{"id":"W2012516939","doi":"10.1145/1028664.1028742","title":"Advancements in multicode optimization","year":2004,"lang":"en","type":"article","venue":"","topic":"Numerical Methods and Algorithms","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Java; Work (physics); Operating system; Engineering","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":[0.00006972393,0.00003588151,0.00004682733,0.00003235011,0.00001510642,0.00002362365,0.0001727228,0.000011379,0.00001300039],"category_scores_gemma":[0.00001946261,0.00002917265,0.000009860726,0.0002308062,0.000005933322,0.0002416356,0.00005309062,0.00002932274,0.00001582598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002561706,"about_ca_system_score_gemma":0.000009594999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003335804,"about_ca_topic_score_gemma":0.000001810825,"domain_scores_codex":[0.9996043,0.0000135445,0.00008087992,0.0001273608,0.00007282764,0.000101076],"domain_scores_gemma":[0.9998147,0.00001324752,0.00001371304,0.0001186454,0.00001080104,0.00002882398],"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":[9.486163e-7,0.0001095808,0.0001995894,0.000001713245,0.000001202411,0.000007650111,0.00009523041,0.6094544,0.0002269558,0.05661545,0.000003166869,0.3332841],"study_design_scores_gemma":[0.0007037663,0.00003947045,0.0007280888,0.000008958764,3.363131e-7,0.000001329831,0.000008512776,0.975073,0.00232796,0.0205675,0.0004441122,0.00009696832],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0003273444,0.00001223356,0.9972773,0.0005470123,0.000110128,0.00004611285,6.909141e-8,0.00004426977,0.001635504],"genre_scores_gemma":[0.01907477,0.000008650964,0.9804949,0.0003357234,0.000008423873,0.00000426903,2.088697e-7,0.000001696493,0.00007136214],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3656186,"threshold_uncertainty_score":0.1189626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01393749326547812,"score_gpt":0.2884942719769256,"score_spread":0.2745567787114475,"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."}}