{"id":"W2131606903","doi":"10.1109/waina.2011.147","title":"STARS: A Framework for Statistically Rigorous Simulation-Based Network Research","year":2011,"lang":"en","type":"article","venue":"","topic":"Network Traffic and Congestion Control","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Distributed computing; Set (abstract data type); Cloud computing; Wireless ad hoc network; Network simulation; Grid; Mobile ad hoc network; Grid computing; Wireless network; Wireless","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":[0.001087936,0.0001258206,0.0001622541,0.00007223685,0.0002960455,0.0001437932,0.0007574062,0.0001116173,0.0002537605],"category_scores_gemma":[0.000494119,0.0001100914,0.00006247028,0.0004879574,0.00008959867,0.000160787,0.0000741376,0.000245501,0.0001052634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003468395,"about_ca_system_score_gemma":0.0002166301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002513609,"about_ca_topic_score_gemma":0.00002872229,"domain_scores_codex":[0.9980935,0.0001734561,0.0002682469,0.000432595,0.000399395,0.0006328165],"domain_scores_gemma":[0.9927493,0.005962208,0.0000511575,0.0005679967,0.0004906096,0.0001787466],"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":[0.00006157893,0.00005148749,0.0001377915,0.000005126269,0.00001304984,0.00000529761,0.0001141243,0.07691801,4.036167e-7,0.78291,0.002579691,0.1372034],"study_design_scores_gemma":[0.0003169322,0.0002165632,0.0003294344,0.00001895945,0.00000421019,2.127772e-7,0.000007032746,0.7754958,0.000004543703,0.2191709,0.004317015,0.0001183875],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001765079,0.00006428723,0.9953538,0.0005999933,0.0003373123,0.0005281652,0.000004106068,0.0002999195,0.002635867],"genre_scores_gemma":[0.5111824,9.566785e-7,0.4877304,0.0006160591,0.0001773217,0.00007749948,0.00000162589,0.000008258683,0.0002054825],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6985778,"threshold_uncertainty_score":0.4489397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1275931187773531,"score_gpt":0.3613851320515566,"score_spread":0.2337920132742035,"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."}}