{"id":"W2038037605","doi":"10.1115/detc2011-48543","title":"System of System Based Sociotechnical Complexity Challenges in Product and Process Design","year":2011,"lang":"en","type":"article","venue":"","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Process (computing); Computer science; Context (archaeology); Product (mathematics); Systems engineering; Product engineering; New product development; Systems design; Product design; Engineering","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":[0.002182873,0.0004745547,0.0004540631,0.001313858,0.00175474,0.005082136,0.0005294656,0.001191358,0.00425627],"category_scores_gemma":[0.005311011,0.0004112071,0.0007174952,0.0009391463,0.004055817,0.003913117,0.002210654,0.001594875,0.0003651609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003510316,"about_ca_system_score_gemma":0.002494723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002434604,"about_ca_topic_score_gemma":0.001993042,"domain_scores_codex":[0.9955527,0.002004811,0.000196732,0.0005241795,0.001455517,0.0002660454],"domain_scores_gemma":[0.9962677,0.001950076,0.0004670492,0.0003784159,0.000767561,0.0001691747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002740916,0.00006822111,0.007660379,0.0002586569,0.00008465739,0.0005907582,0.004260062,0.02438762,0.004967491,0.9138594,0.001940911,0.04189437],"study_design_scores_gemma":[0.00002445622,0.0001837563,0.01490176,0.0001061955,0.00006480232,0.0009697298,0.00521292,0.09583739,0.001828658,0.8259827,0.05481298,0.00007467683],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2440832,0.001511654,0.6400418,0.007651086,0.0001659105,0.0003508813,0.0002000478,0.0001830913,0.1058123],"genre_scores_gemma":[0.9207454,0.0005517829,0.06964023,0.0002239275,0.00008459181,0.0003152241,0.00008965353,0.00004174465,0.008307531],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005082136,"threshold_uncertainty_score":0.02546918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.145931408463233,"score_gpt":0.2355972306356051,"score_spread":0.08966582217237212,"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."}}