{"id":"W2144852474","doi":"10.24908/pceea.v0i0.3990","title":"INTEGRATED LIFE CYCLE DESIGN APPROACH FOR SUSTAINABLE PRODUCT DEVELOPMENT","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Quality Function Deployment in Product Design","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Product lifecycle; System lifecycle; Sustainable development; Product (mathematics); Systems engineering; Quality (philosophy); Product design specification; New product development; Process (computing); Product design; Product cost management; Sustainable design; Process management; Engineering; Risk analysis (engineering); Computer science; Business; Sustainability","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001662755,0.0001879631,0.0001792093,0.0004858951,0.0003237996,0.0002411197,0.0003892831,0.0000985044,0.0000549698],"category_scores_gemma":[0.004188127,0.0001796749,0.00006947499,0.0009114483,0.00001573646,0.0009344739,0.00003884652,0.0001497338,0.00001739651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001445946,"about_ca_system_score_gemma":0.001047185,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006815393,"about_ca_topic_score_gemma":0.0002656262,"domain_scores_codex":[0.9985822,0.000005049673,0.0003818525,0.0003000366,0.0002989446,0.0004319181],"domain_scores_gemma":[0.9973483,0.00002777127,0.0005065929,0.0001309926,0.001925302,0.00006104225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009152401,0.0008781257,0.07736333,0.004267846,0.0006307029,1.735728e-7,0.003960656,0.004801096,0.001459413,0.2393742,0.6626694,0.004503495],"study_design_scores_gemma":[0.001304803,0.00004189002,0.1232993,0.0002595802,0.0004528598,0.000003133425,0.007182193,0.03381095,0.01756873,0.007214371,0.8069538,0.001908363],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5706027,0.001176916,0.07258032,0.03304621,0.02012092,0.03436352,0.0000405656,0.004099439,0.2639695],"genre_scores_gemma":[0.9626403,0.000001237289,0.02541801,0.001056565,0.000692605,0.0005811565,0.00003069473,0.00007339105,0.009505973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3920377,"threshold_uncertainty_score":0.9997983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02857877033273637,"score_gpt":0.1946217574770483,"score_spread":0.1660429871443119,"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."}}