{"id":"W1502346466","doi":"10.1109/sahcn.2004.1381964","title":"Simplified simulation models for indoor MANET evaluation are not robust","year":2004,"lang":"en","type":"article","venue":"","topic":"Mobile Ad Hoc Networks","field":"Computer Science","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Robustness (evolution); Computer science; Soundness; Routing protocol; Mobility model; Mobile ad hoc network; Radio propagation; Computer network; Routing (electronic design automation); Telecommunications; Network packet","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005279628,0.0001228416,0.0001285748,0.00006215223,0.0001077604,0.0001335256,0.0004186751,0.00009361772,0.0000230242],"category_scores_gemma":[0.00004389191,0.0001153526,0.00005397216,0.0002132323,0.00001221466,0.0007681111,0.00009116391,0.00007015406,0.00002877624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001374164,"about_ca_system_score_gemma":0.00008125213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000192205,"about_ca_topic_score_gemma":0.00005584609,"domain_scores_codex":[0.9986696,0.00003674457,0.0002395498,0.0003998824,0.0004036545,0.0002505729],"domain_scores_gemma":[0.998892,0.0001554362,0.0001205657,0.0005012829,0.000263313,0.00006738614],"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":[0.000009439669,0.00002925578,0.000008477959,0.000005329205,0.000005383159,4.450139e-7,0.00008703765,0.931527,0.00002479747,0.05039851,0.0002009132,0.01770342],"study_design_scores_gemma":[0.001060408,0.00004819558,0.0003591705,0.00001173135,0.000009613489,0.000001156873,0.000009536798,0.9372925,0.0003942363,0.06052119,0.0001500807,0.0001422441],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00765673,0.00001916735,0.9890121,0.0006603638,0.0002233234,0.001084603,0.000002579867,0.0001925709,0.001148529],"genre_scores_gemma":[0.9112961,0.000001314008,0.08748594,0.0008017775,0.0001232764,0.0001534362,0.00001856758,0.00001097279,0.000108566],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9036394,"threshold_uncertainty_score":0.4703944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09169599729762026,"score_gpt":0.3038711919522901,"score_spread":0.2121751946546698,"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."}}