{"id":"W2019565232","doi":"10.1115/detc2003/dfm-48141","title":"Systematic Life Cycle Design for Sustainable Product Development","year":2003,"lang":"en","type":"article","venue":"","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Product lifecycle; Product design; Product (mathematics); New product development; Product design specification; Design review (U.S. government); Life-cycle assessment; Quality (philosophy); Process (computing); Design for the Environment; Systems engineering; Computer science; Risk analysis (engineering); Sustainable products; Sustainable development; Sustainable design; Manufacturing engineering; Process management; Engineering; Sustainability; Operations management; Business; Production (economics); 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":[0.002767688,0.0002908628,0.0003762319,0.0004326116,0.0004664486,0.0006367731,0.0003334519,0.00004314858,0.0003364394],"category_scores_gemma":[0.003114912,0.0002500022,0.00008345759,0.000699477,0.00002523713,0.00113179,0.0001512311,0.00006041137,0.0003463943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002115048,"about_ca_system_score_gemma":0.0001802474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006982297,"about_ca_topic_score_gemma":0.000006256122,"domain_scores_codex":[0.9977128,0.00003887429,0.0005504191,0.0004880341,0.0003457996,0.0008640703],"domain_scores_gemma":[0.9985278,0.0001389773,0.0002296557,0.0004594443,0.0006192614,0.0000248491],"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":[0.00005060716,0.0002718567,0.0003405497,0.1017358,0.0002591118,0.00004754501,0.0001668285,0.008505797,0.00001246169,0.7926069,0.09573632,0.0002662327],"study_design_scores_gemma":[0.00322124,0.00004259112,0.0003019193,0.0009646814,0.0004564506,0.000004436057,0.04247899,0.0209154,0.001152189,0.04804257,0.8804721,0.001947398],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008051957,0.0009828525,0.7724725,0.002135719,0.0006873363,0.02153135,2.414014e-7,0.001233489,0.1929045],"genre_scores_gemma":[0.8899592,0.0000022643,0.02953146,0.004655865,0.0004531773,0.003232941,0.0000144087,0.0001207044,0.07202996],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8819073,"threshold_uncertainty_score":0.9999952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01743247297358625,"score_gpt":0.2130839050280161,"score_spread":0.1956514320544299,"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."}}