{"id":"W2164666791","doi":"10.1017/jfm.2011.498","title":"On the cost efficiency of mixing optimization","year":2011,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Quantum chaos and dynamical systems","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fourier transform; Computer science; Fourier sine and cosine series; Mixing (physics); Fourier series; Optimization problem; Mathematical optimization; Sine; Mathematics; Control theory (sociology); Mathematical analysis; Algorithm; Fourier analysis; Physics; Geometry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003793283,0.00006480672,0.0001454872,0.00003693276,0.00004582855,0.000009598577,0.0001606096,0.00002213719,0.0002968814],"category_scores_gemma":[0.00002024823,0.00003774077,0.0001124042,0.00009368944,0.000008510403,0.00005106054,0.00001609727,0.0001094848,0.000004317902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001251331,"about_ca_system_score_gemma":0.00002980629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001469395,"about_ca_topic_score_gemma":1.654472e-7,"domain_scores_codex":[0.9993014,0.00004184917,0.0003323495,0.00004921333,0.0001796492,0.00009556264],"domain_scores_gemma":[0.9993117,0.00007023036,0.0003396667,0.0001056508,0.0001292527,0.00004346861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006117213,0.000287075,0.0001186971,0.000009681458,0.0000606664,0.000001946975,0.0005011169,0.01964773,0.007270845,0.97028,0.0003400815,0.001420967],"study_design_scores_gemma":[0.0006503969,0.0006324417,0.00003475691,0.0002001963,0.00005924672,0.000007623322,0.0007833889,0.9361995,0.0248809,0.03621353,0.0001965011,0.000141537],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1919364,0.00003384348,0.8046456,0.00005254176,0.0003864697,0.0001004934,0.000005042536,0.000002529342,0.002837057],"genre_scores_gemma":[0.9990526,0.000004158903,0.0007850214,0.00002392895,0.000104795,0.000001076606,5.69842e-7,0.000007013613,0.00002083894],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9340665,"threshold_uncertainty_score":0.3250643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02161145060414417,"score_gpt":0.2218605541713345,"score_spread":0.2002491035671904,"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."}}