{"id":"W4285178771","doi":"10.2139/ssrn.4140716","title":"Integrated Order Acceptance and Resource Decisions Under Uncertainty: Robust and Stochastic Approaches","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Risk and Portfolio Optimization","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Windsor","funders":"","keywords":"Order (exchange); Resource (disambiguation); Computer science; Management science; Business; 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":[0.01278945,0.002165222,0.005606558,0.002767907,0.0006686341,0.00716459,0.003525356,0.004468753,0.005634298],"category_scores_gemma":[0.04573849,0.002948444,0.00291361,0.002978961,0.003642768,0.008870072,0.003167977,0.004011846,0.0005156865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003314608,"about_ca_system_score_gemma":0.002542458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007554541,"about_ca_topic_score_gemma":0.004513783,"domain_scores_codex":[0.9923061,0.003239581,0.0003656554,0.00138318,0.001583159,0.001122434],"domain_scores_gemma":[0.9620229,0.02872413,0.005006236,0.001269099,0.002165847,0.0008117458],"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":[0.0000788467,0.00004097842,0.0003714781,0.00006729737,0.0001228871,0.00008645267,0.00003997262,0.9341205,0.000248201,0.0592893,0.0002976958,0.005236351],"study_design_scores_gemma":[0.000009013948,0.00003200434,0.0002578855,0.00001285556,0.00002604114,0.00001471618,0.00001300946,0.9552775,0.0001132556,0.0440839,0.0001367378,0.00002298423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0498002,0.001189676,0.9424861,0.0008784236,0.0001149938,0.0000750075,0.000204901,0.0001504008,0.005100259],"genre_scores_gemma":[0.9376668,0.001255407,0.05239541,0.0001801287,0.0003074848,0.0001330389,0.0003224842,0.0001747494,0.007564559],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01278945,"threshold_uncertainty_score":0.06763792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08008786184820878,"score_gpt":0.3039001371130758,"score_spread":0.2238122752648671,"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."}}