{"id":"W2004043429","doi":"10.1002/cjce.20657","title":"Sample‐based approaches to decision making problems under uncertainty","year":2011,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Stochastic programming; Sample (material); Process (computing); Point (geometry); Mathematical optimization; Industrial engineering; Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01051494,0.001643864,0.002892763,0.001542965,0.0006860384,0.002450572,0.002833846,0.002229818,0.005271238],"category_scores_gemma":[0.02593078,0.001303588,0.001706493,0.001987181,0.003331573,0.003061623,0.002593256,0.003986581,0.0003373744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002569259,"about_ca_system_score_gemma":0.001824651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005120524,"about_ca_topic_score_gemma":0.003861853,"domain_scores_codex":[0.9943272,0.003793665,0.0001810306,0.0004114477,0.001029301,0.000257276],"domain_scores_gemma":[0.9572788,0.03899559,0.001220644,0.0006700269,0.001369467,0.0004655188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007284151,0.00005729246,0.0002309771,0.000144332,0.0001001753,0.00006969463,0.0000666912,0.9033343,0.0001256846,0.08743623,0.0004670202,0.00789477],"study_design_scores_gemma":[0.00001553638,0.00002178104,0.00004003939,0.00001193727,0.000007590271,0.000006105578,0.00001072957,0.9482917,0.00006882335,0.05116101,0.0003582434,0.000006530294],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006198505,0.0005355692,0.9910121,0.0004269018,0.00005282524,0.000059688,0.00005966415,0.00005843141,0.001596284],"genre_scores_gemma":[0.575402,0.002071664,0.4157823,0.0003529078,0.0004664929,0.0009886973,0.000393421,0.0001435418,0.004398967],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01051494,"threshold_uncertainty_score":0.05560899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07011564023642095,"score_gpt":0.2066228245113491,"score_spread":0.1365071842749282,"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."}}