{"id":"W2005145553","doi":"10.4236/am.2012.330179","title":"Modelling to Generate Alternatives Using Simulation-Driven Optimization: An Application to Waste Management Facility Expansion Planning","year":2012,"lang":"en","type":"article","venue":"Applied Mathematics","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Mathematical optimization; Computer science; Optimization problem; Stochastic optimization; Operations research; Engineering; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001882819,0.0008569587,0.0007241902,0.0007931563,0.0007031819,0.0008658118,0.0008789314,0.00131401,0.0026303],"category_scores_gemma":[0.003827742,0.0004753651,0.001032459,0.0009732915,0.0009316338,0.0006081947,0.001076906,0.001310198,0.0001612682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001390996,"about_ca_system_score_gemma":0.001537967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0105129,"about_ca_topic_score_gemma":0.009928799,"domain_scores_codex":[0.9992121,0.0005729076,0.0000228999,0.00003359649,0.0001211727,0.00003734323],"domain_scores_gemma":[0.9971958,0.002469132,0.00008814634,0.00006922724,0.0001191858,0.0000583266],"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":[0.00001586264,0.00002055939,0.0001217894,0.00001875738,0.00001038028,0.00002788806,0.00002699922,0.9846303,0.0001450817,0.009946104,0.00007037505,0.004965865],"study_design_scores_gemma":[0.00001190386,0.00001347332,0.00002571459,0.000005720451,0.00000339214,0.000008570569,0.00001216382,0.9947599,0.0001831471,0.004499548,0.0004720895,0.000004315969],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04708021,0.0002724289,0.9424452,0.0005872205,0.00003636236,0.0002416701,0.00006840086,0.0001973217,0.009071115],"genre_scores_gemma":[0.5548,0.0004050768,0.441801,0.00007789952,0.00001923704,0.000527305,0.0000894732,0.00006213642,0.002217827],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0105129,"threshold_uncertainty_score":0.02090341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2311752481080315,"score_gpt":0.4332078078381765,"score_spread":0.202032559730145,"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."}}