{"id":"W2897945530","doi":"10.3390/su10103604","title":"Design for Sustainable Manufacturing: Approach, Implementation, and Assessment","year":2018,"lang":"en","type":"article","venue":"Sustainability","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sustainability; Process (computing); Product (mathematics); Work (physics); Sustainable development; Manufacturing engineering; Process management; Sustainable design; Computer science; Risk analysis (engineering); Systems engineering; Engineering; Business","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01138469,0.00103222,0.0005241453,0.002730962,0.001655659,0.007269805,0.002334207,0.002650506,0.003657441],"category_scores_gemma":[0.007296983,0.000839144,0.0006023538,0.002621137,0.004244011,0.004385504,0.004097222,0.001964308,0.001002554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005632802,"about_ca_system_score_gemma":0.0108597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002473243,"about_ca_topic_score_gemma":0.003514171,"domain_scores_codex":[0.9847112,0.009031772,0.0006203773,0.0005323952,0.004639097,0.0004651705],"domain_scores_gemma":[0.9947049,0.002297331,0.0004715862,0.0005931041,0.001664658,0.0002683726],"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":[0.00003290885,0.0003981499,0.003160555,0.001924733,0.00006032033,0.000167607,0.003909175,0.02594325,0.003061403,0.5892993,0.004884358,0.3671582],"study_design_scores_gemma":[0.0000655972,0.0006312474,0.003706885,0.003215796,0.00008266751,0.0004941222,0.008915409,0.04740095,0.007666241,0.5233238,0.404357,0.0001402207],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01119956,0.005248828,0.8631569,0.007686316,0.0001566882,0.001867982,0.0001191339,0.0003584341,0.1102061],"genre_scores_gemma":[0.139042,0.006509316,0.8394791,0.0005961208,0.00006361934,0.001784692,0.0001437328,0.0001084019,0.01227298],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01138469,"threshold_uncertainty_score":0.06020874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02050471090167084,"score_gpt":0.2970264335893788,"score_spread":0.276521722687708,"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."}}