{"id":"W2049367060","doi":"10.1145/1356052.1356056","title":"Algorithm 874","year":2008,"lang":"en","type":"article","venue":"ACM Transactions on Mathematical Software","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Saint Mary's University; University of Saskatchewan","funders":"","keywords":"Computer science; Solver; Discretization; Algorithm; Method of lines; Source lines of code; Runge–Kutta methods; Software; Mathematical optimization; Numerical analysis; Applied mathematics; Mathematics; Differential equation; Differential algebraic equation; Ordinary differential equation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008511252,0.0002199059,0.0002820936,0.00008603121,0.0001725069,0.00001211762,0.0003011005,0.0001010593,0.0005846539],"category_scores_gemma":[0.0003624236,0.0002036704,0.0001285149,0.0003085057,0.0001120318,0.0001157803,0.00000650932,0.0003335395,0.0007418647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007444729,"about_ca_system_score_gemma":0.00001247101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.975906e-7,"about_ca_topic_score_gemma":5.504392e-8,"domain_scores_codex":[0.9988256,0.00002831558,0.0003408295,0.0001951889,0.0003397815,0.000270342],"domain_scores_gemma":[0.9977354,0.001528745,0.00002618615,0.0005070593,0.00005621961,0.0001463441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003638866,0.0002308224,0.00000200043,0.0001425424,0.00006023407,0.00002432263,0.0004560428,0.07352518,0.00002319155,0.0003221669,0.00005909383,0.9251508],"study_design_scores_gemma":[0.0002482578,0.00006423674,0.00002953913,0.00006860606,0.00002661646,0.0001809093,0.00007273077,0.03420364,0.001089341,0.9626414,0.001029769,0.0003449155],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0009417463,0.00006485202,0.9971432,0.00007669172,0.0001552903,0.0001728542,0.00002305724,0.00123067,0.0001916461],"genre_scores_gemma":[0.004583769,0.00005290641,0.9948574,0.00007715682,0.00004618507,0.00007416929,0.000002571659,0.00006950006,0.0002363901],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9623193,"threshold_uncertainty_score":0.9535417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03781258348387305,"score_gpt":0.2837174151770318,"score_spread":0.2459048316931587,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}