{"id":"W3192378062","doi":"10.1017/pds.2021.415","title":"EXTENDED TARGET WEIGHING APPROACH (ETWA): IMPACT AND RISK ANALYSIS OF LIGHTWEIGHT CONCEPTS IN THE PRODUCT-PRODUCTION SYSTEM-CO-DESIGN","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Design Society","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Deutsche Forschungsgemeinschaft; University of Cambridge","keywords":"Interdependence; Production (economics); Product (mathematics); Product design; Computer science; Component (thermodynamics); Systems engineering; Risk analysis (engineering); Systems design; Manufacturing engineering; Industrial engineering; Engineering; Business; Mathematics","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":[0.005518399,0.001204867,0.0007736466,0.002757331,0.0005755232,0.002132902,0.001135545,0.0009352249,0.003970291],"category_scores_gemma":[0.01087973,0.0005649001,0.001455032,0.001382153,0.001067775,0.002199145,0.002172136,0.001210571,0.0004188893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001263214,"about_ca_system_score_gemma":0.001159232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001139697,"about_ca_topic_score_gemma":0.0008851118,"domain_scores_codex":[0.9935685,0.002625049,0.0002573829,0.0004920164,0.002828798,0.0002282089],"domain_scores_gemma":[0.9936388,0.003742491,0.0007859051,0.0007521225,0.0009470319,0.0001336386],"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":[0.0003567883,0.0003239885,0.007073956,0.0007325828,0.00031042,0.0005426537,0.0009557342,0.4253771,0.02925685,0.1628729,0.001337306,0.3708597],"study_design_scores_gemma":[0.00002686855,0.0003014243,0.001967053,0.0001015464,0.000122077,0.0002671164,0.0001466821,0.9108918,0.008249713,0.07398278,0.003884125,0.00005885355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02060502,0.00008945051,0.9758425,0.00004776562,0.00001501976,0.00007832467,0.00002739838,0.0001752121,0.003119166],"genre_scores_gemma":[0.4619018,0.0001688401,0.5348147,0.00003727843,0.00002111765,0.0002383898,0.00009099845,0.0001522244,0.002574641],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005518399,"threshold_uncertainty_score":0.0291844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174445650493906,"score_gpt":0.2357993699610221,"score_spread":0.2183548049116315,"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."}}