{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002788475,0.0003591997,0.0003167626,0.0004349335,0.0009490563,0.0007835804,0.0003646859,0.00008960153,0.0002246874],"category_scores_gemma":[0.0004556176,0.0003525345,0.00008992295,0.000445678,0.0003326872,0.001757958,0.0006486683,0.0001417489,0.000008271052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00113649,"about_ca_system_score_gemma":0.0003259033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001047408,"about_ca_topic_score_gemma":0.0000244258,"domain_scores_codex":[0.9971657,0.00005687424,0.0004526993,0.0008460318,0.0003422012,0.001136527],"domain_scores_gemma":[0.9966012,0.000140485,0.000236812,0.0006079841,0.002372396,0.00004108388],"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":[0.0004159095,0.0004851781,0.02281992,0.00744383,0.000169245,0.00003904716,0.0006632447,0.0005456005,0.00001145766,0.8791773,0.04535148,0.04287776],"study_design_scores_gemma":[0.002302661,0.0001694431,0.0286578,0.000005822036,0.0001556809,0.000002099563,0.08022115,0.008749402,0.0002875222,0.4471343,0.4316095,0.0007045686],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1746268,0.00008636662,0.7715626,0.008547349,0.0003218078,0.01508044,0.000004140794,0.0007532039,0.02901729],"genre_scores_gemma":[0.9813059,0.00000218493,0.01280557,0.001077403,0.001004139,0.001227829,0.0000571628,0.00006237189,0.002457431],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8066791,"threshold_uncertainty_score":0.9998927,"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."}}