{"id":"W2129870634","doi":"10.1111/poms.12009","title":"Design Principles for Flexible Systems","year":2013,"lang":"en","type":"article","venue":"Production and Operations Management","topic":"Advanced Queuing Theory Analysis","field":"Business, Management and Accounting","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Division of Civil, Mechanical and Manufacturing Innovation; Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Bottleneck; Flexibility (engineering); Chaining; Computer science; Server; Distributed computing; Computer network; A priori and a posteriori; Tree network; Time complexity; Embedded system; Algorithm","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004033879,0.0001061418,0.0001024723,0.0002174768,0.0004481543,0.0005367122,0.00008337784,0.00001861309,0.00008518632],"category_scores_gemma":[0.00008527264,0.0000947623,0.00002540474,0.0002620481,0.00002948677,0.001242487,0.00006955237,0.00003148718,0.0001933471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002157029,"about_ca_system_score_gemma":0.000002843515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005480519,"about_ca_topic_score_gemma":0.00000867033,"domain_scores_codex":[0.9992546,0.00001143489,0.0001992431,0.000298363,0.00009259635,0.0001437843],"domain_scores_gemma":[0.9995294,0.0000110143,0.00005609728,0.0002169045,0.0001778935,0.000008692226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001266129,0.00006023736,0.0000689706,0.0002270571,0.00007568555,2.450268e-7,0.00003222938,0.4667377,0.0003222827,0.5195036,0.006881369,0.006077923],"study_design_scores_gemma":[0.0004257749,0.00001906645,0.0004440002,0.00007104984,0.0002659263,0.000002361169,0.001513883,0.6895143,0.0003593792,0.01467147,0.2922721,0.0004406923],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0114779,0.0002387652,0.9673519,0.005883749,0.000950017,0.003737542,7.558478e-7,0.0004842504,0.00987518],"genre_scores_gemma":[0.888271,0.00009737591,0.04145885,0.001015063,0.001614261,0.003054933,0.00004883328,0.00004521043,0.06439443],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.925893,"threshold_uncertainty_score":0.5175529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04185856741795376,"score_gpt":0.2480190142711678,"score_spread":0.2061604468532141,"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."}}