{"id":"W2035962876","doi":"10.1002/cjce.5450790424","title":"On the use of heat belts for energy integration across many plants in the total site","year":2001,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Piping; Work (physics); Heat energy; Process integration; Environmental science; Process engineering; Computer science; Mechanical engineering; Engineering; Environmental 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":[0.0001867993,0.00008609758,0.0001008435,0.00006276353,0.00003902101,0.00005825104,0.0001721105,0.00005189091,0.000009635919],"category_scores_gemma":[0.000201608,0.00004666406,0.00005203806,0.0001394097,0.00002121617,0.0001280383,0.000002882414,0.0002069532,4.177479e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000096071,"about_ca_system_score_gemma":0.0000348967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003777882,"about_ca_topic_score_gemma":0.0009637689,"domain_scores_codex":[0.9994553,0.000009661132,0.0002293683,0.0000386405,0.0001034727,0.0001635943],"domain_scores_gemma":[0.9995443,0.0002130618,0.00003151579,0.00009336365,0.00005615653,0.00006163443],"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":[0.00001680751,0.000003838654,0.00000813057,0.000006699112,0.00001305247,0.000003000455,0.0009108821,0.9817106,0.01321488,0.002228814,0.001015507,0.0008678515],"study_design_scores_gemma":[0.0001988723,0.00002653493,0.0001032865,0.0001121973,0.0000061475,0.00007509123,0.00006345844,0.9581642,0.0392832,0.0001118612,0.001778653,0.00007645206],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.939224,0.0001498253,0.05924195,0.001006228,0.0001752699,0.00009377523,0.00002434705,0.00001021509,0.00007439851],"genre_scores_gemma":[0.9995465,0.00001479229,0.0001460265,0.0001757623,0.00007551763,0.000006659147,0.000006939018,0.00001266735,0.00001515483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06032249,"threshold_uncertainty_score":0.1902905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01742389735573353,"score_gpt":0.2035585215453149,"score_spread":0.1861346241895814,"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."}}