{"id":"W2167421706","doi":"10.24908/pceea.v0i0.3668","title":"A FRAMEWORK FOR COMBINING SUSTAINABILITY CRITERIA WITH STAKEHOLDER REQUIREMENTS AT THE EARLY STAGE OF PRODUCT IDEA GENERATION PROCESS","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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality function deployment; Sustainability; Process management; New product development; Product lifecycle; Stakeholder; Product (mathematics); Process (computing); Systems engineering; Computer science; Product-service system; Product design; House of Quality; Sustainable design; Product life-cycle management; Design for the Environment; Engineering; Business; Marketing; Service quality","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001497068,0.0001763633,0.0001855942,0.000228966,0.0003325407,0.0001728717,0.0003402992,0.00008731671,0.00008338196],"category_scores_gemma":[0.003222422,0.000139284,0.00006258577,0.0007017088,0.00004447786,0.0008896351,0.0000383334,0.0001512869,0.000002654853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001185852,"about_ca_system_score_gemma":0.000432323,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006811862,"about_ca_topic_score_gemma":0.002234289,"domain_scores_codex":[0.9985132,0.000008434103,0.0004249505,0.0003009559,0.0004407782,0.000311738],"domain_scores_gemma":[0.9961136,0.00004691348,0.00094606,0.0002196944,0.002641131,0.00003257999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001345848,0.0003915331,0.7787529,0.004405217,0.0003697173,9.338903e-8,0.007378358,0.0008337697,0.004363066,0.170403,0.03217505,0.0007927702],"study_design_scores_gemma":[0.001834481,0.0002068338,0.8400464,0.0009199816,0.0008242562,0.000002933794,0.008568218,0.005342856,0.06319824,0.0312708,0.04605188,0.001733105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910452,0.00002726838,0.0003837479,0.004634957,0.001137616,0.001737171,0.00001694603,0.0000694778,0.0009475858],"genre_scores_gemma":[0.995433,8.103176e-7,0.0009593932,0.0004002221,0.000431398,0.0003013551,0.00001647961,0.00004491059,0.002412396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1391322,"threshold_uncertainty_score":0.9998019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06477050960147591,"score_gpt":0.2662959258408961,"score_spread":0.2015254162394202,"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."}}