{"id":"W2134077729","doi":"10.24908/pceea.v0i0.3988","title":"POSTPONING PRODUCT RETIREMENT THROUGH ENGINEERING DESIGN","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Scope (computer science); Product (mathematics); Production (economics); Service (business); Product-service system; Product lifecycle; Business; Product design; Service life; Supply chain; Risk analysis (engineering); New product development; Operations management; Engineering; Computer science; Reliability engineering; Marketing; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00226951,0.0005991357,0.0002474614,0.0006292873,0.0005139036,0.001556962,0.001018711,0.0005970861,0.004574759],"category_scores_gemma":[0.00415568,0.0003132447,0.000369689,0.0002534757,0.0006292225,0.001387429,0.001102111,0.0006298624,0.000904629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006846309,"about_ca_system_score_gemma":0.001769055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006906916,"about_ca_topic_score_gemma":0.001660838,"domain_scores_codex":[0.9988737,0.0004569586,0.00006597731,0.0001195883,0.0003905753,0.00009319808],"domain_scores_gemma":[0.998184,0.0005336612,0.0002273671,0.0005357379,0.0004258103,0.0000934354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000197962,0.0008271877,0.007607877,0.0007866204,0.00005107962,0.0004854908,0.002693528,0.06393127,0.03822748,0.07186762,0.00584517,0.8074787],"study_design_scores_gemma":[0.0002596051,0.003809299,0.01588146,0.0008300836,0.0002717656,0.001685421,0.003343253,0.1728237,0.06931434,0.132348,0.5992521,0.0001811031],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1357342,0.0009905435,0.7709997,0.001564617,0.0002290046,0.0006590838,0.00007878529,0.001694949,0.08804928],"genre_scores_gemma":[0.5217409,0.001000929,0.4539635,0.0003278658,0.00004237073,0.000257944,0.0001365737,0.0002079003,0.02232201],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004574759,"threshold_uncertainty_score":0.01530403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01767417870112587,"score_gpt":0.1728380430514148,"score_spread":0.1551638643502889,"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."}}