{"id":"W2613240917","doi":"","title":"The Value of Stochastic Modeling in Two-Stage Stochastic Programs with Cost Uncertainty","year":2012,"lang":"en","type":"article","venue":"","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Stochastic programming; Mathematical optimization; Stochastic modelling; Computer science; Stochastic optimization; Heuristic; Stochastic investment model; Linear programming; Expected value; Value (mathematics); Continuous-time stochastic process; Stochastic process; Function (biology); Bellman equation; Mathematics; Economics","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":[0.01706204,0.002424183,0.002575736,0.001374558,0.001398187,0.004386011,0.002479736,0.003396196,0.002307146],"category_scores_gemma":[0.0488039,0.001826116,0.002202952,0.001855328,0.005227133,0.007929246,0.003505568,0.00653301,0.0002499278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004896401,"about_ca_system_score_gemma":0.003917826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006406756,"about_ca_topic_score_gemma":0.004608312,"domain_scores_codex":[0.9890833,0.008150889,0.0002211233,0.0006803051,0.00137705,0.0004872836],"domain_scores_gemma":[0.928505,0.06544162,0.002589648,0.001732112,0.001150701,0.0005809717],"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":[0.00004725752,0.00003139287,0.0002522875,0.00005381031,0.00003304078,0.00004725004,0.0000474177,0.8824475,0.0001192964,0.1115789,0.0003378018,0.005003984],"study_design_scores_gemma":[0.000009902718,0.00002725577,0.00005215219,0.00002376522,0.00001339875,0.000009735663,0.00001416794,0.9060374,0.00009419589,0.09333384,0.0003699735,0.00001421646],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01894101,0.0009860075,0.9710141,0.002812538,0.00007312897,0.00005153692,0.00006802368,0.0001081873,0.005945394],"genre_scores_gemma":[0.7621229,0.00195906,0.2303876,0.0005762405,0.0004238651,0.0003078451,0.0001429304,0.0002154837,0.003864158],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01706204,"threshold_uncertainty_score":0.09023374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04110535666785817,"score_gpt":0.2589854158391704,"score_spread":0.2178800591713122,"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."}}