{"id":"W4395068856","doi":"10.46254/eu04.20210382","title":"Using Aspen Plus to Simulate Pharmaceutical Processes – An Aspirin Case Study","year":2021,"lang":"en","type":"article","venue":"","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; McMaster University","funders":"","keywords":"Computer science; Aspirin; Process engineering; Engineering; Medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003316773,0.0002586352,0.0003460089,0.0002706643,0.0003730111,0.0009133489,0.0002276188,0.00005622381,0.00053279],"category_scores_gemma":[0.0001779868,0.0002314526,0.00006400499,0.002051983,0.00002101239,0.001528736,0.0003395843,0.0001405259,0.0001571298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003448137,"about_ca_system_score_gemma":0.0001514506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003019278,"about_ca_topic_score_gemma":0.002104416,"domain_scores_codex":[0.9982268,0.00001851733,0.0003629302,0.0006442664,0.0003587923,0.0003887292],"domain_scores_gemma":[0.9984171,0.00002885075,0.0000879688,0.0003492582,0.001062507,0.00005430113],"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":[0.000201079,0.004004904,0.04333836,0.002112873,0.0005476619,0.02716364,0.001306344,0.8697513,0.002315569,0.0008637493,0.0002470097,0.04814749],"study_design_scores_gemma":[0.001253547,0.00001797206,0.00008657404,0.00006461599,0.0006852057,0.0002510059,0.009525229,0.9831663,0.0003575208,0.0003033855,0.003636044,0.0006525916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781939,0.00008460059,0.0185783,0.0004435959,0.0001304591,0.0002388193,0.000001028435,0.0002586805,0.002070636],"genre_scores_gemma":[0.9947106,0.000001986068,0.001156753,0.002904124,0.0007874855,0.00001446798,0.00001412206,0.00004572728,0.0003647565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.113415,"threshold_uncertainty_score":0.9438362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1872368848476612,"score_gpt":0.3950897535855261,"score_spread":0.207852868737865,"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."}}