{"id":"W4411283635","doi":"10.1002/net.22289","title":"Stability of Interdiction Strategies in Quickest Flow Networks","year":2025,"lang":"en","type":"article","venue":"Networks","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Dalhousie University","funders":"","keywords":"Interdiction; Stability (learning theory); Computer science; Flow (mathematics); Flow network; Mathematical optimization; Mathematics; Machine learning; Aerospace engineering; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002727823,0.0001203938,0.0002498605,0.0001112574,0.00003160594,0.00002655225,0.0001322442,0.0001645646,0.00007930928],"category_scores_gemma":[0.00001608484,0.000117147,0.00008093165,0.0006755812,0.00007817827,0.0001609601,0.00002700004,0.0003463677,7.003225e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009253184,"about_ca_system_score_gemma":0.00002461938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008043395,"about_ca_topic_score_gemma":0.00122642,"domain_scores_codex":[0.9991359,0.00005361523,0.0003516331,0.0001574889,0.00007630524,0.0002251188],"domain_scores_gemma":[0.9995609,0.00008768112,0.0000259684,0.0002613117,0.00003910625,0.00002506223],"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":[0.00001390689,0.00001326779,0.0161649,0.00004773303,0.00002705346,5.971929e-7,0.00008490048,0.9619274,0.00005205867,0.0003900266,0.000216853,0.02106136],"study_design_scores_gemma":[0.0001205405,0.00001255714,0.02411429,0.00006036331,0.00001743346,2.687957e-7,0.0003430645,0.9742401,0.0001806651,0.0007109387,0.0001192046,0.00008053816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2237604,0.0007670787,0.7688534,0.00002202022,0.0005050882,0.0001129986,0.000001900914,0.00008025498,0.005896857],"genre_scores_gemma":[0.9994393,0.0001390712,0.0002867392,0.00001766517,0.00007990055,0.00001085927,0.00001278691,0.000006777238,0.000006906871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7756789,"threshold_uncertainty_score":0.4777117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004136378578551629,"score_gpt":0.218740877443357,"score_spread":0.2146044988648054,"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."}}