{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003264052,0.001899511,0.0005135075,0.002361045,0.001541202,0.007798724,0.00341083,0.002799248,0.009379091],"category_scores_gemma":[0.003018318,0.0008213514,0.001224697,0.00115677,0.004297839,0.003811389,0.004975761,0.002778852,0.00242842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005175812,"about_ca_system_score_gemma":0.007345819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002774871,"about_ca_topic_score_gemma":0.003819664,"domain_scores_codex":[0.9978052,0.0009898111,0.0001175018,0.0002893662,0.0005907997,0.0002073194],"domain_scores_gemma":[0.9983908,0.0007757616,0.000121655,0.0001668648,0.0003625767,0.0001824096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001102915,0.0001117686,0.0004672547,0.0002958656,0.00001943473,0.0001468631,0.001086411,0.03182762,0.001213919,0.8820469,0.005731392,0.07704146],"study_design_scores_gemma":[0.00002321049,0.00006992316,0.0001913075,0.0004434861,0.00001924437,0.0001737391,0.001619802,0.05533587,0.002341833,0.6587469,0.2810112,0.00002352297],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005678087,0.001683874,0.8413025,0.01015961,0.0002717822,0.0004393524,0.0000909486,0.0004440882,0.1399298],"genre_scores_gemma":[0.1331447,0.003278702,0.7986588,0.001141883,0.0001721206,0.0009600018,0.0002403252,0.0003626865,0.06204075],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009379091,"threshold_uncertainty_score":0.03755331,"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."}}