{"id":"W4232471133","doi":"10.1002/net.20237","title":"Reformulation and sampling to solve a stochastic network interdiction problem","year":2008,"lang":"en","type":"article","venue":"Networks","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Interdiction; Flow network; Mathematical optimization; Computer science; Bernoulli's principle; Stochastic programming; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002340602,0.0007222363,0.001071675,0.0005738821,0.0003895476,0.0008313955,0.0010238,0.0009442789,0.004860932],"category_scores_gemma":[0.006697951,0.0004296119,0.0007512931,0.000671083,0.001127674,0.001208654,0.001140168,0.001457725,0.000279266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001255187,"about_ca_system_score_gemma":0.001632961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006826767,"about_ca_topic_score_gemma":0.005329447,"domain_scores_codex":[0.9991012,0.0004997404,0.00002857497,0.0001021682,0.0001604987,0.0001077998],"domain_scores_gemma":[0.996524,0.002713003,0.0002041531,0.0001295561,0.0003137911,0.0001154417],"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":[0.00003429459,0.00004162885,0.0002712109,0.00004711309,0.00001616757,0.0000522627,0.00003620601,0.9350108,0.0002351327,0.05672049,0.0009743467,0.006560308],"study_design_scores_gemma":[0.000009511614,0.00001089338,0.00002335796,0.000003500248,0.00000231332,0.000005240703,0.000007457055,0.9889539,0.00007789105,0.010673,0.0002314243,0.000001466258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03256228,0.0002601904,0.9600974,0.0006246379,0.00005433076,0.00008969605,0.000114055,0.0001071164,0.006090147],"genre_scores_gemma":[0.7098432,0.0004391717,0.2818742,0.0002376773,0.0001511488,0.000427045,0.0004015687,0.0001190054,0.006506939],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006826767,"threshold_uncertainty_score":0.01626146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01030328984300231,"score_gpt":0.2162062566374294,"score_spread":0.2059029667944271,"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."}}