{"meta":{"query_hash":"2f581f0d8a83","filters":{"venue":"Journal of Modern Methods in Numerical Mathematics"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/2f581f0d8a83","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Modern+Methods+in+Numerical+Mathematics"},"results":[{"id":"W2479033577","doi":"10.20454/jmmnm.2016.1057","title":"On variable step highly stable 4-stage Hermite-Birkhoff solvers for stiff ODEs","year":2016,"lang":"en","type":"article","venue":"Journal of Modern Methods in Numerical Mathematics","topic":"Numerical methods for differential 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 Ottawa","funders":"","keywords":"Mathematics; Runge–Kutta methods; Lagrange polynomial; Backward differentiation formula; Ordinary differential equation; Ode; Applied mathematics; Basis (linear algebra); Variable (mathematics); Interval (graph theory); Interpolation (computer graphics); Eigenvalues and eigenvectors; Mathematical analysis; Differential equation; Polynomial; Combinatorics; Collocation method; Geometry","score_opus":0.10896606822037502,"score_gpt":0.4297133943308735,"score_spread":0.3207473261104985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2479033577","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0060124393,0.00007675649,0.9912471,0.00046248603,0.0006324615,0.0006479456,0.000055498313,0.000066215165,0.0007990733],"genre_scores_gemma":[0.0044940296,0.000033141077,0.9933565,0.00012389393,0.00018365076,0.00006108965,9.0233834e-7,0.00014616242,0.0016006297],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9946752,0.0010454913,0.002221454,0.00040728558,0.0008884074,0.000762118],"domain_scores_gemma":[0.97043645,0.026423702,0.0016363163,0.0007089595,0.00045641535,0.00033813398],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0057366495,0.00048977823,0.0015923913,0.00044668876,0.00013067583,0.0000828817,0.0007742156,0.00028717148,0.00028986786],"category_scores_gemma":[0.021257678,0.00031414293,0.0005142137,0.00055107486,0.00013927105,0.0003685486,0.00013039536,0.00055046857,0.00001146976],"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":[0.00076242234,0.0041143536,0.00007517475,0.0012127577,0.000555216,0.00003125247,0.0013618594,0.0011096285,0.06998983,0.55249196,0.001480931,0.3668146],"study_design_scores_gemma":[0.0021227773,0.0006244362,0.000012945197,0.0006649103,0.0001984386,0.000023287428,0.00014014702,0.027707046,0.0075765555,0.9586324,0.0018892585,0.00040776716],"about_ca_topic_score_codex":0.00000534325,"about_ca_topic_score_gemma":0.0000012930075,"teacher_disagreement_score":0.40614048,"about_ca_system_score_codex":0.00044401485,"about_ca_system_score_gemma":0.00019742463,"threshold_uncertainty_score":0.99993104},"labels":[],"label_agreement":null},{"id":"W2595413241","doi":"10.20454/jmmnm.2017.1130","title":"On contractivity-preserving 2- and 3-step predictor-corrector series for ODEs","year":2017,"lang":"en","type":"article","venue":"Journal of Modern Methods in Numerical Mathematics","topic":"Numerical methods for differential 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 Ottawa","funders":"","keywords":"Mathematics; Derivative (finance); Series (stratigraphy); Order (exchange); Second derivative; Energy (signal processing); Basis (linear algebra); Function (biology); Interval (graph theory); Mathematical analysis; Combinatorics; Geometry; Statistics","score_opus":0.13389026754562278,"score_gpt":0.4693661764965038,"score_spread":0.33547590895088103,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2595413241","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.044853624,0.00010208945,0.9529127,0.00065466715,0.00057828944,0.0004769109,0.000016292099,0.000026814412,0.00037860696],"genre_scores_gemma":[0.05312711,0.000040525843,0.9463376,0.000037373073,0.00020024939,0.000038870687,3.684666e-7,0.00006961635,0.000148284],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9969564,0.0006588337,0.0012330047,0.0002666305,0.0004941794,0.0003909696],"domain_scores_gemma":[0.981945,0.0149244005,0.0019101205,0.0007359413,0.00026829293,0.00021629441],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00414401,0.00032237635,0.0012357766,0.00020572307,0.00031393822,0.00022657283,0.0007342521,0.00019633675,0.0000329931],"category_scores_gemma":[0.055370845,0.00024972312,0.0002910174,0.00008757069,0.00019102482,0.00056331395,0.00021151954,0.00062383036,8.9306985e-7],"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":[0.0015289979,0.0038756905,0.0015040105,0.002503113,0.0007554012,0.00005486745,0.005596379,0.00020606886,0.025983045,0.28755894,0.0006794311,0.669754],"study_design_scores_gemma":[0.001103108,0.0004821675,0.00060820085,0.00044052766,0.0001595742,0.00006765005,0.00015724497,0.052837294,0.0023705945,0.94138384,0.00015287979,0.00023694214],"about_ca_topic_score_codex":0.000006495004,"about_ca_topic_score_gemma":0.000005515763,"teacher_disagreement_score":0.6695171,"about_ca_system_score_codex":0.00010728232,"about_ca_system_score_gemma":0.00006409186,"threshold_uncertainty_score":0.9999955},"labels":[],"label_agreement":null}]}