{"id":"W2067365208","doi":"10.1002/cjce.20265","title":"Comparison of stochastic methods with respect to performance and reliability of low‐temperature gas separation processes","year":2010,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Simulated annealing; Convergence (economics); Reliability (semiconductor); Genetic algorithm; Mathematical optimization; Computer science; Process (computing); Stochastic optimization; Work (physics); Materials science; Mathematics; Thermodynamics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002076182,0.00007665822,0.0001712323,0.00009019133,0.00001920762,0.00001756582,0.0001040085,0.00005410826,0.000007107104],"category_scores_gemma":[0.0004118457,0.00005324676,0.0000144,0.0002308956,0.00003758648,0.000118138,0.000003223436,0.0002972161,1.055817e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003300534,"about_ca_system_score_gemma":0.0001551699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002431049,"about_ca_topic_score_gemma":0.0001284371,"domain_scores_codex":[0.999525,0.000005484869,0.0002440973,0.00004500791,0.00008939907,0.00009101419],"domain_scores_gemma":[0.9993768,0.00006283073,0.00006039166,0.00007966167,0.0002853199,0.0001349904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001445361,0.000002781489,0.0001089264,0.0001797908,0.000007365329,1.267195e-7,0.0006462453,0.7035381,0.2952147,0.0000309275,0.00003395117,0.0002226774],"study_design_scores_gemma":[0.00009482613,0.00005192426,0.0001877833,0.0001469929,0.00001271132,0.00001780426,0.00001947336,0.2537509,0.7456049,0.00001182763,0.00003702198,0.00006388719],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710176,0.00009946171,0.02861137,0.00008435079,0.000069758,0.00006161855,0.000002314278,0.000008192936,0.00004536022],"genre_scores_gemma":[0.9871367,0.000001762255,0.01280593,0.00000584182,0.00003445458,0.000001896681,0.000001002533,0.00001017321,0.000002244657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4503902,"threshold_uncertainty_score":0.217134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00731711492398302,"score_gpt":0.2643046860396963,"score_spread":0.2569875711157132,"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."}}