{"id":"W7038655314","doi":"","title":"A hybrid branch-and-bound and Benders decomposition algorithm for the network design problem","year":2016,"lang":"en","type":"other","venue":"Chalmers Publication Library (Chalmers University of Technology)","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benders' decomposition; Bilevel optimization; Network planning and design; Flow network; Set (abstract data type); Node (physics); Variety (cybernetics); Linear programming; Decomposition","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002295429,0.002457398,0.002383374,0.00201867,0.0008959263,0.001899348,0.001587976,0.002104087,0.007168603],"category_scores_gemma":[0.003328794,0.001337795,0.001533191,0.002323155,0.0007793445,0.001821596,0.001566104,0.002350096,0.001556577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001679768,"about_ca_system_score_gemma":0.003517208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007942975,"about_ca_topic_score_gemma":0.008342652,"domain_scores_codex":[0.9987361,0.0005125086,0.00005363629,0.0002169055,0.0003421546,0.0001386852],"domain_scores_gemma":[0.9989557,0.0006858447,0.00009066503,0.00006011087,0.0001491642,0.00005840726],"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":[0.0000873037,0.00009142641,0.0003215317,0.0001181928,0.00006187176,0.00004619944,0.00005869062,0.8768696,0.0008849626,0.01667518,0.003011963,0.1017731],"study_design_scores_gemma":[0.00002670118,0.00003280964,0.00003900454,0.00001724619,0.00001031403,0.00001646608,0.00001147667,0.9902177,0.0002669363,0.007536778,0.001817953,0.000006599489],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002283673,0.0001896306,0.9938245,0.0001278273,0.00002219697,0.00008400937,0.00007859967,0.0003337994,0.003055915],"genre_scores_gemma":[0.04807439,0.0003147117,0.9472468,0.0001432543,0.00003881069,0.0004494656,0.0004120813,0.000193808,0.003126636],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007942975,"threshold_uncertainty_score":0.02398133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007685869136696045,"score_gpt":0.1915184589552498,"score_spread":0.1838325898185537,"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."}}