{"id":"W2805817685","doi":"10.1002/cjce.23250","title":"Recent progress and challenges in process optimization: Review of recent work at ECUST","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Process (computing); Process optimization; Computer science; Chemical process; Process control; Management science; Work in process; Automation; Hierarchy; Process development; Work (physics); Biochemical engineering; Risk analysis (engineering); Operations research; Process management; Engineering; Operations management; Business; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003081689,0.001007338,0.001352413,0.002738463,0.0004414282,0.002616973,0.00113166,0.001596313,0.002257498],"category_scores_gemma":[0.003751972,0.0006278968,0.0009290499,0.006603368,0.001189197,0.003074965,0.001208296,0.001494324,0.0007025774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001109495,"about_ca_system_score_gemma":0.001661182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002202116,"about_ca_topic_score_gemma":0.001822978,"domain_scores_codex":[0.9987937,0.0002958763,0.0001597077,0.0002688266,0.0003914009,0.00009056073],"domain_scores_gemma":[0.9955,0.002773839,0.0004101815,0.0001470818,0.0009989135,0.0001700761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000151982,0.0001599207,0.001130204,0.01624811,0.0002012868,0.0001692119,0.000248709,0.00932721,0.001580836,0.018958,0.01147132,0.9403531],"study_design_scores_gemma":[0.00003719095,0.0005929861,0.003782838,0.009717202,0.0004033801,0.0008821385,0.0008433828,0.009700664,0.004365133,0.01957732,0.9499363,0.0001614845],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008411597,0.9950277,0.001956209,0.0006479141,0.0001905048,0.000003789949,0.000009588977,0.00001325363,0.001309828],"genre_scores_gemma":[0.01006527,0.9863268,0.002080918,0.0003135927,0.0006513777,0.000006977524,0.00003401071,0.00001319244,0.0005079715],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003081689,"threshold_uncertainty_score":0.01629776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02636392701136087,"score_gpt":0.2283136920590264,"score_spread":0.2019497650476656,"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."}}