{"id":"W4391611810","doi":"10.1002/cjce.25202","title":"Sustainable process design for heat exchanger network considering inherent safety and process economics","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inherent safety; SAFER; Process (computing); Process safety; Process design; Heat exchanger; Risk analysis (engineering); Computer science; Work in process; Engineering; Process integration; Reliability engineering; Process engineering; Operations management; Business; Computer security; Mechanical engineering","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":[0.0002631827,0.0001210498,0.0001531238,0.0000935209,0.00006301485,0.0001722174,0.0001064634,0.00006680177,0.00001348637],"category_scores_gemma":[0.00008941004,0.00009855047,0.00003619405,0.0001383017,0.00002385292,0.0002479297,0.000004125537,0.0002137293,4.004959e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002158526,"about_ca_system_score_gemma":0.0002778489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002219673,"about_ca_topic_score_gemma":0.00003797196,"domain_scores_codex":[0.9993482,0.000003828827,0.0002467931,0.00007314119,0.00004492536,0.0002831755],"domain_scores_gemma":[0.999526,0.00008917467,0.00001862519,0.00005004842,0.0001143231,0.0002018296],"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":[0.00001001085,6.523618e-7,0.000002085206,0.0004346593,0.00003740204,0.000005006315,0.0005631618,0.9966305,0.000271837,0.00126822,0.0003140562,0.0004623819],"study_design_scores_gemma":[0.0001392583,0.00001848138,8.346657e-7,0.0002252738,0.00002455939,0.0000859963,0.0000869269,0.9809332,0.01357857,0.001162561,0.003611781,0.0001324966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1455377,0.02146922,0.8283319,0.001747547,0.001171486,0.0009167339,0.00001361638,0.0002402219,0.000571509],"genre_scores_gemma":[0.9982008,0.0000609751,0.001323234,0.00004180491,0.0002825063,0.00001776312,0.00000221994,0.00003941949,0.00003123712],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8526631,"threshold_uncertainty_score":0.4018772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01234146290100844,"score_gpt":0.2050682666853502,"score_spread":0.1927268037843418,"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."}}