{"id":"W1992277548","doi":"10.3390/su4020154","title":"Sustainable Manufacturing and Design: Concepts, Practices and Needs","year":2012,"lang":"en","type":"article","venue":"Sustainability","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":465,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sustainability; Profitability index; Sustainable design; Productivity; Business; Product (mathematics); Process (computing); Stewardship (theology); Product design; Process management; Design for the Environment; Manufacturing engineering; Engineering; Computer science; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00324691,0.0003542661,0.0003174974,0.0005013765,0.0005812368,0.0007159358,0.0002303506,0.0001159134,0.0001610445],"category_scores_gemma":[0.003111362,0.0003395477,0.00005022844,0.0005246368,0.0003297338,0.005176884,0.001054515,0.0002464132,0.00001628264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005242062,"about_ca_system_score_gemma":0.00009294748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002187346,"about_ca_topic_score_gemma":0.00000842113,"domain_scores_codex":[0.997502,0.00009809018,0.0003310958,0.0004562599,0.0003145749,0.001297978],"domain_scores_gemma":[0.9980866,0.0003310509,0.000429553,0.0004902303,0.0005843542,0.00007817242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003403306,0.0004025655,0.3170617,0.008913232,0.0001254601,0.0001249892,0.00323412,0.0001467377,0.00001573478,0.640343,0.007013974,0.0222782],"study_design_scores_gemma":[0.001120979,0.00004146661,0.09975956,0.00001743045,0.0002021572,0.00001292786,0.1840552,0.0006777206,0.0002082023,0.09820507,0.6148906,0.0008086752],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748652,0.001521321,0.002494184,0.005989411,0.0002180101,0.002397132,6.020786e-7,0.0003428409,0.01217133],"genre_scores_gemma":[0.9920658,0.00002099538,0.0004548399,0.001358853,0.0007265518,0.0001462286,0.000005914038,0.00004443328,0.005176418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6078766,"threshold_uncertainty_score":0.9999056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02045707390566549,"score_gpt":0.2730790142093177,"score_spread":0.2526219403036523,"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."}}