{"id":"W4413192612","doi":"10.22541/au.175500364.46958404/v1","title":"Assessment of survivability and importance analysis for networks managing intricate traffic flows","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wycliffe College","funders":"","keywords":"Survivability; Computer science; Computer network","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":[0.00364757,0.0001680186,0.0006929404,0.0005623506,0.00009429455,0.00014929,0.000661029,0.0001717096,0.000152789],"category_scores_gemma":[0.0002881317,0.0001316988,0.0003750408,0.001691828,0.00006005299,0.00004895823,0.0005533682,0.0001882605,2.195035e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000494027,"about_ca_system_score_gemma":0.00009312852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006320843,"about_ca_topic_score_gemma":0.0002343985,"domain_scores_codex":[0.9972777,0.000103074,0.001168358,0.0008524707,0.0004515405,0.00014683],"domain_scores_gemma":[0.9953077,0.00220204,0.0005819573,0.001294644,0.0005547135,0.00005898972],"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":[0.000004931574,0.00005395795,0.1290494,0.00003207684,0.0001919507,6.572547e-8,0.00002655359,0.8043028,0.000001576243,0.01109274,0.0004452019,0.0547988],"study_design_scores_gemma":[0.00006524674,0.000006969227,0.109696,0.000008078777,0.0001913609,3.154532e-8,0.00005347831,0.8475342,0.000006006511,0.0417719,0.0005623223,0.0001043442],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07688395,0.0001260221,0.9182028,0.0006129654,0.00006760237,0.0009234509,0.0001060732,0.00007567864,0.003001464],"genre_scores_gemma":[0.9356959,0.0000772502,0.06318563,0.00005893305,0.00002266919,0.0002359935,0.00006328886,0.000004295902,0.0006559727],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.858812,"threshold_uncertainty_score":0.537052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.107731660328107,"score_gpt":0.4587471510759196,"score_spread":0.3510154907478126,"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."}}