{"id":"W2015343488","doi":"10.1177/1063293x11424513","title":"Systematic Lifecycle Design for Sustainable Product Development","year":2011,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Key Technologies Research and Development Program; Natural Science Foundation of Guangdong Province","keywords":"Product design specification; Product lifecycle; Design review (U.S. government); New product development; Product (mathematics); Quality (philosophy); Product design; Systems engineering; Process (computing); Engineering; Risk analysis (engineering); Sustainable development; Process management; Computer science; Operations management; Business; Product testing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001011597,0.0003006191,0.0003380927,0.0004353065,0.0001716702,0.0002307427,0.000386891,0.00003797651,0.00006293858],"category_scores_gemma":[0.0007235306,0.0002940512,0.00008396397,0.0004375221,0.00001523774,0.0008997531,0.0002415294,0.00008822126,0.0001102171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001941864,"about_ca_system_score_gemma":0.00004786746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000246123,"about_ca_topic_score_gemma":7.365462e-7,"domain_scores_codex":[0.9981831,0.00000865667,0.000461491,0.0003876993,0.0002259289,0.0007331806],"domain_scores_gemma":[0.999078,0.0000740851,0.0001678626,0.0003219406,0.0003317534,0.00002636777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009944744,0.0006489665,0.001145781,0.4710293,0.000968883,0.0002228225,0.002830397,0.03723234,0.0002723933,0.4559866,0.022525,0.007038059],"study_design_scores_gemma":[0.005149606,0.0001194768,0.002570004,0.008772904,0.001112198,0.00001168024,0.01342199,0.4657801,0.007027245,0.003334544,0.4880443,0.004655969],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008379614,0.001757212,0.9768463,0.00007880943,0.001434916,0.007277477,4.802463e-7,0.001030577,0.003194627],"genre_scores_gemma":[0.9869356,0.000003362746,0.00826449,0.0001271681,0.0006592548,0.002092628,0.00001739649,0.00009980052,0.001800313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.978556,"threshold_uncertainty_score":0.9999512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03028807114681229,"score_gpt":0.2006270368169576,"score_spread":0.1703389656701454,"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."}}