{"id":"W2055834152","doi":"10.14419/ijet.v3i1.1706","title":"Issues in the sustainability of products designed for multi-lifecycle","year":2014,"lang":"en","type":"article","venue":"International Journal of Engineering & Technology","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Product lifecycle; Sustainability; Product management; New product development; Design review (U.S. government); Product (mathematics); Product design; Product design specification; Resource (disambiguation); Process management; Business; Application lifecycle management; Risk analysis (engineering); Computer science; Marketing; 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":[],"consensus_categories":[],"category_scores_codex":[0.001237261,0.00009577546,0.0001747545,0.000955886,0.00001765685,0.00004509059,0.0007922401,0.00005493677,0.000004990028],"category_scores_gemma":[0.004145322,0.0000758399,0.00005751336,0.0003970439,0.00004266572,0.0002916541,0.0001097741,0.0001358177,0.000001082919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001077381,"about_ca_system_score_gemma":0.0000227312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004534524,"about_ca_topic_score_gemma":0.000006277665,"domain_scores_codex":[0.999101,0.000008695775,0.0003858934,0.0001089229,0.0002259949,0.0001694388],"domain_scores_gemma":[0.9982759,0.00009783042,0.0002720797,0.0001667397,0.001183875,0.00000352235],"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":[0.0004008795,0.001172305,0.05700743,0.001778776,0.0004678002,0.0001473477,0.0006155231,0.2144429,0.007262083,0.6713128,0.004425544,0.04096656],"study_design_scores_gemma":[0.007577912,0.0003927949,0.04781773,0.0004298919,0.0001717109,0.00007722995,0.008248787,0.2707736,0.009255554,0.09328347,0.5611904,0.0007808829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5650339,0.0003054675,0.3852109,0.04730946,0.001078919,0.0008353412,0.000001154366,0.00009417799,0.0001306972],"genre_scores_gemma":[0.9933924,0.000004684616,0.005935284,0.0001444602,0.0004507213,0.00002429554,0.00000147115,0.00001295185,0.00003371366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5780294,"threshold_uncertainty_score":0.4962637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0110818867849284,"score_gpt":0.2606047175075184,"score_spread":0.24952283072259,"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."}}