{"id":"W2162513761","doi":"10.1145/1039813.1039817","title":"BACOL","year":2004,"lang":"en","type":"article","venue":"ACM Transactions on Mathematical Software","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University; Dalhousie University","funders":"","keywords":"Computer science; Computation; Solver; Discretization; A priori and a posteriori; Software; Spline (mechanical); Algorithm; Fortran; Computational science; Mathematical optimization; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008592063,0.0001955415,0.0002294513,0.00007446638,0.00009825859,0.00002293003,0.0002796481,0.00009048099,0.0003931932],"category_scores_gemma":[0.0003804063,0.0001801122,0.0001097997,0.0002791141,0.00006103727,0.0001098626,0.000005293267,0.0002890901,0.0008428495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000131436,"about_ca_system_score_gemma":0.00001323688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.510033e-7,"about_ca_topic_score_gemma":2.432542e-7,"domain_scores_codex":[0.9990011,0.00001567298,0.0002974282,0.0001682635,0.0002728266,0.000244672],"domain_scores_gemma":[0.9984074,0.0009565692,0.00002168006,0.0004458906,0.00003694166,0.0001314909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005505863,0.0002072459,8.482796e-7,0.0002372928,0.0000491798,0.000007664326,0.0001903886,0.7430242,0.0001112755,0.003936124,0.000008744928,0.2522216],"study_design_scores_gemma":[0.0002805564,0.00005074605,0.00001363975,0.00009672294,0.00002196057,0.00002442422,0.0000308711,0.00187284,0.002884605,0.9942682,0.0002465827,0.0002088876],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001738589,0.00002268884,0.9961827,0.0001858227,0.0001678672,0.0002183937,0.00001315589,0.001152059,0.000318753],"genre_scores_gemma":[0.0306005,0.000009061177,0.9690253,0.0001235285,0.00003104505,0.00008926888,0.000001515947,0.00006080745,0.00005896544],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9903321,"threshold_uncertainty_score":0.9999351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02618123241969983,"score_gpt":0.289979131187966,"score_spread":0.2637978987682662,"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."}}