243,0.00008207151,0.00014386288,0.00041775653,0.000059014917],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013247959,0.0008376007,0.000828636,0.0005921693,0.00032357805,0.0006801958,0.0008590733,0.0007366328,0.0037441398],"category_scores_gemma":[0.004462197,0.00034310648,0.000529174,0.00062018586,0.00062633713,0.0010896033,0.0011695075,0.0011866299,0.0007346831],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030848297,0.00006688932,0.000890798,0.00030047723,0.00007643897,0.00011707174,0.0001365917,0.7100193,0.012792595,0.11157894,0.0064214356,0.15729107],"study_design_scores_gemma":[0.000008510652,0.000029892597,0.00007637646,0.000005341196,0.000003826157,0.000014776149,0.0000034215843,0.9942872,0.0009984217,0.0031547747,0.0014131143,0.0000043971486],"about_ca_topic_score_codex":0.0038513516,"about_ca_topic_score_gemma":0.0026905995,"teacher_disagreement_score":0.0038513516,"about_ca_system_score_codex":0.00060057984,"about_ca_system_score_gemma":0.0015304077,"threshold_uncertainty_score":0.01252532},"labels":[],"label_agreement":null},{"id":"W4234196338","doi":"10.4169/amermathmont.117.10.0918","title":"A Concise, Elementary Proof of Arzelà’s Bounded Convergence Theorem","year":2010,"lang":"en","type":"article","venue":"American Mathematical Monthly","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Elementary proof; Bounded function; Mathematics; Convergence (economics); Calculus (dental); Pure mathematics; Mathematical analysis; Economics; Medicine","score_opus":0.03772077284912799,"score_gpt":0.35908634428667663,"score_spread":0.3213655714375486,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234196338","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0046670632,0.0073403604,0.84062284,0.007851694,0.0033783,0.00023912196,0.001041966,0.00092474004,0.13393396],"genre_scores_gemma":[0.31743628,0.017935805,0.5416109,0.012616028,0.0071180705,0.0017935925,0.0017638938,0.0020603095,0.09766505],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99861765,0.0002489455,0.000089567584,0.0002280108,0.0006785206,0.00013736125],"domain_scores_gemma":[0.99813133,0.00076718995,0.000116085976,0.00025579438,0.0006508347,0.0000786738],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030515129,0.0017151664,0.0013476755,0.0020829986,0.0014784512,0.0026122849,0.0018617725,0.0013706126,0.018048683],"category_scores_gemma":[0.009417277,0.00066087564,0.0021817663,0.0015800889,0.0032453574,0.0050059883,0.004014541,0.0053010145,0.008347931],"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":[0.000017174296,0.00005943522,0.00015185555,0.00030108285,0.000034803215,0.00025715408,0.00033473424,0.0023259027,0.0020347938,0.9465352,0.023391126,0.024556678],"study_design_scores_gemma":[0.00002458888,0.000032708584,0.0004506092,0.00014828186,0.00003190497,0.0003673389,0.00006325679,0.007110959,0.0011016106,0.8781835,0.112445936,0.000039322083],"about_ca_topic_score_codex":0.0012872533,"about_ca_topic_score_gemma":0.0015709515,"teacher_disagreement_score":0.018048683,"about_ca_system_score_codex":0.0015280828,"about_ca_system_score_gemma":0.0015634773,"threshold_uncertainty_score":0.06037885},"labels":[],"label_agreement":null},{"id":"W4249921811","doi":"10.1090/conm/606/12140","title":"Comparing Arithmetic Intersection Formulas for Denominators of Igusa Class Polynomials","year":2013,"lang":"en","type":"other","venue":"Contemporary mathematics - American Mathematical Society","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Banff International Research Station for Mathematical Innovation and Discovery","keywords":"Mathematics; Arithmetic; Class (philosophy); Intersection (aeronautics); Algebra over a field; Pure mathematics; Computer science","score_opus":0.12823685184346445,"score_gpt":0.37480503517296154,"score_spread":0.2465681833294971,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249921811","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6081497,0.0012041718,0.16596863,0.0016953995,0.0004841471,0.00006329511,0.0005863426,0.0011068818,0.22074138],"genre_scores_gemma":[0.9725911,0.0003411604,0.013138633,0.00017380457,0.0002902867,0.000036731126,0.00040804365,0.0003765267,0.012643677],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987276,0.00022506519,0.00007240635,0.00023261647,0.00042644303,0.00031588416],"domain_scores_gemma":[0.9984086,0.00080535177,0.00016004017,0.0001845633,0.00027925026,0.0001621455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001507704,0.0006563779,0.000893698,0.0032519242,0.0018779892,0.005554532,0.0014761904,0.0009421086,0.012904829],"category_scores_gemma":[0.0069383327,0.00045594046,0.0010491562,0.0025673697,0.003165961,0.006789739,0.0024824454,0.0031312213,0.0022070978],"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":[0.0001111935,0.000025552807,0.0011014595,0.00006477181,0.000008634685,0.00012333132,0.00056656543,0.0009688897,0.00079047255,0.97766167,0.0022107163,0.016366778],"study_design_scores_gemma":[0.00003530413,0.00004642659,0.0013305552,0.00005997502,0.000035461715,0.00024246583,0.00045494526,0.00908285,0.0029549794,0.9768892,0.0088248225,0.000042977357],"about_ca_topic_score_codex":0.0016158128,"about_ca_topic_score_gemma":0.0011832634,"teacher_disagreement_score":0.012904829,"about_ca_system_score_codex":0.002767854,"about_ca_system_score_gemma":0.00074793387,"threshold_uncertainty_score":0.04317093},"labels":[],"label_agreement":null},{"id":"W4285208720","doi":"10.23952/jnva.6.2022.3.03","title":"Local convergence of the Newton’s method in two step nilpotent Lie groups","year":2022,"lang":"en","type":"article","venue":"Journal of Nonlinear and Variational Analysis","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Nilpotent; Convergence (economics); Lie group; Mathematics; Nilpotent group; Pure mathematics; Simple Lie group; Local convergence; Mathematical optimization; Economics; Iterative method; Economic growth","score_opus":0.04702275273457566,"score_gpt":0.38188010961930213,"score_spread":0.33485735688472645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285208720","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.146361,0.0008124786,0.84313184,0.00039629874,0.000054525208,0.000057799618,0.000031495674,0.00011301345,0.009041571],"genre_scores_gemma":[0.8425294,0.00055947684,0.14822198,0.000079297584,0.00006343444,0.00015013048,0.000055530276,0.000097850374,0.008242799],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994481,0.0002722126,0.000020528854,0.00007106789,0.0001466263,0.000041454317],"domain_scores_gemma":[0.99885917,0.0006266971,0.0001375497,0.000052965286,0.00021914134,0.000104509454],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012732653,0.0005727308,0.0006960038,0.0009867516,0.0005704897,0.00069683074,0.0007775053,0.00067704293,0.0009853228],"category_scores_gemma":[0.003562956,0.00022448358,0.0005347252,0.00029265627,0.0021425223,0.0011520879,0.0020598215,0.00079843274,0.00020659673],"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":[0.00014410175,0.000044564666,0.001967046,0.00032916118,0.000082267696,0.00043161525,0.0010221283,0.2855187,0.011460134,0.6737947,0.0007151216,0.024490371],"study_design_scores_gemma":[0.000011175658,0.00005853097,0.00028531472,0.000018037965,0.0000064477617,0.00007068981,0.000081481354,0.87797815,0.0020301947,0.11796887,0.0014710096,0.000020093501],"about_ca_topic_score_codex":0.0021302467,"about_ca_topic_score_gemma":0.0011311658,"teacher_disagreement_score":0.0021302467,"about_ca_system_score_codex":0.0007355192,"about_ca_system_score_gemma":0.0006734732,"threshold_uncertainty_score":0.0067337155},"labels":[],"label_agreement":null},{"id":"W4296590886","doi":"","title":"Prédictions de RUL par analyse de similarités","year":2020,"lang":"fr","type":"preprint","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Iterative Methods for Nonlinear Equations","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":"Polytechnique Montréal","funders":"","keywords":"Computer science","score_opus":0.054910035231675425,"score_gpt":0.33159092537205476,"score_spread":0.27668089014037933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296590886","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5017265,0.0011297262,0.4734942,0.004052447,0.00041742367,0.000087689514,0.00097652606,0.0015193924,0.016596051],"genre_scores_gemma":[0.9846119,0.00022129164,0.009956576,0.00013478764,0.00015372518,0.000050323302,0.00033272666,0.0001787188,0.004359912],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988727,0.0004262242,0.00003092699,0.0003267505,0.00018556704,0.00015783167],"domain_scores_gemma":[0.96394974,0.029857159,0.0017035211,0.001851152,0.0015047786,0.0011335826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003839121,0.00072700763,0.0013868304,0.0017680596,0.00081879995,0.002832278,0.0015150388,0.002609969,0.007918671],"category_scores_gemma":[0.04059839,0.000529641,0.0010339223,0.0008984725,0.0021748596,0.003842562,0.0010753144,0.0023187788,0.00083742023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016306863,0.000057853526,0.004866251,0.00008793806,0.000056341843,0.00011870149,0.00009597671,0.9017573,0.0009549064,0.078553244,0.0026041784,0.010684241],"study_design_scores_gemma":[0.0000064468245,0.000006839017,0.0007375271,0.000008279671,0.000004124634,0.000010891209,0.000009827112,0.97908425,0.00019126257,0.019786056,0.00014742969,0.000006980472],"about_ca_topic_score_codex":0.010962151,"about_ca_topic_score_gemma":0.007099712,"teacher_disagreement_score":0.010962151,"about_ca_system_score_codex":0.0026450786,"about_ca_system_score_gemma":0.001067047,"threshold_uncertainty_score":0.026490629},"labels":[],"label_agreement":null},{"id":"W4312745302","doi":"10.23952/jnva.6.2022.2.10","title":"A homotopy method for multikernel-based approximation","year":2022,"lang":"en","type":"article","venue":"Journal of Nonlinear and Variational Analysis","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Science and Technology Commission of Shanghai Municipality; Natural Science Foundation of Guangdong Province; National Natural Science Foundation of China","keywords":"Homotopy analysis method; Mathematics; Homotopy; Computer science; Applied mathematics; Pure mathematics","score_opus":0.07302675724098776,"score_gpt":0.40579083051052767,"score_spread":0.33276407326953994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312745302","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00366034,0.00011429868,0.9945797,0.000057056186,0.000064110915,0.000015821191,0.000007780801,0.000092212365,0.0014086947],"genre_scores_gemma":[0.23668562,0.00040848315,0.7540383,0.00015402399,0.00009772134,0.0001769795,0.00006319914,0.00017503428,0.008200657],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997192,0.00008742535,0.000016810929,0.00004198957,0.00011216349,0.000022436465],"domain_scores_gemma":[0.99966383,0.00013235197,0.000024699653,0.000055102624,0.00009426826,0.00002982872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050973415,0.000397201,0.0005935277,0.0005681466,0.0005273683,0.00057971006,0.0009353203,0.00078848004,0.0032301943],"category_scores_gemma":[0.0013059418,0.00019174092,0.00054712663,0.0004072566,0.00078509643,0.0014531458,0.0012723579,0.0013750584,0.0007281448],"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":[0.00010043354,0.00012675156,0.00089008594,0.0003127993,0.00007460129,0.00026538258,0.00032322327,0.29515052,0.0378995,0.45243144,0.0027573367,0.20966798],"study_design_scores_gemma":[0.000007278087,0.000024609573,0.00005422537,0.000008714071,0.0000053303106,0.00004609967,0.000014651807,0.9726782,0.0023245902,0.021818908,0.0030059644,0.000011506106],"about_ca_topic_score_codex":0.0015739122,"about_ca_topic_score_gemma":0.0015642645,"teacher_disagreement_score":0.0032301943,"about_ca_system_score_codex":0.00042003894,"about_ca_system_score_gemma":0.0007158066,"threshold_uncertainty_score":0.010806024},"labels":[],"label_agreement":null},{"id":"W4323041987","doi":"10.18280/mmep.100144","title":"Modified Secant Method for Reduction in Number of Iterations","year":2023,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Reduction (mathematics); Mathematics; Secant method; Applied mathematics; Computer science; Algorithm; Mathematical optimization; Newton's method; Geometry; Physics","score_opus":0.14236191813459356,"score_gpt":0.38244606122533176,"score_spread":0.2400841430907382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323041987","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0050523137,0.0005716851,0.99080396,0.00008294612,0.00014046175,0.000052026488,0.000032177362,0.00019974705,0.0030647176],"genre_scores_gemma":[0.09843503,0.0011768555,0.8881768,0.00010112146,0.00013186171,0.0003044475,0.0001317413,0.00031027014,0.011231862],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.999212,0.00031080548,0.000048788897,0.00009084523,0.00029614507,0.000041378025],"domain_scores_gemma":[0.99897206,0.00043136862,0.0000776023,0.00013449356,0.00034791676,0.000036481764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011535299,0.0008944989,0.0006968961,0.00066683255,0.00035868256,0.00067589537,0.00080080255,0.0008163533,0.004432431],"category_scores_gemma":[0.0026240728,0.00027178225,0.000728177,0.0005880733,0.0005559725,0.00089783757,0.0006196972,0.0011833175,0.0017733892],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004998753,0.00015545911,0.0016992373,0.0011992101,0.00015564062,0.00079015543,0.00080187555,0.20712844,0.0917902,0.24567914,0.012602669,0.43749812],"study_design_scores_gemma":[0.000027384049,0.00012635294,0.0003245099,0.000053076707,0.000026814523,0.00034052957,0.000035870915,0.9409989,0.020757608,0.013219666,0.024057798,0.000031451946],"about_ca_topic_score_codex":0.0008658041,"about_ca_topic_score_gemma":0.00083684153,"teacher_disagreement_score":0.004432431,"about_ca_system_score_codex":0.0002839069,"about_ca_system_score_gemma":0.0007813076,"threshold_uncertainty_score":0.014827967},"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":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008708204,0.00074424513,0.9751422,0.00027116353,0.00024213425,0.000025734274,0.00007237268,0.00006505605,0.0147288125],"genre_scores_gemma":[0.34606728,0.003568758,0.6228746,0.0006538525,0.00061405665,0.00018613765,0.0003117558,0.00023715911,0.025486408],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99901223,0.0002533733,0.00003355468,0.00013204098,0.00047378772,0.00009497775],"domain_scores_gemma":[0.9989899,0.00033631668,0.000056516335,0.0000851676,0.00046685556,0.00006525868],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002042307,0.0004213489,0.0005770469,0.00091914454,0.00036892906,0.0011067794,0.0009317984,0.0006866483,0.0037464313],"category_scores_gemma":[0.0049552172,0.00021873244,0.0005861678,0.0010069923,0.0011319941,0.0013567042,0.0012208389,0.0018371212,0.0010826183],"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":[0.000092295086,0.000021445696,0.00060365314,0.000105797255,0.000015597656,0.00010139175,0.00013242161,0.022446891,0.0082556475,0.90359545,0.0034956126,0.061133865],"study_design_scores_gemma":[0.000039353377,0.00010319108,0.00081459666,0.00007744628,0.000026687061,0.00038729387,0.00006236964,0.6290128,0.005334547,0.34485617,0.019239822,0.000045682245],"about_ca_topic_score_codex":0.0028312989,"about_ca_topic_score_gemma":0.0018460038,"teacher_disagreement_score":0.0037464313,"about_ca_system_score_codex":0.0007761717,"about_ca_system_score_gemma":0.0009044179,"threshold_uncertainty_score":0.012533009},"labels":[],"label_agreement":null},{"id":"W4386584847","doi":"10.46719/dsa2023.32.09","title":"On Zeros of Polynomials and Infinite Series With Some Bounds","year":2023,"lang":"en","type":"article","venue":"Dynamic Systems and Applications","topic":"Iterative Methods for Nonlinear Equations","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":"University of Manitoba","funders":"","keywords":"Mathematics; Series (stratigraphy); Pure mathematics; Algebra over a field","score_opus":0.039588070669600656,"score_gpt":0.34424157216822265,"score_spread":0.304653501498622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386584847","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10620426,0.0055181636,0.78293586,0.0016564431,0.00043878375,0.000041197145,0.00017045185,0.00028872985,0.102746084],"genre_scores_gemma":[0.8709181,0.004386536,0.09624283,0.0004048573,0.0007652608,0.00019491726,0.00025560232,0.0003076805,0.026524212],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9989335,0.00035394868,0.000045417553,0.00017035248,0.0003629515,0.00013388332],"domain_scores_gemma":[0.9955226,0.00295103,0.0004257837,0.00025198958,0.00055033184,0.00029825637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018164271,0.0013972996,0.00067212345,0.002458151,0.0010507606,0.0019510541,0.0009784213,0.0008377818,0.004160906],"category_scores_gemma":[0.011669388,0.000397218,0.000740632,0.0013505747,0.0034204132,0.004045345,0.0023874398,0.0034391314,0.0007772771],"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":[0.000023169214,0.000013066447,0.00016100409,0.000059571063,0.000008144057,0.00009262181,0.00020443651,0.007357469,0.0012851112,0.9858226,0.0005627548,0.0044100652],"study_design_scores_gemma":[0.000010254545,0.000046175715,0.00017963565,0.00009715157,0.000014446435,0.00012627502,0.00010195699,0.1305452,0.0018734556,0.8610265,0.0059468783,0.00003201565],"about_ca_topic_score_codex":0.0010617747,"about_ca_topic_score_gemma":0.0009053421,"teacher_disagreement_score":0.004160906,"about_ca_system_score_codex":0.0011826701,"about_ca_system_score_gemma":0.0005304382,"threshold_uncertainty_score":0.0139196515},"labels":[],"label_agreement":null},{"id":"W4387244233","doi":"10.5070/rj517162181","title":"Three Classical Theorems on Interchanging Limits With Integrals in Calculus","year":2023,"lang":"en","type":"article","venue":"UC Riverside Undergraduate Research Journal Submit","topic":"Iterative Methods for Nonlinear Equations","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":"Toronto Metropolitan University","funders":"National Science Foundation","keywords":"Mathematics; Mathematical proof; Limit (mathematics); Context (archaeology); Convergence (economics); Calculus (dental); Generalization; Dominated convergence theorem; Monotone polygon; Pure mathematics; Algebra over a field; Compact convergence; Mathematical analysis; Rate of convergence; Computer science","score_opus":0.30068414535100935,"score_gpt":0.46728924591042115,"score_spread":0.1666051005594118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387244233","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012569298,0.009367015,0.8493264,0.0049878294,0.00210229,0.00008972375,0.00021396414,0.00049591076,0.12084765],"genre_scores_gemma":[0.41579348,0.013512604,0.5034727,0.008369926,0.0074617276,0.0010065918,0.0002773562,0.0010201696,0.049085394],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99607855,0.0011522056,0.00035168955,0.000681221,0.0014483045,0.0002879624],"domain_scores_gemma":[0.9940171,0.0038294399,0.00036154344,0.00082120503,0.0007704002,0.00020040208],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00810951,0.001165998,0.0008125706,0.0031928304,0.0018623822,0.003922676,0.002198693,0.002443217,0.005724501],"category_scores_gemma":[0.014941568,0.0006076594,0.0017178473,0.0021491507,0.013333758,0.010275941,0.0043687965,0.0046555474,0.0017534047],"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":[0.000005462804,0.0000057240413,0.00005708595,0.000048166912,0.000004280764,0.000026547712,0.00020935907,0.0001518021,0.00013578648,0.99288976,0.0013912712,0.005074837],"study_design_scores_gemma":[0.000009929199,0.000027869448,0.00023062306,0.0000798408,0.0000085864285,0.00022336046,0.00006105199,0.0020450659,0.0010545555,0.96636045,0.029878063,0.000020554797],"about_ca_topic_score_codex":0.0008937351,"about_ca_topic_score_gemma":0.00060854875,"teacher_disagreement_score":0.00810951,"about_ca_system_score_codex":0.0022021648,"about_ca_system_score_gemma":0.00094049517,"threshold_uncertainty_score":0.042887688},"labels":[],"label_agreement":null},{"id":"W4388319155","doi":"10.1093/oso/9780198502784.003.0005","title":"Multiple quadrature","year":2000,"lang":"en","type":"book-chapter","venue":"","topic":"Iterative Methods for Nonlinear Equations","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":"Simon Fraser University","funders":"","keywords":"Quadrature (astronomy); Unit circle; Numerical integration; Clenshaw–Curtis quadrature; Mathematics; Gauss–Laguerre quadrature; Tanh-sinh quadrature; Gauss–Kronrod quadrature formula; Gauss–Hermite quadrature; Mathematical analysis; Calculus (dental); Geometry; Gaussian quadrature; Nyström method; Physics; Optics; Integral equation","score_opus":0.12210052870754197,"score_gpt":0.3659891003892612,"score_spread":0.24388857168171924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388319155","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021740657,0.0071953507,0.8571911,0.0011517326,0.0017150261,0.00005388261,0.00015586798,0.00058746286,0.12977561],"genre_scores_gemma":[0.1946651,0.014249008,0.4797079,0.0011862385,0.003410226,0.00023287545,0.0007765114,0.0011057892,0.30466634],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.998468,0.00024365199,0.00006516844,0.00026488586,0.0008889907,0.00006920248],"domain_scores_gemma":[0.99857914,0.00034892408,0.00007388558,0.00028288548,0.00063037034,0.000084867024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011651242,0.00084820075,0.0012213157,0.0012890446,0.00067361345,0.002861293,0.0016331233,0.001334983,0.034008846],"category_scores_gemma":[0.004504846,0.0004048806,0.0007660329,0.0016356463,0.0012622741,0.0030071393,0.0023357703,0.0024502724,0.012969379],"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":[0.000029718401,0.00001992784,0.00016698128,0.00021527715,0.00002318983,0.000107548934,0.00008139865,0.010914159,0.0017360011,0.8099577,0.023166286,0.15358184],"study_design_scores_gemma":[0.000029955921,0.00004471608,0.00022576719,0.00019913171,0.000022225331,0.00037049816,0.00003966498,0.097760834,0.0027224177,0.6576821,0.24087314,0.000029523664],"about_ca_topic_score_codex":0.00063856976,"about_ca_topic_score_gemma":0.0005739374,"teacher_disagreement_score":0.034008846,"about_ca_system_score_codex":0.0011594583,"about_ca_system_score_gemma":0.00073203613,"threshold_uncertainty_score":0.1137709},"labels":[],"label_agreement":null},{"id":"W4388320468","doi":"10.1093/oso/9780198534938.003.0003","title":"More sophisticated methods","year":2002,"lang":"en","type":"book-chapter","venue":"","topic":"Iterative Methods for Nonlinear Equations","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":"Université de Montréal","funders":"","keywords":"Computer science","score_opus":0.31923221375386596,"score_gpt":0.48135623698369195,"score_spread":0.162124023229826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388320468","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0036029683,0.004064721,0.9061803,0.0012781328,0.0015461602,0.00008258508,0.00018871526,0.0005181915,0.08253816],"genre_scores_gemma":[0.09969372,0.005481013,0.7079376,0.0017527111,0.0017105313,0.00031908497,0.0006768577,0.0011214088,0.18130714],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993327,0.00019938627,0.000039803923,0.0001280208,0.00026016653,0.000039889994],"domain_scores_gemma":[0.9990165,0.00035817732,0.000048078822,0.0003038397,0.00022159453,0.00005165518],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001247413,0.0009669947,0.0011146372,0.0010122552,0.00057094276,0.002124764,0.0014045434,0.0012912583,0.036520593],"category_scores_gemma":[0.0036981779,0.00030721014,0.0014887119,0.0008665242,0.0011187253,0.003191298,0.002097074,0.0030636163,0.010452596],"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":[0.000040971627,0.00009038761,0.00022376547,0.00046322017,0.00008407009,0.00007615895,0.00024910926,0.023945224,0.0055642026,0.793023,0.028935915,0.14730407],"study_design_scores_gemma":[0.000049658665,0.000052249008,0.00038024562,0.00018872306,0.00003901435,0.0002429815,0.00008601459,0.18513425,0.0025496394,0.6054938,0.20572747,0.000055929308],"about_ca_topic_score_codex":0.0010021405,"about_ca_topic_score_gemma":0.0013545107,"teacher_disagreement_score":0.036520593,"about_ca_system_score_codex":0.0006454586,"about_ca_system_score_gemma":0.00048533553,"threshold_uncertainty_score":0.12217361},"labels":[],"label_agreement":null},{"id":"W4388469664","doi":"10.1137/1.9781611977509.r3","title":"REPORTS ON ACTIVITIES R3: REPORTS ON ROOTFINDING ACTIVITIES","year":2023,"lang":"en","type":"book-chapter","venue":"Society for Industrial and Applied Mathematics eBooks","topic":"Iterative Methods for Nonlinear Equations","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":"Western University","funders":"","keywords":"Root (linguistics); Mathematics; Combinatorics; Philosophy; Linguistics","score_opus":0.2290339235819174,"score_gpt":0.3502925009873313,"score_spread":0.12125857740541388,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388469664","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013155002,0.018958023,0.04520436,0.020295432,0.016722864,0.0067990813,0.20908308,0.02769811,0.64208406],"genre_scores_gemma":[0.03536633,0.021046683,0.046327163,0.006307298,0.005592173,0.0064135613,0.27289966,0.01732286,0.5887243],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9627401,0.0059034536,0.0024547807,0.0019281608,0.024722584,0.002250938],"domain_scores_gemma":[0.82814926,0.04083566,0.009707678,0.017002217,0.09760457,0.0067006364],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.022061314,0.0025252409,0.0016689093,0.015250776,0.0025770674,0.0092820125,0.004368415,0.003830545,0.1499391],"category_scores_gemma":[0.08921319,0.0009194998,0.0018823051,0.014097897,0.0013294196,0.004530694,0.0062924325,0.0033424003,0.19051088],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021104749,0.00013814853,0.0012078597,0.0013823815,0.000023303452,0.00012748597,0.0005067173,0.00022803772,0.0010252967,0.002863983,0.8987064,0.093579374],"study_design_scores_gemma":[0.00003072604,0.00013125894,0.0023512528,0.0007013321,0.000037291964,0.000114804694,0.0005388398,0.00017238139,0.0036749153,0.00086045655,0.9913468,0.000039846986],"about_ca_topic_score_codex":0.021276947,"about_ca_topic_score_gemma":0.012328579,"teacher_disagreement_score":0.8500609,"about_ca_system_score_codex":0.0034438544,"about_ca_system_score_gemma":0.013473814,"threshold_uncertainty_score":0.5015963},"labels":[],"label_agreement":null},{"id":"W4391479495","doi":"10.1111/insr.12563","title":"On the Inversion‐Free Newton's Method and Its Applications","year":2024,"lang":"en","type":"article","venue":"International Statistical Review","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","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":"Université Laval; Actua","funders":"","keywords":"Inversion (geology); Newton's method; Mathematics; Calculus (dental); Applied mathematics; Geodesy; Computer science; Physics; Geology; Nonlinear system; Medicine; Seismology","score_opus":0.14834649380891135,"score_gpt":0.5002439836640793,"score_spread":0.35189748985516794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391479495","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014518112,0.003919098,0.991591,0.00029368128,0.00014637498,0.000021254835,0.000037510123,0.00015110109,0.0023882072],"genre_scores_gemma":[0.07003922,0.014682096,0.90475744,0.00049590063,0.0007464846,0.00023777533,0.0003011219,0.00048076807,0.008259195],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9984736,0.0006857193,0.00007272138,0.00018781802,0.00051876716,0.00006145271],"domain_scores_gemma":[0.9972669,0.001743266,0.00013127516,0.00022351788,0.0005803283,0.000054863245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029028598,0.0008955494,0.0010729787,0.0012368949,0.00047987027,0.00085811736,0.0013740675,0.0010493551,0.0026206009],"category_scores_gemma":[0.008969672,0.0005985008,0.0011189092,0.0012987723,0.0012048263,0.0011199217,0.0012808132,0.001753156,0.0013040719],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008608831,0.000056989258,0.0012481716,0.0011076373,0.00019908532,0.00018287453,0.0003068542,0.1868643,0.005252045,0.28198954,0.012916001,0.5097905],"study_design_scores_gemma":[0.000021682528,0.000061583785,0.000673625,0.00019213457,0.000047840444,0.00019967672,0.000036811532,0.8381477,0.0028282034,0.10496909,0.052755285,0.00006630924],"about_ca_topic_score_codex":0.0055992734,"about_ca_topic_score_gemma":0.0035458345,"teacher_disagreement_score":0.0055992734,"about_ca_system_score_codex":0.0005955013,"about_ca_system_score_gemma":0.001955532,"threshold_uncertainty_score":0.015352011},"labels":[],"label_agreement":null},{"id":"W4392354010","doi":"10.4153/s000843952400016x","title":"On the complexity of extending the convergence domain of Newton’s method under the weak majorant condition","year":2024,"lang":"en","type":"article","venue":"Canadian Mathematical Bulletin","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Convergence (economics); Complement (music); Domain (mathematical analysis); Applied mathematics; Order (exchange); Calculus (dental); Mathematical analysis","score_opus":0.13187077024931698,"score_gpt":0.38453826087048165,"score_spread":0.25266749062116467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392354010","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.269939,0.0019699435,0.69712746,0.0043659452,0.00013651459,0.00015751472,0.00021107368,0.00031126823,0.025781281],"genre_scores_gemma":[0.8752176,0.0015128936,0.11680881,0.00044183302,0.00033164967,0.00038248146,0.0002702336,0.00034029994,0.004694107],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99669695,0.0016973853,0.00017019117,0.0003361881,0.0008685649,0.00023077097],"domain_scores_gemma":[0.92022717,0.07107185,0.0023412597,0.0019523973,0.0030523236,0.0013550288],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010173917,0.0007326981,0.0017003769,0.0019108816,0.0012691632,0.0024850515,0.0015160346,0.0012355696,0.0037681835],"category_scores_gemma":[0.043268144,0.00070638,0.001488347,0.0008482149,0.0046085333,0.0051641385,0.0041082627,0.0040614586,0.00032832217],"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":[0.0006554261,0.00010274474,0.0041938806,0.00054898957,0.000077353405,0.0006238679,0.0006836571,0.20855626,0.007714577,0.74679935,0.0026488137,0.027395032],"study_design_scores_gemma":[0.000032215714,0.00008158488,0.0010440808,0.000072594594,0.000023168728,0.00013277524,0.000101974394,0.712952,0.0016737483,0.28253356,0.0013148437,0.00003746716],"about_ca_topic_score_codex":0.0018146867,"about_ca_topic_score_gemma":0.0010106936,"teacher_disagreement_score":0.010173917,"about_ca_system_score_codex":0.0011010184,"about_ca_system_score_gemma":0.0010634455,"threshold_uncertainty_score":0.05380547},"labels":[],"label_agreement":null},{"id":"W4392863602","doi":"10.4153/s0008439524000213","title":"Almost sure convergence of the $L^4$ norm of Littlewood polynomials","year":2024,"lang":"en","type":"article","venue":"Canadian Mathematical Bulletin","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Norm (philosophy); Pure mathematics; Convergence (economics); Law","score_opus":0.05308265083979659,"score_gpt":0.33254723813905146,"score_spread":0.2794645872992549,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392863602","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39170313,0.0022335057,0.5628694,0.0030764905,0.00033690516,0.000068555535,0.00041340053,0.00043494403,0.03886369],"genre_scores_gemma":[0.944483,0.0009120957,0.041067783,0.00045643683,0.00031581754,0.00018678463,0.00031981868,0.00029005186,0.011968195],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.997526,0.001154121,0.000067374094,0.00035193,0.00061505823,0.00028555005],"domain_scores_gemma":[0.97504336,0.018111689,0.001424378,0.0011914468,0.0027873758,0.0014417208],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005652973,0.0008032925,0.0008623871,0.0017661293,0.0007235714,0.0017436717,0.0018883258,0.0009765807,0.005104509],"category_scores_gemma":[0.038619887,0.0004256993,0.0008410011,0.0005880189,0.004636425,0.0040453756,0.0022447864,0.0027844724,0.00081940216],"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":[0.00030247917,0.000042378906,0.0021357804,0.00017451393,0.000044504082,0.00018897404,0.00024009697,0.05065933,0.004547302,0.9268349,0.0028336025,0.01199625],"study_design_scores_gemma":[0.000026908612,0.00009716768,0.0016464151,0.000061250925,0.000011882009,0.00013071651,0.00012051371,0.47672084,0.0032927487,0.51558596,0.002236845,0.00006870051],"about_ca_topic_score_codex":0.0020147325,"about_ca_topic_score_gemma":0.00093756063,"teacher_disagreement_score":0.005652973,"about_ca_system_score_codex":0.0016608555,"about_ca_system_score_gemma":0.0011595937,"threshold_uncertainty_score":0.02989614},"labels":[],"label_agreement":null},{"id":"W4393093635","doi":"10.37394/23206.2024.23.22","title":"Global Mapping Properties of Some Functions of Class S","year":2024,"lang":"en","type":"article","venue":"WSEAS TRANSACTIONS ON MATHEMATICS","topic":"Iterative Methods for Nonlinear Equations","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":"York University","funders":"","keywords":"Class (philosophy); Mathematics; Computer science; Artificial intelligence","score_opus":0.13759660879851215,"score_gpt":0.35471170197468926,"score_spread":0.2171150931761771,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393093635","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.739633,0.0007587815,0.1998608,0.0012091552,0.00012981988,0.00005045421,0.00021753932,0.0002190509,0.0579214],"genre_scores_gemma":[0.9743231,0.00038079277,0.0091750845,0.00011475469,0.000111342284,0.000056817767,0.00012371984,0.00011086083,0.015603503],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99968433,0.00006170793,0.000012058118,0.000090325906,0.00007133575,0.00008019622],"domain_scores_gemma":[0.99873656,0.0005564467,0.00013879548,0.00012163775,0.00024961756,0.00019685001],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009672702,0.00054937025,0.00045381274,0.0018389147,0.00092653,0.0019138047,0.00057483796,0.0005510203,0.0066520306],"category_scores_gemma":[0.0034523013,0.00019812337,0.0006757446,0.00047337372,0.0021007843,0.00266902,0.0015907352,0.0013447342,0.00051409274],"study_design_candidate":"not_applicable","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":[0.000060445476,0.000035958135,0.0014242983,0.000051253544,0.00001745248,0.0002094898,0.00056659564,0.00397527,0.0069058533,0.97155356,0.0009065525,0.014293418],"study_design_scores_gemma":[0.000044485605,0.00019301858,0.0035916725,0.00005203583,0.000026993825,0.0006187124,0.0008029325,0.07834591,0.009375512,0.895018,0.01188975,0.00004089293],"about_ca_topic_score_codex":0.0006305655,"about_ca_topic_score_gemma":0.0002541072,"teacher_disagreement_score":0.0066520306,"about_ca_system_score_codex":0.0011641552,"about_ca_system_score_gemma":0.00042049866,"threshold_uncertainty_score":0.022253275},"labels":[],"label_agreement":null},{"id":"W4398144673","doi":"10.1007/s11590-024-02121-0","title":"Comments on finite termination of the generalized Newton method for absolute value equations","year":2024,"lang":"en","type":"article","venue":"Optimization Letters","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computational intelligence; Mathematics; Applied mathematics; Value (mathematics); Absolute (philosophy); Newton's method; Mathematical analysis; Calculus (dental); Nonlinear system; Computer science; Physics; Statistics; Medicine; Artificial intelligence","score_opus":0.08917482597135298,"score_gpt":0.4120335905499375,"score_spread":0.32285876457858453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398144673","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0051356535,0.009368744,0.33701888,0.43306842,0.087945096,0.00013633945,0.0007501896,0.0015462557,0.12503046],"genre_scores_gemma":[0.20501882,0.010887223,0.20747869,0.28083435,0.13960357,0.0010074736,0.00078040035,0.0058509675,0.14853862],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.98998356,0.0035427911,0.0006921583,0.0010780693,0.0041887322,0.0005147448],"domain_scores_gemma":[0.9379423,0.046062037,0.0019057177,0.0031795737,0.010183198,0.0007271068],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.012892243,0.0015418446,0.0015262921,0.0018010349,0.0029022594,0.0030124423,0.0048010987,0.0068303864,0.01826885],"category_scores_gemma":[0.06725521,0.0005818934,0.0024366444,0.0013018883,0.009803423,0.009036953,0.0026329097,0.017541371,0.006392893],"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":[0.00024937314,0.000029730492,0.00021588929,0.00042506366,0.000039417842,0.0005146884,0.000617551,0.004813966,0.0010079681,0.69063807,0.28054324,0.020905074],"study_design_scores_gemma":[0.00009444366,0.000059359474,0.00044165802,0.0005751691,0.000035113222,0.0002557736,0.00016189525,0.017686449,0.002349721,0.6469062,0.33131924,0.00011498469],"about_ca_topic_score_codex":0.0057963077,"about_ca_topic_score_gemma":0.002365324,"teacher_disagreement_score":0.01826885,"about_ca_system_score_codex":0.0035750333,"about_ca_system_score_gemma":0.0017986336,"threshold_uncertainty_score":0.068181515},"labels":[],"label_agreement":null},{"id":"W4400475767","doi":"10.11648/j.ajam.20241203.13","title":"Lagrange Interpolation in Matrix Form for Numerical Differentiation and Integration","year":2024,"lang":"en","type":"article","venue":"American Journal of Applied Mathematics","topic":"Iterative Methods for Nonlinear Equations","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":"Atomic Energy (Canada); University of Waterloo","funders":"","keywords":"Numerical differentiation; Interpolation (computer graphics); Lagrange polynomial; Numerical integration; Sampling (signal processing); Mathematics; Point (geometry); Numerical analysis; Matrix (chemical analysis); Function (biology); Mathematical optimization; Inverse quadratic interpolation; Applied mathematics; Algorithm; Computer science; Trilinear interpolation; Linear interpolation; Mathematical analysis; Geometry; Filter (signal processing)","score_opus":0.040834220478361966,"score_gpt":0.37570830668206906,"score_spread":0.33487408620370707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400475767","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00041850723,0.0007312795,0.99511,0.00010296199,0.00016651895,0.00004346185,0.00003866034,0.00018730514,0.0032013021],"genre_scores_gemma":[0.039583225,0.0027128514,0.9495251,0.00019799502,0.00024719443,0.00038140558,0.00019625778,0.00036548005,0.0067904904],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9983511,0.00067714474,0.00012187709,0.00013000477,0.0006439893,0.00007592555],"domain_scores_gemma":[0.99815863,0.0009426597,0.00014921147,0.00017792129,0.00052959216,0.000042001102],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023592073,0.0012037342,0.0010620484,0.0013711747,0.00068133924,0.0014098946,0.0012973505,0.0011482129,0.009292841],"category_scores_gemma":[0.006946976,0.00049472606,0.0011451239,0.0021706354,0.0010085823,0.0014396529,0.0014245436,0.0039048586,0.004251792],"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":[0.00010763635,0.00009255351,0.0005847694,0.0012223282,0.00009018863,0.0003970219,0.0004958568,0.15919736,0.012712722,0.5599027,0.017093092,0.2481037],"study_design_scores_gemma":[0.000026571026,0.000064198364,0.00018983382,0.00019384637,0.000024450612,0.00023670058,0.00005869919,0.83507663,0.0050926204,0.08941107,0.06957299,0.00005232547],"about_ca_topic_score_codex":0.0021492795,"about_ca_topic_score_gemma":0.002509628,"teacher_disagreement_score":0.009292841,"about_ca_system_score_codex":0.00088028953,"about_ca_system_score_gemma":0.0017790908,"threshold_uncertainty_score":0.031087637},"labels":[],"label_agreement":null},{"id":"W4400821874","doi":"10.28924/2291-8639-22-2024-119","title":"Majorization in Analytic Functions Among Distinct Classes Defined by Modified Tremblay Fractional Operator","year":2024,"lang":"en","type":"article","venue":"International Journal of Analysis and Applications","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Majorization; Mathematics; Fractional calculus; Operator (biology); Pure mathematics; Applied mathematics; Mathematical economics; Calculus (dental); Econometrics; Discrete mathematics; Medicine","score_opus":0.03274513644124778,"score_gpt":0.3733769980769607,"score_spread":0.3406318616357129,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400821874","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62112176,0.00081886083,0.35021746,0.0007543048,0.00010934686,0.00006891292,0.00010233457,0.00022844438,0.026578588],"genre_scores_gemma":[0.98115516,0.00026890505,0.01585639,0.000078984085,0.00012089411,0.000057436286,0.000055684024,0.00006792451,0.0023385335],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994485,0.00011464633,0.000029190085,0.00012263891,0.0001498165,0.00013522147],"domain_scores_gemma":[0.998607,0.00044039532,0.00030283997,0.00017978369,0.00023855659,0.0002314369],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010453889,0.0006679097,0.00057946757,0.0019259123,0.0010627056,0.0018923548,0.000730847,0.00065491226,0.002214209],"category_scores_gemma":[0.002840783,0.00023196668,0.0010430113,0.0005357532,0.0026755917,0.0031638038,0.0012974988,0.0012421878,0.00023227476],"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":[0.000091956266,0.000025599777,0.0014608882,0.00004556287,0.000015816404,0.00030051544,0.0005805212,0.0036636663,0.011548578,0.971705,0.00057309214,0.009988921],"study_design_scores_gemma":[0.000031441505,0.00012631113,0.002820336,0.000027368016,0.00002573126,0.0011015089,0.00046431852,0.1144025,0.0073757907,0.86759335,0.005956146,0.00007526753],"about_ca_topic_score_codex":0.00046220794,"about_ca_topic_score_gemma":0.00018062464,"teacher_disagreement_score":0.002214209,"about_ca_system_score_codex":0.0010351342,"about_ca_system_score_gemma":0.00046634345,"threshold_uncertainty_score":0.0075104833},"labels":[],"label_agreement":null},{"id":"W4403055814","doi":"10.18280/mmep.110923","title":"Application of the Homotopy Analysis Method in Solving Fuzzy Nonlinear Integral Equations for Birthrate","year":2024,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Homotopy analysis method; Mathematics; Homotopy perturbation method; Nonlinear system; Fuzzy logic; Homotopy; Applied mathematics; Calculus (dental); Computer science; Pure mathematics; Physics; Artificial intelligence; Medicine","score_opus":0.06589701499817502,"score_gpt":0.344358485222965,"score_spread":0.27846147022479,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403055814","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011335372,0.00044372413,0.9836179,0.00021035437,0.0001008183,0.00002600096,0.000018503497,0.00004583675,0.004201418],"genre_scores_gemma":[0.5346682,0.0016172779,0.4474356,0.00014546931,0.0001971679,0.00027427828,0.000096236865,0.00010971346,0.0154561335],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99982315,0.0000627336,0.000012752995,0.00003459536,0.00005053325,0.000016296028],"domain_scores_gemma":[0.99969614,0.00013965229,0.00002812086,0.000016546763,0.000105375875,0.0000142484305],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006687081,0.00056441105,0.000529895,0.00073480397,0.0005527015,0.0006569558,0.0006741517,0.0008808068,0.002508091],"category_scores_gemma":[0.0016666909,0.00023408046,0.0009116864,0.00038694066,0.0005679604,0.00097441504,0.0008928282,0.0011210137,0.00023879157],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005215977,0.000061027902,0.0031390411,0.0004176564,0.000105589344,0.0005270061,0.00072048104,0.685447,0.011786857,0.21926533,0.0018836026,0.0765943],"study_design_scores_gemma":[0.0000045750458,0.000012764626,0.00014439994,0.000014106467,0.000007894409,0.000044339882,0.000052184252,0.9813613,0.0006035578,0.016391944,0.0013539303,0.000009115137],"about_ca_topic_score_codex":0.004802785,"about_ca_topic_score_gemma":0.0032575224,"teacher_disagreement_score":0.004802785,"about_ca_system_score_codex":0.0004726931,"about_ca_system_score_gemma":0.00082126143,"threshold_uncertainty_score":0.009549677},"labels":[],"label_agreement":null},{"id":"W4403811821","doi":"10.13140/rg.2.2.21140.51840","title":"A Proximal Modified Quasi-Newton Method for Nonsmooth Regularized Optimization","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Newton's method; Mathematics; Applied mathematics; Mathematical optimization; Quasi-Newton method; Calculus (dental); Computer science; Physics; Nonlinear system; Medicine","score_opus":0.21838134732496314,"score_gpt":0.31559485835198203,"score_spread":0.09721351102701889,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403811821","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009042799,0.00013257201,0.9974553,0.00009087234,0.000048133097,0.000029526193,0.000031375752,0.00021305437,0.0010948739],"genre_scores_gemma":[0.049344122,0.00028528064,0.9423237,0.00019691714,0.000086926724,0.00023900461,0.00022536263,0.00042135117,0.006877369],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993766,0.0001919175,0.000021142063,0.000094931784,0.00026940892,0.000046099045],"domain_scores_gemma":[0.9993356,0.00031385996,0.000058196285,0.000068060486,0.00016527718,0.00005896973],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009804579,0.0010059644,0.000993219,0.0004157731,0.0003502367,0.00077867386,0.0016830242,0.0013953137,0.0054896153],"category_scores_gemma":[0.002015183,0.00061845634,0.0010081212,0.0003868365,0.00090970105,0.0009325712,0.0014973454,0.002076461,0.001882701],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000078525896,0.00006732079,0.000343245,0.0003212648,0.000074092786,0.00011967535,0.00010016257,0.8615456,0.006003906,0.056668572,0.007990937,0.066686705],"study_design_scores_gemma":[0.0000067521714,0.000012576304,0.00002139395,0.0000055555515,0.0000025407628,0.000010631008,0.0000021198846,0.9940374,0.0003239604,0.0031382479,0.0024347552,0.000004181099],"about_ca_topic_score_codex":0.005316987,"about_ca_topic_score_gemma":0.0070493147,"teacher_disagreement_score":0.0054896153,"about_ca_system_score_codex":0.0008402915,"about_ca_system_score_gemma":0.0022739754,"threshold_uncertainty_score":0.018364608},"labels":[],"label_agreement":null},{"id":"W4404790055","doi":"10.1007/s11590-024-02165-2","title":"Convergence towards a local minimum by direct search methods with a covering step","year":2024,"lang":"en","type":"article","venue":"Optimization Letters","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; Group for Research in Decision Analysis","funders":"","keywords":"Computational intelligence; Convergence (economics); Mathematical optimization; Mathematics; Computer science; Artificial intelligence; Economics","score_opus":0.05197252452228647,"score_gpt":0.39286515572204644,"score_spread":0.34089263119976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404790055","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023986863,0.00038699617,0.96458215,0.00016732956,0.00006904017,0.00008660263,0.000031235337,0.00031491203,0.010374873],"genre_scores_gemma":[0.39826405,0.00033973574,0.58921087,0.00019568116,0.00006946003,0.0006822327,0.00014550431,0.0006936812,0.01039881],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99958056,0.00018355278,0.000019311758,0.00006250205,0.00012072613,0.000033398068],"domain_scores_gemma":[0.997804,0.0015658827,0.000107456624,0.00021661693,0.00023271561,0.000073486764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014461605,0.00094102416,0.0009778291,0.00076216675,0.0005901586,0.0008854179,0.0008786496,0.0017542946,0.0037306233],"category_scores_gemma":[0.0075771837,0.0007137212,0.0007896955,0.00052148866,0.0012592108,0.0013874102,0.0019842999,0.0013663463,0.001048259],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032166013,0.00014619708,0.0009248906,0.0007329812,0.00015344968,0.00029176284,0.00041739742,0.7532389,0.015200939,0.11418804,0.006242526,0.108141236],"study_design_scores_gemma":[0.000021566928,0.0000571479,0.00008820836,0.000025329738,0.000010687539,0.000054839857,0.000013043483,0.9853071,0.0017043347,0.011418626,0.0012891197,0.000010049008],"about_ca_topic_score_codex":0.0010415998,"about_ca_topic_score_gemma":0.0014177455,"teacher_disagreement_score":0.0037306233,"about_ca_system_score_codex":0.0004528625,"about_ca_system_score_gemma":0.00064086274,"threshold_uncertainty_score":0.012480199},"labels":[],"label_agreement":null},{"id":"W4406587424","doi":"10.54379/jma-2024-5-4","title":"CHARACTERIZATIONS OF LINEARLY INDEPENDENT FUNCTIONS","year":2024,"lang":"en","type":"article","venue":"Journal of Mathematical Analysis","topic":"Iterative Methods for Nonlinear Equations","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":"University of British Columbia, Okanagan Campus","funders":"","keywords":"Mathematics","score_opus":0.07545828834026636,"score_gpt":0.3913253776521431,"score_spread":0.31586708931187674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406587424","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26598933,0.0011120928,0.6946453,0.00074650766,0.00007539978,0.0001385972,0.0005610848,0.00028454087,0.03644704],"genre_scores_gemma":[0.923197,0.0011271482,0.053334292,0.00028911888,0.0004161446,0.00045501007,0.0011554904,0.00021892962,0.019806929],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9969842,0.0005803165,0.00016778911,0.0006106525,0.0012020458,0.0004549955],"domain_scores_gemma":[0.98914486,0.0045137866,0.0018258214,0.00088977616,0.0026313425,0.0009944371],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021669473,0.0012499385,0.000722626,0.003934267,0.0010632586,0.0026582757,0.0019426119,0.0011690664,0.004530722],"category_scores_gemma":[0.010765934,0.00077723345,0.0011893881,0.001834666,0.0027840515,0.0033703442,0.0028583792,0.0031521926,0.0010987285],"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":[0.00029679103,0.00018867094,0.007758659,0.00030785118,0.00013348581,0.0007379915,0.0011348603,0.034426574,0.034568503,0.86820805,0.0024618853,0.049776696],"study_design_scores_gemma":[0.00005710533,0.00040386262,0.009625098,0.00017720168,0.00012817896,0.0014190262,0.00084217766,0.43167987,0.01999807,0.5168168,0.018690784,0.00016183061],"about_ca_topic_score_codex":0.0010880921,"about_ca_topic_score_gemma":0.00060023856,"teacher_disagreement_score":0.004530722,"about_ca_system_score_codex":0.00198743,"about_ca_system_score_gemma":0.000906942,"threshold_uncertainty_score":0.0151568055},"labels":[],"label_agreement":null},{"id":"W4408140091","doi":"10.18280/mmep.120226","title":"Solving Two-Dimensional Black-Scholes Equation by Conformable Shehu Homotopy Analysis Method","year":2025,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Conformable matrix; Homotopy analysis method; Homotopy perturbation method; Black–Scholes model; Mathematics; Homotopy; Applied mathematics; Mathematical analysis; Pure mathematics; Physics; Econometrics","score_opus":0.05537986828097876,"score_gpt":0.3327118693690061,"score_spread":0.27733200108802736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408140091","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.040607356,0.00040172559,0.9467647,0.00035678694,0.00011300359,0.000042604934,0.00004621851,0.000112319605,0.011555263],"genre_scores_gemma":[0.76793796,0.0010087544,0.194539,0.00023566202,0.0001702062,0.00022454474,0.00017339148,0.00017050188,0.035540033],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998292,0.00006091012,0.000007932697,0.000024826408,0.000059049744,0.000018111048],"domain_scores_gemma":[0.99980026,0.00007762295,0.000024139157,0.000018435343,0.00005832911,0.000021207947],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000377115,0.00041926425,0.00080103416,0.00055072625,0.00042712074,0.0007125489,0.0007300708,0.0010651925,0.0026882782],"category_scores_gemma":[0.0010045532,0.0001913366,0.0006769177,0.0003638295,0.00093862606,0.0012218213,0.0012846586,0.001087689,0.00033745012],"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":[0.000088492314,0.000085409076,0.0012406599,0.00024371537,0.0000996373,0.0003172948,0.00035053422,0.2940088,0.014404161,0.6485732,0.001991049,0.038596984],"study_design_scores_gemma":[0.000009917368,0.000014322567,0.00010739765,0.0000058215796,0.000005627969,0.000021432097,0.00001840068,0.95847416,0.00067399064,0.039587244,0.0010733223,0.000008363542],"about_ca_topic_score_codex":0.0032841861,"about_ca_topic_score_gemma":0.002078446,"teacher_disagreement_score":0.0032841861,"about_ca_system_score_codex":0.00039824136,"about_ca_system_score_gemma":0.0007583452,"threshold_uncertainty_score":0.008993208},"labels":[],"label_agreement":null},{"id":"W4408170620","doi":"10.28924/2291-8639-23-2025-62","title":"A New Derivation of Extended Watson Summation Theorem Due to Kim et al. with an Application","year":2025,"lang":"en","type":"article","venue":"International Journal of Analysis and Applications","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Prince Sattam bin Abdulaziz University","keywords":"Mathematics; Watson; Calculus (dental); Borel summation; Pure mathematics; Divergent series; Summation by parts; Computer science","score_opus":0.02644878933773089,"score_gpt":0.40665945955188837,"score_spread":0.3802106702141575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408170620","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009256491,0.0029797223,0.94066554,0.0015223367,0.0019403548,0.000100393576,0.00018929254,0.00013830961,0.043207556],"genre_scores_gemma":[0.21140893,0.008518923,0.72867715,0.002716304,0.0024902495,0.00046693024,0.00031741973,0.000741412,0.044662673],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9991086,0.00026833086,0.00008326292,0.00012844549,0.00034419674,0.00006712849],"domain_scores_gemma":[0.9990056,0.0003441056,0.00008305965,0.00014030914,0.00035507474,0.00007186061],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002914964,0.0013011607,0.0009057689,0.0031076933,0.00098733,0.0018452096,0.0017569044,0.0012246473,0.0053784857],"category_scores_gemma":[0.006697081,0.0004228304,0.0017907412,0.0020370781,0.0019525329,0.004813061,0.0025911184,0.0032754866,0.0016416939],"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":[0.000006677771,0.000012358911,0.00013918422,0.00007394253,0.000017223423,0.000111458074,0.00014992047,0.0026148248,0.0010815231,0.9805376,0.0020140696,0.013241139],"study_design_scores_gemma":[0.00001258026,0.000033859196,0.00017005684,0.000065197935,0.000023606464,0.00042758894,0.000066732035,0.071854405,0.0014836711,0.90612537,0.019697867,0.00003912561],"about_ca_topic_score_codex":0.0010645031,"about_ca_topic_score_gemma":0.0010521751,"teacher_disagreement_score":0.0053784857,"about_ca_system_score_codex":0.00092133094,"about_ca_system_score_gemma":0.0015137618,"threshold_uncertainty_score":0.017992795},"labels":[],"label_agreement":null},{"id":"W4410129035","doi":"10.1007/978-3-031-84323-5_12","title":"A New Mathematical Integral Transformation for Advancing Solutions to Differential Equations with Scientific Applications","year":2025,"lang":"en","type":"book-chapter","venue":"Nonlinear systems and complexity","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Transformation (genetics); Applied mathematics; Mathematics; Differential (mechanical device); Calculus (dental); Computer science; Physics; Chemistry; Medicine; Thermodynamics","score_opus":0.1628085999642588,"score_gpt":0.3669602137642083,"score_spread":0.20415161379994948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410129035","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031552394,0.0022584675,0.9163603,0.00060155394,0.0010400366,0.000040556344,0.00006120398,0.0004216873,0.07606092],"genre_scores_gemma":[0.09006647,0.0066256146,0.74674,0.0009249503,0.0012382308,0.00020729899,0.00020889797,0.0013877893,0.15260075],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996537,0.000051663585,0.000018985247,0.00005694637,0.00019555977,0.000023211747],"domain_scores_gemma":[0.9997881,0.00008493972,0.000015838506,0.000034459867,0.000057876307,0.000018735469],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053544994,0.0007669316,0.00068225054,0.0015573878,0.00090257,0.0016528055,0.0012198503,0.00084638625,0.007929002],"category_scores_gemma":[0.001423683,0.0003744881,0.0009360651,0.0012684659,0.0018002036,0.0031623514,0.0019268997,0.0030282321,0.0026765997],"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":[0.000011319797,0.000024561374,0.000037165562,0.000097068594,0.00000730537,0.00004674819,0.00016812465,0.0022756236,0.0049249236,0.92357314,0.0055687055,0.063265234],"study_design_scores_gemma":[0.00001181974,0.000046224024,0.000103639286,0.00005982466,0.000021388461,0.0004187152,0.000063483036,0.05411853,0.00738312,0.76338786,0.17435797,0.000027423235],"about_ca_topic_score_codex":0.00057552184,"about_ca_topic_score_gemma":0.0007716725,"teacher_disagreement_score":0.007929002,"about_ca_system_score_codex":0.00068770495,"about_ca_system_score_gemma":0.00060317136,"threshold_uncertainty_score":0.02652514},"labels":[],"label_agreement":null},{"id":"W4410327704","doi":"10.23952/jnva.9.2025.4.04","title":"Broyden quasi-Newton secant-type method for solving constrained mixed generalized equations","year":2025,"lang":"en","type":"article","venue":"Journal of Nonlinear and Variational Analysis","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Secant method; Type (biology); Mathematics; Applied mathematics; Quasi-Newton method; Newton's method; Mathematical analysis; Calculus (dental); Nonlinear system; Physics; Medicine; Geology","score_opus":0.07272841709518375,"score_gpt":0.4191700880687392,"score_spread":0.34644167097355544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410327704","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0047252965,0.00035979578,0.992671,0.00012416304,0.000078814526,0.000042832202,0.000025070085,0.00005812577,0.0019148232],"genre_scores_gemma":[0.13560888,0.000920429,0.85162205,0.00021368731,0.00010394145,0.00025982127,0.00013251379,0.00014921022,0.01098953],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997373,0.00010898164,0.000016000264,0.000033182383,0.000086367276,0.000018175617],"domain_scores_gemma":[0.9996909,0.00011213166,0.000036341728,0.00003271796,0.00010219308,0.000025675845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010790717,0.00091999886,0.0009063554,0.000465974,0.00034401947,0.0006656719,0.0009798398,0.0011350255,0.0017962338],"category_scores_gemma":[0.0014790166,0.00040959692,0.0007739906,0.00043551868,0.00091078784,0.0010267303,0.000973349,0.00120541,0.000498367],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001441148,0.00005903978,0.0009363249,0.00053788355,0.00013465312,0.0003353148,0.0002878172,0.51414406,0.028544275,0.35863656,0.004018873,0.092221156],"study_design_scores_gemma":[0.000009236686,0.00003506431,0.00007462153,0.000013001342,0.0000071990635,0.000039247818,0.000006964761,0.9875581,0.0011489814,0.007815595,0.00328313,0.000008942435],"about_ca_topic_score_codex":0.0028362223,"about_ca_topic_score_gemma":0.003521691,"teacher_disagreement_score":0.0028362223,"about_ca_system_score_codex":0.00043764513,"about_ca_system_score_gemma":0.0010192731,"threshold_uncertainty_score":0.0060090423},"labels":[],"label_agreement":null},{"id":"W4411668146","doi":"10.28924/2291-8639-23-2025-159","title":"A Novel ξ-Order Hölder Function Classes and Their Integral Transform","year":2025,"lang":"en","type":"article","venue":"International Journal of Analysis and Applications","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Order (exchange); Function (biology); Pure mathematics; Applied mathematics; Mathematical analysis; Finance; Business","score_opus":0.03721148206449007,"score_gpt":0.38509927297387136,"score_spread":0.34788779090938127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411668146","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16209003,0.0011060903,0.8017095,0.0010773641,0.00029680098,0.000045143395,0.00021514416,0.00022047668,0.033239406],"genre_scores_gemma":[0.8397158,0.0014437576,0.1300788,0.0005397877,0.0005508815,0.0000907459,0.00028745315,0.0003211099,0.02697164],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996697,0.000038740716,0.000016030765,0.00008086265,0.00011434289,0.00008036524],"domain_scores_gemma":[0.9990619,0.00023326735,0.00017447822,0.000094749426,0.00021397894,0.00022167181],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010647193,0.0005942267,0.0004900984,0.002436437,0.0007375041,0.001992631,0.0008860531,0.0010542485,0.0038262825],"category_scores_gemma":[0.0029123917,0.00028309712,0.00071839767,0.0006976407,0.0017087425,0.0029751512,0.0013936171,0.0019823462,0.0005852518],"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":[0.00002067014,0.00002078693,0.0005070965,0.000031170737,0.000005088643,0.00007424496,0.00011457557,0.0024711192,0.005324876,0.98037314,0.0006635168,0.010393664],"study_design_scores_gemma":[0.000015355185,0.000082025435,0.0013581307,0.00004727493,0.000019148476,0.00047435547,0.00012774243,0.21899861,0.005322847,0.7606696,0.012837609,0.0000472328],"about_ca_topic_score_codex":0.000993831,"about_ca_topic_score_gemma":0.00063521694,"teacher_disagreement_score":0.0038262825,"about_ca_system_score_codex":0.0012111692,"about_ca_system_score_gemma":0.0005827492,"threshold_uncertainty_score":0.012800217},"labels":[],"label_agreement":null},{"id":"W4412203422","doi":"10.1007/s11590-025-02220-6","title":"Greedy Newton: Newton’s method with exact line search","year":2025,"lang":"en","type":"article","venue":"Optimization Letters","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Medical Association; University of British Columbia","funders":"","keywords":"Newton's method; Line (geometry); Computational intelligence; Mathematics; Quasi-Newton method; Applied mathematics; Mathematical optimization; Line search; Computer science; Artificial intelligence; Nonlinear system; Physics; Geometry","score_opus":0.06196056590926636,"score_gpt":0.4028590808849789,"score_spread":0.34089851497571255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412203422","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015013937,0.00021834423,0.992357,0.0001809036,0.00021440243,0.00003474661,0.000052011226,0.0012428386,0.0041983197],"genre_scores_gemma":[0.066029534,0.0003450639,0.9182468,0.00029628814,0.00018720157,0.00018493665,0.00018290516,0.0015451121,0.0129821515],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9991499,0.00030792181,0.00003506061,0.000110935405,0.00033842959,0.000057761365],"domain_scores_gemma":[0.99907863,0.00045150938,0.00006428212,0.00015878465,0.00018776488,0.00005892399],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009362279,0.0013113987,0.0010935757,0.0009706643,0.0006024942,0.0011731605,0.0016167237,0.0021522432,0.011117236],"category_scores_gemma":[0.004673189,0.0007863929,0.0005638889,0.0015161898,0.0013401335,0.0016469597,0.0019996844,0.0019818367,0.0053444677],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047261448,0.00012681971,0.00059565634,0.00047128042,0.00014421478,0.00025436867,0.00022070845,0.33650938,0.007878785,0.19346723,0.051671553,0.40818754],"study_design_scores_gemma":[0.00005152967,0.00003856822,0.00009246699,0.0000282257,0.000016739927,0.000084770305,0.000013315291,0.9402263,0.0018559876,0.042021375,0.015546552,0.0000241129],"about_ca_topic_score_codex":0.0029170006,"about_ca_topic_score_gemma":0.0045843036,"teacher_disagreement_score":0.011117236,"about_ca_system_score_codex":0.00062107336,"about_ca_system_score_gemma":0.0014119087,"threshold_uncertainty_score":0.037190914},"labels":[],"label_agreement":null},{"id":"W4415193457","doi":"10.1017/mag.2025.10147","title":"109.46 Quadratic variation à la Cameron-Martin","year":2025,"lang":"fr","type":"article","venue":"The Mathematical Gazette","topic":"Iterative Methods for Nonlinear Equations","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":"University of New Brunswick","funders":"","keywords":"Quadratic equation; Variation (astronomy); Content (measure theory); Quadratic variation; Link (geometry)","score_opus":0.042453964934083877,"score_gpt":0.37444031312238313,"score_spread":0.33198634818829925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415193457","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01193627,0.052136358,0.15323895,0.018137557,0.008357184,0.00008769236,0.002549686,0.0006814307,0.7528748],"genre_scores_gemma":[0.30047792,0.02773757,0.06167955,0.0026389358,0.005414427,0.00031741572,0.0016506014,0.0013266655,0.5987569],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99949884,0.00020306966,0.000013810184,0.00009369616,0.00015923624,0.000031359454],"domain_scores_gemma":[0.9994918,0.00018746886,0.00003989505,0.00006514195,0.00015996571,0.00005565057],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001152178,0.001000644,0.0007808659,0.0012848282,0.0006078827,0.0017808836,0.00046926626,0.0008757823,0.06137268],"category_scores_gemma":[0.0030068834,0.00029508624,0.00085361087,0.0013297905,0.0012211738,0.0014576509,0.0012462094,0.003321348,0.016498834],"study_design_candidate":"not_applicable","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":[0.000044055407,0.000017901455,0.00034764456,0.00021756193,0.0000333201,0.00006468079,0.00008207879,0.002410974,0.0010160428,0.8822994,0.07357086,0.039895516],"study_design_scores_gemma":[0.000035092828,0.000051434916,0.003386028,0.0003302127,0.000054568376,0.0005755097,0.00007197835,0.02067408,0.0015199754,0.6796627,0.2935888,0.000049664228],"about_ca_topic_score_codex":0.005751433,"about_ca_topic_score_gemma":0.0026652252,"teacher_disagreement_score":0.06137268,"about_ca_system_score_codex":0.0021070694,"about_ca_system_score_gemma":0.00097101857,"threshold_uncertainty_score":0.20531207},"labels":[],"label_agreement":null},{"id":"W4415914281","doi":"10.28924/2291-8639-23-2025-282","title":"A New Sixteenth Order Iterative Method for Solving Nonlinear Equations","year":2025,"lang":"","type":"article","venue":"International Journal of Analysis and Applications","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Mahasarakham University","keywords":"Convergence (economics); Iterative method; Local convergence; Nonlinear system; Function (biology); Order (exchange); Numerical analysis","score_opus":0.03798209196945724,"score_gpt":0.4404564721953939,"score_spread":0.4024743802259367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415914281","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0024894013,0.00035581284,0.99465066,0.00007036413,0.00014764963,0.000038645372,0.000022746712,0.00012234898,0.0021023701],"genre_scores_gemma":[0.04372413,0.0007478009,0.9481889,0.000106121435,0.000084277606,0.0002352158,0.00012430089,0.00018731305,0.006601955],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99923444,0.00019821155,0.00004865821,0.00007381972,0.0003979984,0.000046964476],"domain_scores_gemma":[0.99931824,0.00022294067,0.000060902457,0.00007192384,0.000270214,0.000055837158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011932077,0.0006600479,0.0007318879,0.0007891358,0.0005465452,0.0005914388,0.0012637428,0.00090837025,0.003109944],"category_scores_gemma":[0.0020754337,0.0003550754,0.0010563819,0.0007781695,0.00073452806,0.0014037484,0.001285169,0.0017415573,0.0010659442],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002705537,0.00019108877,0.0025384,0.0015217696,0.00025935358,0.0006594754,0.0008898109,0.26980594,0.08611,0.21783778,0.011956562,0.40795925],"study_design_scores_gemma":[0.000043028936,0.00012950698,0.00029754904,0.00007170939,0.00003516283,0.0004498645,0.00004136553,0.9353053,0.01219555,0.016950028,0.034404848,0.00007616141],"about_ca_topic_score_codex":0.0012369114,"about_ca_topic_score_gemma":0.0015953348,"teacher_disagreement_score":0.003109944,"about_ca_system_score_codex":0.0003964242,"about_ca_system_score_gemma":0.0016413531,"threshold_uncertainty_score":0.010403752},"labels":[],"label_agreement":null},{"id":"W65050987","doi":"10.4153/cmb-2001-014-0","title":"Approximation algébrique simultanée de nombres de Liouville","year":2001,"lang":"en","type":"article","venue":"Canadian Mathematical Bulletin","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Mathematics; Degree (music); Bounded function; Algebraic number; Combinatorics; Discrete mathematics; Mathematical analysis","score_opus":0.05611835467481101,"score_gpt":0.3405330297864193,"score_spread":0.2844146751116083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W65050987","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6116824,0.00048089557,0.3606782,0.0009977734,0.00022463029,0.000093571725,0.000119466815,0.00066639535,0.025056673],"genre_scores_gemma":[0.9028912,0.0003826718,0.08417279,0.0001571996,0.00012866367,0.000090824025,0.00017310404,0.00014030337,0.011863346],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9964754,0.0010805574,0.00012572754,0.00043764472,0.0013176863,0.0005629873],"domain_scores_gemma":[0.99227375,0.0042551435,0.0005741883,0.0009324468,0.0013357244,0.0006287315],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035692167,0.001356352,0.001816976,0.002706282,0.0023093026,0.0050552906,0.0014156369,0.0024917342,0.004253266],"category_scores_gemma":[0.018772442,0.0007076602,0.0017419934,0.0014928422,0.0046724486,0.0035608169,0.0028709387,0.005519467,0.0010412555],"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":[0.00086462573,0.00017410351,0.0047980654,0.00015869275,0.00010647353,0.0005946619,0.0012800735,0.08076653,0.021190226,0.8617575,0.0012025682,0.02710635],"study_design_scores_gemma":[0.00013253282,0.00034000893,0.0017916845,0.000060880247,0.000044433345,0.00053480256,0.00040592017,0.7381786,0.018691579,0.23253097,0.007216376,0.00007216647],"about_ca_topic_score_codex":0.0076757832,"about_ca_topic_score_gemma":0.004537676,"teacher_disagreement_score":0.0076757832,"about_ca_system_score_codex":0.004687777,"about_ca_system_score_gemma":0.0011350748,"threshold_uncertainty_score":0.034012318},"labels":[],"label_agreement":null},{"id":"W6885110627","doi":"10.13140/rg.2.2.28978.02244","title":"734; - SUM OF HALF SIDE &amp; QUARTER DIAGONAL - DEDUCTED - PERIMETER OF SQUARE IS EQUAL TO CIRCUMFERENCE.","year":2020,"lang":"en","type":"article","venue":"","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Diagonal; Square (algebra); Perimeter; Quarter (Canadian coin); Rectangle","score_opus":0.22540956581238852,"score_gpt":0.4084018351149495,"score_spread":0.18299226930256096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6885110627","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016760658,0.0010775916,0.6542744,0.0008232423,0.0024409082,0.00011726191,0.0016541826,0.0058597107,0.316992],"genre_scores_gemma":[0.28993756,0.0010104342,0.53406173,0.00060031476,0.0004888043,0.00025300638,0.0015741865,0.005460924,0.1666131],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99930596,0.00009432794,0.00003924606,0.00015502337,0.00034672944,0.000058708294],"domain_scores_gemma":[0.9993813,0.00011317086,0.00005181498,0.00014372187,0.00026394473,0.00004604979],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00030858218,0.00086221704,0.0006110068,0.0010343037,0.0008727013,0.001409959,0.0013826144,0.0005105705,0.043118257],"category_scores_gemma":[0.0023243718,0.0003086872,0.0003812356,0.0007291221,0.0017724211,0.0021038814,0.0012994633,0.0012059744,0.017807657],"study_design_candidate":"not_applicable","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":[0.00025921414,0.000059109097,0.0008685116,0.0005106739,0.000028631312,0.00047652322,0.00029225223,0.004787788,0.028082013,0.43463957,0.10183491,0.42816082],"study_design_scores_gemma":[0.000048443886,0.00015037107,0.0022951025,0.00013893677,0.000041399162,0.0024467448,0.00044667962,0.08297924,0.09631713,0.29507464,0.5199512,0.00011017175],"about_ca_topic_score_codex":0.0010513769,"about_ca_topic_score_gemma":0.0015227703,"teacher_disagreement_score":0.95688176,"about_ca_system_score_codex":0.0005208704,"about_ca_system_score_gemma":0.0006087857,"threshold_uncertainty_score":0.14424497},"labels":[],"label_agreement":null},{"id":"W6923507383","doi":"10.1371/journal.pone.0286542.s001","title":"REB approval letter.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Descriptive statistics; Descriptive research; Physical activity; Social support; Human immunodeficiency virus (HIV); Computer-assisted web interviewing","score_opus":0.3847736892958014,"score_gpt":0.4462436273093798,"score_spread":0.06146993801357836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6923507383","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0033172087,0.0025744196,0.0054077683,0.14372179,0.11355695,0.012994775,0.013294149,0.0018398986,0.703293],"genre_scores_gemma":[0.0134612275,0.0014329703,0.0039387685,0.07560413,0.011231927,0.013671646,0.004455041,0.0009788927,0.87522537],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9856808,0.004017004,0.0014419686,0.001768093,0.005362177,0.0017298392],"domain_scores_gemma":[0.9488442,0.0096284365,0.0010582925,0.005843496,0.031036519,0.0035890404],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.016710931,0.00080758403,0.0013635111,0.0021934188,0.0039582937,0.005695569,0.0025728534,0.008574643,0.4938473],"category_scores_gemma":[0.08086883,0.0007510719,0.001011194,0.0014913786,0.0015198144,0.0030438604,0.0028064265,0.0067259767,0.25933817],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006137748,0.000016400525,0.00007113954,0.00014783647,0.000003350012,0.00011395485,0.00012780618,0.000010372477,0.00011514428,0.0035298201,0.98334783,0.012455066],"study_design_scores_gemma":[0.000044146156,0.000020376381,0.00032573432,0.00034367735,0.000004259707,0.00014810589,0.00025130642,0.00004384273,0.00012524652,0.0008380477,0.99784803,0.000007267272],"about_ca_topic_score_codex":0.0036367972,"about_ca_topic_score_gemma":0.005376861,"teacher_disagreement_score":0.5061527,"about_ca_system_score_codex":0.0037946897,"about_ca_system_score_gemma":0.012437372,"threshold_uncertainty_score":0.7219654},"labels":[],"label_agreement":null},{"id":"W6925460184","doi":"10.17605/osf.io/u3chd","title":"Likability SMT Targets","year":2017,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Iterative Methods for Nonlinear Equations","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":"University of British Columbia","funders":"","keywords":"","score_opus":0.08209736770606624,"score_gpt":0.38436358814753796,"score_spread":0.3022662204414717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6925460184","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05674719,0.0017258024,0.28598574,0.016726088,0.0022601062,0.00016209978,0.0028536038,0.0023049652,0.6312345],"genre_scores_gemma":[0.6759394,0.0012523466,0.028144157,0.006345885,0.0041984096,0.000499152,0.0037628326,0.0035130663,0.27634472],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99777466,0.0005771023,0.00011774205,0.0005618997,0.00059520913,0.00037333832],"domain_scores_gemma":[0.99298495,0.0022949583,0.00079481065,0.0010375646,0.0017960554,0.0010916902],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013782148,0.0015150806,0.0019838202,0.0026794614,0.0031301826,0.005447518,0.0015891046,0.0038125936,0.09779659],"category_scores_gemma":[0.013608195,0.00069827825,0.0017450085,0.0015527561,0.0026285269,0.012356905,0.006231717,0.0078202095,0.018820701],"study_design_candidate":"not_applicable","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":[0.00005377428,0.000034189165,0.0002825816,0.00007615814,0.000017330785,0.00006170382,0.00011445216,0.00049494265,0.00044895316,0.975009,0.016223375,0.0071835625],"study_design_scores_gemma":[0.000015653684,0.000014417908,0.00021172821,0.000014212502,0.0000073783153,0.000064135624,0.000049073715,0.004228257,0.000307498,0.9858042,0.009267619,0.000015792595],"about_ca_topic_score_codex":0.001277851,"about_ca_topic_score_gemma":0.0007776105,"teacher_disagreement_score":0.09779659,"about_ca_system_score_codex":0.001970525,"about_ca_system_score_gemma":0.00089908356,"threshold_uncertainty_score":0.3271622},"labels":[],"label_agreement":null},{"id":"W6930910577","doi":"10.5281/zenodo.15527271","title":"D2.2 Common Certfication Model and Language Definiton","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Iterative Methods for Nonlinear Equations","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":"SKiN Health","funders":"","keywords":"Deliverable; Certification; Certificate; Interim; Interoperability; Scalability","score_opus":0.10355165506770231,"score_gpt":0.3557323472285615,"score_spread":0.2521806921608592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6930910577","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003174487,0.0009984504,0.84898984,0.0052937795,0.0012554788,0.0019026325,0.007592139,0.010583072,0.12021005],"genre_scores_gemma":[0.07005354,0.0035394842,0.72022754,0.0054374174,0.0008150578,0.006210632,0.045047224,0.0119334,0.13673578],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9820826,0.003675017,0.002652614,0.0023596,0.007591254,0.0016388636],"domain_scores_gemma":[0.9899154,0.0014256077,0.0005262777,0.0026288668,0.00503981,0.00046401788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010280574,0.0018453168,0.0013849727,0.0036261533,0.0024993918,0.012649604,0.0042851125,0.0041131824,0.025796395],"category_scores_gemma":[0.014950989,0.0015257311,0.00234106,0.002506803,0.0037200225,0.006917852,0.009217244,0.0073419292,0.020733163],"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":[0.00008470457,0.0001175197,0.0004436416,0.0009150947,0.00002976846,0.00041369736,0.0020690332,0.0031449874,0.0055663656,0.8370673,0.09019154,0.05995627],"study_design_scores_gemma":[0.000028430068,0.00003166012,0.00014320991,0.00044749925,0.000019584568,0.00031162458,0.0003008479,0.0035248406,0.0041464386,0.04439757,0.94659156,0.000056726814],"about_ca_topic_score_codex":0.027718402,"about_ca_topic_score_gemma":0.014211446,"teacher_disagreement_score":0.027718402,"about_ca_system_score_codex":0.009580429,"about_ca_system_score_gemma":0.016526697,"threshold_uncertainty_score":0.08629751},"labels":[],"label_agreement":null},{"id":"W6930927682","doi":"10.5281/zenodo.15761998","title":"coreofscience/python-bibx: v0.7.1","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Iterative Methods for Nonlinear Equations","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":"Nexen (Canada)","funders":"","keywords":"Selection (genetic algorithm); Process (computing); Frame (networking)","score_opus":0.11616945868263233,"score_gpt":0.3609365098087929,"score_spread":0.24476705112616054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6930927682","genre_codex":"software","genre_gemma":"software","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"software","genre_consensus":"software","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00031772946,0.00028788697,0.06940146,0.00055665354,0.00051641115,0.00014016393,0.028920759,0.87932056,0.020538434],"genre_scores_gemma":[0.0059342673,0.000377901,0.046728984,0.0014810372,0.0001548018,0.0006832156,0.04532769,0.8724353,0.026876923],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99730814,0.00034311131,0.00021217181,0.0004650103,0.0012434807,0.00042811435],"domain_scores_gemma":[0.9953381,0.00090130814,0.00025331276,0.0014394555,0.0015135297,0.00055431953],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0038977785,0.0035352514,0.0026054655,0.0023382062,0.0012710862,0.0048080254,0.008839388,0.0030121985,0.42053404],"category_scores_gemma":[0.0149265155,0.0031098567,0.0031233039,0.0018990075,0.0016474773,0.0075196433,0.007407981,0.007537169,0.55941266],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013372571,0.00004250388,0.0003111675,0.0006929839,0.00007067141,0.00004650848,0.000075731914,0.0008170175,0.0012643551,0.0054183975,0.9631656,0.027961265],"study_design_scores_gemma":[0.00018764907,0.00003319235,0.0006261958,0.00028464408,0.00004250621,0.00017655372,0.000036740483,0.007283456,0.01178326,0.021741368,0.957644,0.00016047353],"about_ca_topic_score_codex":0.0037571695,"about_ca_topic_score_gemma":0.003973474,"teacher_disagreement_score":0.42053404,"about_ca_system_score_codex":0.0023143322,"about_ca_system_score_gemma":0.003294207,"threshold_uncertainty_score":0.82653785},"labels":[],"label_agreement":null},{"id":"W6931437537","doi":"10.5281/zenodo.4791106","title":"Fig. 3 in Habitat Associations and Phenology of Sand Dune Hister Beetles in the Grasslands of Western Canada (Coleoptera: Histeridae)","year":2020,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Phenology; Habitat; Sand dune stabilization; Vegetation (pathology); Grassland","score_opus":0.07614906918410985,"score_gpt":0.30506859113413287,"score_spread":0.22891952195002302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6931437537","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75394654,0.0019181186,0.0015921147,0.00038587878,0.000062775565,0.000117912256,0.1898838,0.0005070083,0.051585842],"genre_scores_gemma":[0.86685824,0.0009596512,0.0034959693,0.00008938387,0.0000075163857,0.000059627164,0.050952524,0.000120307144,0.07745677],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9999081,0.0000075282437,0.0000035006046,0.000030000756,0.000016629932,0.000034272492],"domain_scores_gemma":[0.999813,0.000020144076,0.000027002297,0.000009862745,0.00007375533,0.00005619583],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010685089,0.00024151425,0.00009972432,0.0015837243,0.0006141265,0.000572834,0.00024576072,0.00012607133,0.03756324],"category_scores_gemma":[0.00029531532,0.00009685682,0.00023764049,0.0019223511,0.00024993214,0.0001335636,0.00026036633,0.00014000859,0.002731714],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020006849,0.000038156468,0.8128676,0.0004140943,0.0001227619,0.00029378405,0.0017587759,0.00116779,0.0060064807,0.0010992832,0.080838524,0.09519275],"study_design_scores_gemma":[0.000005404308,0.0000058640053,0.9826645,0.000027610418,0.000016917036,0.00009167566,0.0008695282,0.000291025,0.00024546526,0.00006531395,0.015710931,0.0000057155607],"about_ca_topic_score_codex":0.9199521,"about_ca_topic_score_gemma":0.9797039,"teacher_disagreement_score":0.080047905,"about_ca_system_score_codex":0.0019252332,"about_ca_system_score_gemma":0.0019782193,"threshold_uncertainty_score":0.16103858},"labels":[],"label_agreement":null},{"id":"W6931620186","doi":"10.5281/zenodo.8320155","title":"Lasioglossum (Dialictus) helianthi","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Iterative Methods for Nonlinear Equations","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":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Margin (machine learning); Dorsum; Thermokarst","score_opus":0.17630976673965565,"score_gpt":0.3699351140976592,"score_spread":0.19362534735800357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6931620186","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8713667,0.0051266733,0.0019211097,0.0004751442,0.00009618161,0.00014873591,0.0034902277,0.0005847621,0.11679037],"genre_scores_gemma":[0.98545545,0.0013365488,0.0010360526,0.00028368214,0.000037934977,0.00007237949,0.0016757963,0.00003077017,0.010071401],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99995816,0.0000044303915,0.0000041021895,0.000016898091,0.000008875691,0.000007638703],"domain_scores_gemma":[0.9999403,0.000008953131,0.000025907288,0.0000049497858,0.00001153145,0.000008367853],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000058950845,0.00042568488,0.00014487123,0.0010871167,0.0005937362,0.00020926763,0.00029379185,0.000188314,0.008575977],"category_scores_gemma":[0.000102940125,0.00012343224,0.00007868721,0.00067661004,0.00035064446,0.00049318076,0.0007236024,0.00028569493,0.002687262],"study_design_candidate":"observational","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":[0.0011183171,0.00013114212,0.112850375,0.001199441,0.000101718426,0.0041497163,0.007098011,0.00065485074,0.20653121,0.0036608896,0.018799052,0.64370525],"study_design_scores_gemma":[0.00010692564,0.00029777153,0.82058865,0.0002541336,0.00010680589,0.0043879165,0.002954096,0.00025306825,0.004752725,0.0007717009,0.16548324,0.000042925516],"about_ca_topic_score_codex":0.008639791,"about_ca_topic_score_gemma":0.017720373,"teacher_disagreement_score":0.008639791,"about_ca_system_score_codex":0.00046027737,"about_ca_system_score_gemma":0.00015336603,"threshold_uncertainty_score":0.028689504},"labels":[],"label_agreement":null},{"id":"W6976276903","doi":"10.60692/k77sa-c3066","title":"Tracking Bodies Motions on the Lunar Surface: Apollo XVI Footage, a case of study.","year":2024,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Iterative Methods for Nonlinear Equations","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":"University of Lethbridge","funders":"","keywords":"Apollo; Kinematics; Motion (physics); Space debris; Shot (pellet); Tracking (education); Moon landing; TRACE (psycholinguistics)","score_opus":0.19354845712166296,"score_gpt":0.3566005121492859,"score_spread":0.16305205502762293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6976276903","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.788065,0.0022787172,0.16012175,0.0011686815,0.00029043102,0.00026030472,0.0013168429,0.0002849114,0.046213273],"genre_scores_gemma":[0.9228422,0.0010453645,0.062614866,0.000086411346,0.00009529464,0.00007144042,0.0007254988,0.00006294316,0.012456027],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9997141,0.0000628389,0.000009855912,0.00008186574,0.000098028046,0.000033281824],"domain_scores_gemma":[0.99968207,0.00015589656,0.000041397405,0.000040487677,0.000049229224,0.00003104961],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024114677,0.00032784863,0.00019365692,0.0008408245,0.0010588191,0.00091301114,0.0006469267,0.000975851,0.0022910337],"category_scores_gemma":[0.0013891502,0.00015814492,0.00019487723,0.0010632986,0.00067039364,0.0006410607,0.00083522045,0.0005293717,0.00039051077],"study_design_candidate":"observational","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":[0.0005059765,0.0005146326,0.17947757,0.0013506406,0.00028528288,0.03665288,0.031049967,0.086256415,0.04068051,0.07901227,0.031495627,0.51271826],"study_design_scores_gemma":[0.00007073279,0.0008295939,0.3248542,0.0007784556,0.00015527631,0.020762632,0.04656843,0.2451,0.025154829,0.02726493,0.308264,0.00019692937],"about_ca_topic_score_codex":0.015457832,"about_ca_topic_score_gemma":0.04017092,"teacher_disagreement_score":0.015457832,"about_ca_system_score_codex":0.0004731128,"about_ca_system_score_gemma":0.00031873438,"threshold_uncertainty_score":0.030735731},"labels":[],"label_agreement":null},{"id":"W6976385922","doi":"10.6068/dp14ba88a575b52","title":"Most Recent Data (1998). Statistics Canada. CANSIM: Children and Youth - Child Development and Behavior | Country: Canada | Table: How often students have been physically or verbally bullied in school, by sex, age group and selected countries | Variable: 11 years, More than once a week, Females, Hitting, slapping or pushing | Units: %, 1998. Data-Planet™ Statistical Ready Reference by Conquest Systems, Inc. Dataset-ID: 075-001-024.","year":2015,"lang":"en","type":"other","venue":"Data Planet","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Statistics education; Official statistics; Population; Socioeconomic status; Descriptive statistics; Child development; Summary statistics; Economic statistics","score_opus":0.054865882999149185,"score_gpt":0.3008749498330609,"score_spread":0.24600906683391172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6976385922","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000047213074,0.00004248676,0.000016001286,0.00010414158,0.000018754808,0.000015060889,0.999094,0.00004224696,0.00062011543],"genre_scores_gemma":[0.00088258885,0.00030937965,0.0003354184,0.00014994275,0.000015982425,0.00018133144,0.9948984,0.00008969848,0.0031372525],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954145,0.00031017844,0.0005820179,0.00053535635,0.002106625,0.0010512613],"domain_scores_gemma":[0.95617735,0.002176687,0.0013075769,0.0012317861,0.03699582,0.0021108072],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002712593,0.0025611205,0.0027822782,0.007879051,0.0034940075,0.0044990634,0.0062122215,0.0015977351,0.10637928],"category_scores_gemma":[0.024318919,0.0019200331,0.0025668435,0.040794786,0.00067977776,0.0022799552,0.0026652997,0.0032761202,0.048235163],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025024645,0.000007871013,0.0013055585,0.0003151071,0.000020946854,0.0000059665917,0.000028464501,0.000096937394,0.0000069042208,0.00024257739,0.99630606,0.0016386776],"study_design_scores_gemma":[0.00032232646,0.000019205983,0.05097202,0.0015753773,0.00012651023,0.000033469547,0.0008113474,0.00049645436,0.00018927788,0.0006725213,0.94465786,0.00012366663],"about_ca_topic_score_codex":0.9956399,"about_ca_topic_score_gemma":0.9938459,"teacher_disagreement_score":0.10637928,"about_ca_system_score_codex":0.05905775,"about_ca_system_score_gemma":0.13661893,"threshold_uncertainty_score":0.42849594},"labels":[],"label_agreement":null},{"id":"W6976657561","doi":"10.6084/m9.figshare.13256243.v1","title":"Wrapping Up on Climate Justice in Toronto","year":2020,"lang":"en","type":"other","venue":"Figshare","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Climate justice; Grassroots; Economic Justice; Climate change; Environmental justice; Interview; Social justice","score_opus":0.24183094655901965,"score_gpt":0.4458434929821658,"score_spread":0.20401254642314615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6976657561","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1707771,0.009060493,0.018395487,0.1006947,0.0045503327,0.0002643418,0.0035831078,0.001016262,0.6916582],"genre_scores_gemma":[0.59432596,0.0046082484,0.010703963,0.0057271817,0.00030115765,0.00016367632,0.0012673892,0.000778646,0.38212368],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988374,0.00043111126,0.000018251256,0.00010412148,0.0002957953,0.0003134021],"domain_scores_gemma":[0.99811065,0.0005627991,0.00008469189,0.00010995614,0.0003705026,0.00076134945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000979381,0.00040746317,0.00022652507,0.0005441116,0.012755861,0.0036868264,0.0010234012,0.0016277559,0.045285564],"category_scores_gemma":[0.003091859,0.00025327466,0.00033661473,0.0014095134,0.004533503,0.001437227,0.0041002855,0.0017571009,0.0025667679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007491677,0.000052493215,0.004134201,0.00037222926,0.000017220851,0.0017878518,0.20488507,0.0017781045,0.0017924638,0.11617561,0.5973958,0.0715341],"study_design_scores_gemma":[0.0000070544934,0.0000143763245,0.003914965,0.00020706576,0.000006331778,0.00008798406,0.07173087,0.0010248186,0.00054613076,0.0041373954,0.91829354,0.000029516394],"about_ca_topic_score_codex":0.8143532,"about_ca_topic_score_gemma":0.95926046,"teacher_disagreement_score":0.18564677,"about_ca_system_score_codex":0.030422272,"about_ca_system_score_gemma":0.023869855,"threshold_uncertainty_score":0.37348014},"labels":[],"label_agreement":null},{"id":"W6976884947","doi":"10.6084/m9.figshare.11558235.v1","title":"Resilience as a mediator in the relationship between posttraumatic stress and posttraumatic growth among adult accident or crime victims: the moderated mediating effect of childhood trauma","year":2020,"lang":"en","type":"article","venue":"Figshare","topic":"Iterative Methods for Nonlinear Equations","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":"University of British Columbia","funders":"","keywords":"Posttraumatic growth; Psychological resilience; Posttraumatic stress; Adverse Childhood Experiences; Mediator; Intervention (counseling); Checklist; Human factors and ergonomics; Injury prevention","score_opus":0.13022364974965048,"score_gpt":0.37709835906850164,"score_spread":0.24687470931885117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6976884947","genre_codex":"empirical","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"dataset","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9986885,0.0005472259,0.00011615875,0.00021489924,0.000006922684,0.000023478533,0.00009141975,0.00000274068,0.00030855316],"genre_scores_gemma":[0.99945563,0.00021942322,0.00016483829,0.000022919505,0.000004751104,0.000023635594,0.000059372353,7.041985e-7,0.000048702317],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992772,0.00035867447,0.00005117503,0.00010064711,0.000054074906,0.00015820669],"domain_scores_gemma":[0.99789727,0.000712408,0.0007932099,0.00019223947,0.00010106686,0.00030372167],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016223699,0.00052418123,0.0003441904,0.0006967202,0.00067043933,0.00076041115,0.00065465044,0.0003751107,0.0029306167],"category_scores_gemma":[0.0049622026,0.0003360496,0.00072186266,0.0004682513,0.00091023307,0.00096620875,0.0018176092,0.00078115053,0.00009979204],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036390545,0.00014739753,0.98878795,0.00011294636,0.00022420782,0.000380472,0.0018748727,0.00015025781,0.0004058261,0.00047296775,0.000144902,0.0069343904],"study_design_scores_gemma":[0.0000105863965,0.00013939603,0.9966558,0.00008506257,0.00013226655,0.00035578036,0.0015909903,0.00029692025,0.00022390112,0.00032664125,0.00017464331,0.000007932913],"about_ca_topic_score_codex":0.009727033,"about_ca_topic_score_gemma":0.01049568,"teacher_disagreement_score":0.009727033,"about_ca_system_score_codex":0.0006659225,"about_ca_system_score_gemma":0.0015421927,"threshold_uncertainty_score":0.019340813},"labels":[],"label_agreement":null},{"id":"W7033437236","doi":"","title":"Public relations cases and readings: international perpectives","year":2001,"lang":"en","type":"book","venue":"","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sophistication; Public sector; Function (biology); Public authority; International relations","score_opus":0.27867959080472315,"score_gpt":0.4073522617339716,"score_spread":0.12867267092924844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7033437236","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014523248,0.017087031,0.004378065,0.020087587,0.00094254495,0.00007461009,0.00011021232,0.00006111618,0.9427357],"genre_scores_gemma":[0.7563685,0.0652805,0.0085085565,0.009617562,0.00332176,0.00073628494,0.0006104786,0.0005208644,0.15503547],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.98792076,0.008125673,0.0004429356,0.0005474391,0.0018159545,0.001147256],"domain_scores_gemma":[0.98417073,0.013064971,0.0007275303,0.00091056403,0.00069614814,0.0004300066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006476805,0.0009141777,0.00075714395,0.013727671,0.011270239,0.027213164,0.0020730232,0.0053288224,0.01236396],"category_scores_gemma":[0.020092376,0.00060864707,0.00045846277,0.022794824,0.023929615,0.019603213,0.00940578,0.007573764,0.0011400443],"study_design_candidate":"not_applicable","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":[0.000010502831,0.000036892794,0.0003010231,0.00016654415,0.0000036252566,0.0008362136,0.06380358,0.00017288676,0.00010029784,0.8937264,0.027297694,0.013544387],"study_design_scores_gemma":[0.00000550417,0.000009522115,0.00062546704,0.001152053,0.000009087599,0.0010035771,0.12020901,0.00017618561,0.00024653997,0.11037797,0.76617104,0.000014141358],"about_ca_topic_score_codex":0.007119325,"about_ca_topic_score_gemma":0.011444345,"teacher_disagreement_score":0.027213164,"about_ca_system_score_codex":0.012258728,"about_ca_system_score_gemma":0.002864443,"threshold_uncertainty_score":0.08894366},"labels":[],"label_agreement":null},{"id":"W7034327632","doi":"","title":"TTCP and CD&amp;E. NATO Symposium on Analytical Support to Defence Information","year":2005,"lang":"en","type":"article","venue":"Defense Technical Information Center (DTIC)","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Acronym; Dominance (genetics); Exploit; Battlefield; Government (linguistics)","score_opus":0.07205865706909041,"score_gpt":0.37033897392486154,"score_spread":0.2982803168557711,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7034327632","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004497784,0.073018126,0.041075546,0.08303843,0.052129097,0.00025968484,0.0020714942,0.00061145634,0.74329835],"genre_scores_gemma":[0.050772894,0.03048981,0.017360488,0.0025999446,0.006423848,0.00020294127,0.0014031958,0.00030481778,0.89044213],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998412,0.0003470237,0.000074453106,0.00016587903,0.0008292196,0.00017133451],"domain_scores_gemma":[0.99741805,0.00048760977,0.00010963,0.00027371309,0.0012813287,0.00042968692],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026923837,0.00071156863,0.0004313779,0.001344035,0.0014899231,0.0053714826,0.0013813338,0.0022877718,0.06464813],"category_scores_gemma":[0.0050552427,0.00030324823,0.0003218453,0.0017190858,0.0010750772,0.003958794,0.0020840762,0.0026861466,0.014788312],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008522202,0.00003716072,0.00026883555,0.00011337677,0.0000072047387,0.000101750826,0.00012390416,0.00065368885,0.00077576004,0.06760026,0.83721995,0.09301296],"study_design_scores_gemma":[0.000004035713,0.0000125016695,0.00023946547,0.000080485435,0.0000017663712,0.000064317894,0.00007713607,0.0009621397,0.0002832085,0.0064931302,0.9917759,0.000005995535],"about_ca_topic_score_codex":0.005948588,"about_ca_topic_score_gemma":0.0076653557,"teacher_disagreement_score":0.06464813,"about_ca_system_score_codex":0.0030251269,"about_ca_system_score_gemma":0.0052621276,"threshold_uncertainty_score":0.2162695},"labels":[],"label_agreement":null},{"id":"W7039677013","doi":"","title":"MLS Update on Island Lakes, Bonavista, Sage Creek, Royalwood, Windsor Park, Niakawa Park, Southdale, Niakawa Place, Southland Park, River Park South, South Glen and Dakota Crossing May 10, 2021","year":2021,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Windsor; Estate; Channel (broadcasting); Real estate","score_opus":0.01789619946615742,"score_gpt":0.24871937013159137,"score_spread":0.23082317066543395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7039677013","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001610133,0.0015810591,0.0019094817,0.0053343247,0.009121812,0.00031327773,0.06859704,0.018923577,0.89260924],"genre_scores_gemma":[0.0028223046,0.00088341726,0.0013090977,0.0009384317,0.0010438635,0.00012854827,0.03111585,0.0032335594,0.958525],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995889,0.00003728037,0.000024451349,0.000048605798,0.00023220375,0.0000685823],"domain_scores_gemma":[0.99792874,0.00017188085,0.00007258222,0.00019430718,0.0009896136,0.00064285705],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008214305,0.0011548756,0.0006801588,0.0017773109,0.0020118246,0.005509478,0.0012402596,0.0013541701,0.7270473],"category_scores_gemma":[0.0026343463,0.000478019,0.000619078,0.002089492,0.0004021686,0.005270358,0.0035460568,0.0017742527,0.6646449],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010964106,0.0000074773984,0.000086454296,0.000028304145,6.9392286e-7,0.000015147748,0.000019757745,0.000019074894,0.000033680673,0.00015975494,0.9897433,0.009875462],"study_design_scores_gemma":[0.0000046503105,0.0000036923004,0.00031039407,0.00003521822,8.679406e-7,0.000008601451,0.0000585483,0.00002664022,0.000031751053,0.00006415259,0.9994522,0.0000033629874],"about_ca_topic_score_codex":0.026248591,"about_ca_topic_score_gemma":0.08806375,"teacher_disagreement_score":0.27295268,"about_ca_system_score_codex":0.0013289478,"about_ca_system_score_gemma":0.0014618678,"threshold_uncertainty_score":0.38933384},"labels":[],"label_agreement":null},{"id":"W7147007983","doi":"10.5281/zenodo.19355348","title":"Advances in Nonlinear Function Analysis: Multiple Zero Solutions","year":2024,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Iterative Methods for Nonlinear Equations","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":"University of Alberta","funders":"","keywords":"Convergence (economics); Simple (philosophy); Nonlinear system; Scheme (mathematics); Function (biology); Zero (linguistics)","score_opus":0.10731880141689251,"score_gpt":0.3394686777805185,"score_spread":0.23214987636362597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7147007983","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010683912,0.0045229774,0.9765743,0.000551831,0.00019094025,0.000021268457,0.000023722287,0.00009810604,0.0073329103],"genre_scores_gemma":[0.3427808,0.010228245,0.6330518,0.00022144015,0.00038027938,0.0001453966,0.00010076496,0.0002236705,0.012867665],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99954224,0.0001859037,0.00002282747,0.000069431975,0.00015176753,0.000027763692],"domain_scores_gemma":[0.9994241,0.0002483805,0.00008238877,0.000102681945,0.000112965114,0.00002946458],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012906202,0.00082541595,0.0007595507,0.0010276193,0.00037670808,0.0009783146,0.0007335865,0.0010726035,0.0016435949],"category_scores_gemma":[0.0027261921,0.00029122786,0.0008225557,0.000661415,0.0013780324,0.0014638591,0.0014341795,0.0021361287,0.00070259743],"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":[0.000092731854,0.000054409953,0.001171345,0.00088662026,0.00007660618,0.00015352998,0.00035053524,0.13738365,0.019070676,0.68466574,0.0028090116,0.15328509],"study_design_scores_gemma":[0.000011868627,0.00006238585,0.00030497962,0.000103740436,0.00001759479,0.00016020263,0.000045403645,0.76615053,0.0060677635,0.21135561,0.015686926,0.000033012926],"about_ca_topic_score_codex":0.0005474681,"about_ca_topic_score_gemma":0.00046067795,"teacher_disagreement_score":0.0016435949,"about_ca_system_score_codex":0.0006052635,"about_ca_system_score_gemma":0.0007142213,"threshold_uncertainty_score":0.0068255067},"labels":[],"label_agreement":null},{"id":"W7147539089","doi":"10.5281/zenodo.19355347","title":"Advances in Nonlinear Function Analysis: Multiple Zero Solutions","year":2024,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Iterative Methods for Nonlinear Equations","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":"University of Alberta","funders":"","keywords":"Convergence (economics); Simple (philosophy); Nonlinear system; Scheme (mathematics); Function (biology); Zero (linguistics)","score_opus":0.10731880141689251,"score_gpt":0.3394686777805185,"score_spread":0.23214987636362597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7147539089","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010683912,0.0045229774,0.9765743,0.000551831,0.00019094025,0.000021268457,0.000023722287,0.00009810604,0.0073329103],"genre_scores_gemma":[0.3427808,0.010228245,0.6330518,0.00022144015,0.00038027938,0.0001453966,0.00010076496,0.0002236705,0.012867665],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99954224,0.0001859037,0.00002282747,0.000069431975,0.00015176753,0.000027763692],"domain_scores_gemma":[0.9994241,0.0002483805,0.00008238877,0.000102681945,0.000112965114,0.00002946458],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012906202,0.00082541595,0.0007595507,0.0010276193,0.00037670808,0.0009783146,0.0007335865,0.0010726035,0.0016435949],"category_scores_gemma":[0.0027261921,0.00029122786,0.0008225557,0.000661415,0.0013780324,0.0014638591,0.0014341795,0.0021361287,0.00070259743],"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":[0.000092731854,0.000054409953,0.001171345,0.00088662026,0.00007660618,0.00015352998,0.00035053524,0.13738365,0.019070676,0.68466574,0.0028090116,0.15328509],"study_design_scores_gemma":[0.000011868627,0.00006238585,0.00030497962,0.000103740436,0.00001759479,0.00016020263,0.000045403645,0.76615053,0.0060677635,0.21135561,0.015686926,0.000033012926],"about_ca_topic_score_codex":0.0005474681,"about_ca_topic_score_gemma":0.00046067795,"teacher_disagreement_score":0.0016435949,"about_ca_system_score_codex":0.0006052635,"about_ca_system_score_gemma":0.0007142213,"threshold_uncertainty_score":0.0068255067},"labels":[],"label_agreement":null},{"id":"W7163682816","doi":"10.13182/t130-32213","title":"Relaxation of Quasi-Static Approach via Polynomial Interpolation in the Predictor Corrector Quasi-Static Method","year":2020,"lang":"","type":"article","venue":"Transactions of the American Nuclear Society","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Predictor–corrector method; Relaxation (psychology); Polynomial; Interpolation (computer graphics); Polynomial interpolation; Linear interpolation","score_opus":0.0490701655524008,"score_gpt":0.3312509777917575,"score_spread":0.2821808122393567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7163682816","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01010108,0.00026018824,0.9826555,0.00025548734,0.00019041296,0.000034651057,0.00006797035,0.00015938969,0.0062752473],"genre_scores_gemma":[0.49787068,0.00085132493,0.47539136,0.0004705758,0.0003258556,0.0002948083,0.00035369335,0.00050207245,0.023939664],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99952686,0.00017761179,0.000020538206,0.00005930635,0.0001595263,0.00005613974],"domain_scores_gemma":[0.999231,0.0002789706,0.00005730717,0.00013728277,0.00023788367,0.000057598492],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00094287284,0.0005820892,0.00091913185,0.00050518324,0.0007230303,0.0010928535,0.0016994858,0.0011426449,0.0056119994],"category_scores_gemma":[0.002311358,0.00043998403,0.0005834873,0.0005320431,0.0011160537,0.0015669529,0.0016366123,0.0018855123,0.0009496545],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032077474,0.00018014383,0.00087501,0.00040566744,0.000068644535,0.00024819458,0.00019403968,0.54723716,0.009933718,0.37908104,0.004247612,0.057208024],"study_design_scores_gemma":[0.0000073008264,0.000017850296,0.000047558362,0.000008429044,0.0000037466455,0.000012188305,0.000009113796,0.9891222,0.0005948833,0.009117078,0.0010538779,0.0000058469477],"about_ca_topic_score_codex":0.0045465995,"about_ca_topic_score_gemma":0.0040862975,"teacher_disagreement_score":0.0056119994,"about_ca_system_score_codex":0.0006198203,"about_ca_system_score_gemma":0.0017786362,"threshold_uncertainty_score":0.018773973},"labels":[],"label_agreement":null},{"id":"W86299341","doi":"10.1137/9780898719987","title":"A First Course in Numerical Methods","year":2011,"lang":"en","type":"book","venue":"Society for Industrial and Applied Mathematics eBooks","topic":"Iterative Methods for Nonlinear Equations","field":"Mathematics","cited_by":119,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Course (navigation); Computer science; Engineering; Aerospace engineering","score_opus":0.24665744436878534,"score_gpt":0.40044038008093913,"score_spread":0.1537829357121538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W86299341","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0037965283,0.02998204,0.28127986,0.024467552,0.035591424,0.0005200014,0.0029902693,0.005675876,0.6156965],"genre_scores_gemma":[0.02237304,0.025646316,0.12386165,0.007896745,0.00894531,0.00072581175,0.003374841,0.0026743927,0.80450195],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99846965,0.0001986224,0.00007258694,0.00028474446,0.0008591697,0.000115199866],"domain_scores_gemma":[0.99820745,0.0006077219,0.00008253565,0.00019388898,0.0007329733,0.00017532303],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010309411,0.0017531109,0.0018619524,0.0009078506,0.0010607808,0.0031567223,0.0013959057,0.0022352545,0.13982038],"category_scores_gemma":[0.0048056846,0.00069848425,0.0017418367,0.0012854162,0.0009802305,0.002753944,0.0024916017,0.0053998064,0.103524685],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007433161,0.00012528284,0.00041458174,0.00067318033,0.000026075637,0.00021279362,0.00029893,0.0030007234,0.0027570718,0.06121311,0.7124759,0.21872795],"study_design_scores_gemma":[0.000016673908,0.00008634226,0.00035948833,0.00039119562,0.000009322705,0.00025730935,0.00008304602,0.0022399751,0.0008178277,0.029459374,0.96626127,0.00001809934],"about_ca_topic_score_codex":0.000573985,"about_ca_topic_score_gemma":0.00092415966,"teacher_disagreement_score":0.13982038,"about_ca_system_score_codex":0.0013023615,"about_ca_system_score_gemma":0.0019111326,"threshold_uncertainty_score":0.46774578},"labels":[],"label_agreement":null}]}