{"id":"W2019995079","doi":"10.1109/idam.2014.6912684","title":"A network-based assessment of design dependency in product development","year":2014,"lang":"en","type":"article","venue":"","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Product design; Probabilistic design; Dependency (UML); Robustness (evolution); Design structure matrix; Network planning and design; New product development; Design review (U.S. government); Design technology; Scheduling (production processes); Systems engineering; Design methods; Risk analysis (engineering); Reliability engineering; Industrial engineering; Product (mathematics); Engineering design process; Software engineering; Engineering; Compatibility (geochemistry); Operations management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002819317,0.001037531,0.0004161421,0.007180674,0.0006485652,0.001263141,0.0006327261,0.0006449804,0.002373735],"category_scores_gemma":[0.01492049,0.0005373435,0.0004792726,0.003313194,0.0006421956,0.002565047,0.001195143,0.0004472478,0.0002026453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001885256,"about_ca_system_score_gemma":0.0006758792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00431169,"about_ca_topic_score_gemma":0.00568439,"domain_scores_codex":[0.9967276,0.001178276,0.0001843867,0.0003837936,0.001400711,0.0001251683],"domain_scores_gemma":[0.9906611,0.006171679,0.001569303,0.0003786729,0.001062337,0.0001568839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006015473,0.0002133891,0.07773795,0.0004207655,0.0003079555,0.0003137981,0.001042924,0.5785838,0.01570821,0.02878382,0.0007508442,0.2955349],"study_design_scores_gemma":[0.00001094837,0.0001956136,0.02707713,0.00005749828,0.0001220003,0.0002047442,0.0002658856,0.9510328,0.005315179,0.01302058,0.002645965,0.00005165529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.277001,0.0004069752,0.7044712,0.0001667648,0.00002044863,0.0002042286,0.0003463494,0.0002748592,0.01710816],"genre_scores_gemma":[0.8582253,0.0002415576,0.1398205,0.00001613939,0.000009927649,0.0001649452,0.0002596467,0.0000350391,0.001226926],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007180674,"threshold_uncertainty_score":0.01491016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02320887941854069,"score_gpt":0.2278037572461283,"score_spread":0.2045948778275876,"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."}}