{"id":"W4401611008","doi":"10.18260/1-2-660.1113-48560","title":"STRATEGIES FOR CHEMICAL PROCESS DESIGN: A SUSTAINABILITY-BASED APPROACH","year":2024,"lang":"en","type":"article","venue":"","topic":"Process Optimization and Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Deliverable; Process (computing); Sustainability; Work in process; Process design; Engineering design process; Systems engineering; Engineering management; Engineering; Sustainable design; Computer science; Mechanical engineering; Operations management","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":[0.00008073251,0.00008270574,0.000064852,0.00005154787,0.00001774907,0.0001597745,0.00006067616,0.00005563577,0.0000305258],"category_scores_gemma":[0.00002950138,0.00006715655,0.00003038163,0.0001735284,0.00001580932,0.0002483564,0.000001909101,0.00005861598,0.000002113148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006343427,"about_ca_system_score_gemma":0.0001786343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.034817e-7,"about_ca_topic_score_gemma":2.086003e-7,"domain_scores_codex":[0.9995983,0.000004079939,0.00010039,0.0001227589,0.00005834888,0.0001161331],"domain_scores_gemma":[0.9997585,0.00003639171,0.000003485118,0.00005900708,0.0001156922,0.00002686411],"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":[0.0000108173,0.00001932619,6.057041e-7,0.0016251,0.00001001804,2.338208e-7,0.0002993856,0.9465637,0.0005974019,0.04575842,0.002901657,0.002213395],"study_design_scores_gemma":[0.00008275832,0.00001456431,1.013392e-7,0.000009540387,0.000005972625,5.92827e-7,0.0009688475,0.9698728,0.01801423,0.009713768,0.001227423,0.0000894507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0002398685,0.0001244596,0.9850606,0.000106411,0.00004312432,0.0003420343,0.000002324568,0.0009208982,0.01316032],"genre_scores_gemma":[0.9451264,0.000001561118,0.05425297,0.00003897398,0.00003313211,0.0003576951,0.00003554888,0.00002040893,0.0001332883],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9448866,"threshold_uncertainty_score":0.2738565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01719707195334928,"score_gpt":0.2718572279007285,"score_spread":0.2546601559473792,"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."}}