{"id":"W2040307910","doi":"10.1016/j.ijpe.2010.12.001","title":"Design for rebirth (DFRb) and data structure","year":2010,"lang":"en","type":"article","venue":"International Journal of Production Economics","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Data structure; Product lifecycle; Representation (politics); Product (mathematics); New product development; Boundary (topology); Systems engineering; Industrial engineering; Business; Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.01497528,0.001066928,0.001101673,0.001105324,0.0009680635,0.002434761,0.003129532,0.001745603,0.01555423],"category_scores_gemma":[0.03248267,0.001177238,0.002014654,0.0007373042,0.001806988,0.004002306,0.003975837,0.002805124,0.004155764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001260313,"about_ca_system_score_gemma":0.002950265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001496363,"about_ca_topic_score_gemma":0.002148302,"domain_scores_codex":[0.9854565,0.007197137,0.001385786,0.002437545,0.002212666,0.001310438],"domain_scores_gemma":[0.9733149,0.0105275,0.001463384,0.01147935,0.002817316,0.0003975595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0020294,0.0002944401,0.004018347,0.0008668738,0.0001680388,0.0002765255,0.0006832977,0.03450756,0.02004205,0.2393572,0.0230689,0.6746874],"study_design_scores_gemma":[0.0008766354,0.001823329,0.00138559,0.0004348594,0.0004551994,0.0009473398,0.0004755984,0.310438,0.09421264,0.3448294,0.2439087,0.0002126724],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003216399,0.0001234432,0.9918225,0.0002685009,0.00007361255,0.0001830099,0.0001503361,0.002746145,0.001415976],"genre_scores_gemma":[0.1288672,0.0001438027,0.8574809,0.0007212608,0.0000824661,0.0007492201,0.0009172049,0.001857255,0.009180666],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01555423,"threshold_uncertainty_score":0.07919782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02205359531472357,"score_gpt":0.2463852123047937,"score_spread":0.2243316169900701,"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."}}