{"id":"W2291318941","doi":"10.1145/2714570","title":"Algorithm 956","year":2016,"lang":"en","type":"article","venue":"ACM Transactions on Mathematical Software","topic":"Model Reduction and Neural Networks","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada; Compute Canada","keywords":"Computation; Computer science; Redundancy (engineering); Algorithm; Convergence (economics); Continuation; Predictor–corrector method; Nonlinear system; Mathematical optimization; Iterative method; Underdetermined system; Speedup; Mathematics; Applied mathematics; Parallel computing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007331214,0.001626044,0.001075424,0.00146234,0.001282062,0.002902011,0.002298397,0.00170055,0.1356447],"category_scores_gemma":[0.004202,0.0004922429,0.001117512,0.001438543,0.0006394318,0.001739746,0.002439739,0.001515048,0.0583637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001126237,"about_ca_system_score_gemma":0.002976723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00282572,"about_ca_topic_score_gemma":0.003657982,"domain_scores_codex":[0.9989582,0.0001599985,0.00008379242,0.0003974087,0.0002356174,0.0001648863],"domain_scores_gemma":[0.9991437,0.0002173167,0.00004023982,0.0002413231,0.0003105899,0.00004674414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005698635,0.0002093558,0.002005679,0.0005568888,0.0001313776,0.0002345375,0.000158043,0.05843795,0.003401352,0.1029322,0.1348927,0.6964701],"study_design_scores_gemma":[0.0005327126,0.0001916449,0.0007736167,0.0002168064,0.00009072445,0.0006568981,0.000284449,0.4613896,0.009080124,0.2495375,0.2771666,0.0000793636],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.009177006,0.0006208667,0.9024181,0.00103865,0.0006536271,0.000948777,0.004931506,0.01150187,0.06870953],"genre_scores_gemma":[0.09613299,0.0005060676,0.7938154,0.0009125607,0.0001998916,0.001731144,0.01354903,0.004099611,0.08905329],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1356447,"threshold_uncertainty_score":0.4537766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01937358525776292,"score_gpt":0.2579117629212377,"score_spread":0.2385381776634748,"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."}}