{"id":"W3043566476","doi":"10.1002/cjce.23857","title":"Experimental methods in chemical engineering: Process simulation","year":2020,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Process (computing); Exploit; Exergy; Computer science; Industrial engineering; Heat exchanger; Process engineering; Process simulation; Software; Mechanical engineering; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01488686,0.0008889125,0.000989068,0.00229929,0.0007497958,0.003100306,0.001705384,0.001795622,0.01351837],"category_scores_gemma":[0.03243073,0.0005953824,0.0008806452,0.003271648,0.004858215,0.003091687,0.002525918,0.001957656,0.001601676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002287953,"about_ca_system_score_gemma":0.003518453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001803898,"about_ca_topic_score_gemma":0.0009201119,"domain_scores_codex":[0.9880999,0.008194459,0.0005192849,0.0008550838,0.002176342,0.0001548078],"domain_scores_gemma":[0.9692822,0.02508253,0.001172671,0.002979267,0.001227514,0.000255821],"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":[0.0002441456,0.0005567415,0.003409789,0.003501786,0.0002446902,0.0001258419,0.0004633238,0.04772466,0.004391055,0.7468468,0.008021058,0.1844701],"study_design_scores_gemma":[0.0003891883,0.0007740287,0.003634889,0.001533842,0.0001500485,0.0001952925,0.0006240531,0.1771598,0.010151,0.6333682,0.1718676,0.0001520061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00974985,0.006380146,0.9504533,0.002428888,0.001166074,0.0007836436,0.000520377,0.0007007183,0.02781706],"genre_scores_gemma":[0.2457301,0.01171521,0.7250032,0.001168265,0.0009883337,0.005140657,0.0008230352,0.0003516621,0.009079491],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01488686,"threshold_uncertainty_score":0.07873017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01818830950233628,"score_gpt":0.2731551538230252,"score_spread":0.2549668443206889,"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."}}