{"id":"W2116603383","doi":"10.1504/ijpse.2012.051035","title":"Modular design of heat exchanger networks","year":2012,"lang":"en","type":"article","venue":"International Journal of Process Systems Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Heat exchanger; Modular design; Computer science; Convergence (economics); Mathematical optimization; Engineering; Mechanical engineering; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004003658,0.0005314086,0.0003471861,0.0003093168,0.0002650197,0.0004104467,0.0007358968,0.0004434784,0.002391645],"category_scores_gemma":[0.0006970941,0.0002616235,0.000428432,0.0002166915,0.0003692243,0.0005878387,0.00057323,0.0003642715,0.0003582728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005282075,"about_ca_system_score_gemma":0.0004723227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004162042,"about_ca_topic_score_gemma":0.0008094357,"domain_scores_codex":[0.9997661,0.00007560085,0.000009129849,0.00005342947,0.00006192208,0.00003382046],"domain_scores_gemma":[0.9997916,0.00006515092,0.00004928996,0.00002986532,0.00004554014,0.00001858357],"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":[0.00008466391,0.00003874544,0.0006837536,0.0001581937,0.00003467612,0.00006748431,0.00004752527,0.8843989,0.03438481,0.02780996,0.0005970076,0.05169427],"study_design_scores_gemma":[0.00002102432,0.0001714364,0.0003321051,0.00001454467,0.00002015685,0.00004113473,0.00001378352,0.9763544,0.01094721,0.008377443,0.003697074,0.000009735289],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07288092,0.0002436079,0.9160642,0.00008295411,0.00005527943,0.00007913778,0.00007562536,0.0003736106,0.0101446],"genre_scores_gemma":[0.8017067,0.0002572011,0.1945417,0.00003424508,0.00002491641,0.0001977725,0.0000799317,0.00005093697,0.003106534],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002391645,"threshold_uncertainty_score":0.008000791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01360393408107544,"score_gpt":0.2287483117392867,"score_spread":0.2151443776582113,"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."}}