{"id":"W2045811671","doi":"10.1007/s12532-014-0067-x","title":"Optimization of algorithms with OPAL","year":2014,"lang":"en","type":"article","venue":"Mathematical Programming Computation","topic":"Advanced Optimization Algorithms Research","field":"Mathematics","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Group for Research in Decision Analysis","funders":"","keywords":"Theory of computation; Computer science; Algorithm; Parallel computing","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":[0.0006478122,0.0001809958,0.0003461493,0.0001591429,0.00009714557,0.0000594326,0.0001615439,0.0000789645,0.00006645242],"category_scores_gemma":[0.0008800981,0.0001458668,0.00005574652,0.0005031053,0.0001644935,0.0001821942,0.00005531149,0.0001475497,0.00001453634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004402579,"about_ca_system_score_gemma":0.0000278392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001651959,"about_ca_topic_score_gemma":6.063954e-7,"domain_scores_codex":[0.9981503,0.0001294715,0.0005185714,0.0002696918,0.0006437173,0.0002882237],"domain_scores_gemma":[0.9981276,0.0008285198,0.0002706725,0.0002373549,0.0004274275,0.0001083563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005784801,0.0006691723,0.00004688703,0.0007329526,0.00006295256,0.000003083702,0.0007462752,0.6457129,0.00002824575,0.1107945,0.00005458594,0.2410906],"study_design_scores_gemma":[0.0006644024,0.0002718766,0.000008000239,0.0001069035,0.00002764881,0.00001586631,0.00009392016,0.8927227,0.000205304,0.1056377,0.00008594315,0.0001598124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001925808,0.000005298952,0.9953927,0.0001037687,0.00002661023,0.0005971025,0.000001253362,0.0002206495,0.001726778],"genre_scores_gemma":[0.09526724,9.690992e-7,0.9044411,0.00001120343,0.00004408633,0.0000497562,0.00002449153,0.00004771376,0.0001134661],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2470098,"threshold_uncertainty_score":0.5948274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04018985705435785,"score_gpt":0.3494476894717266,"score_spread":0.3092578324173688,"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."}}