{"id":"W69357263","doi":"10.1007/978-1-4419-1642-6_4","title":"Stochastic Decomposition and Extensions","year":2010,"lang":"en","type":"book-chapter","venue":"International series in management science/operations research/International series in operations research & management science","topic":"Risk and Portfolio Optimization","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Decomposition; Computer science; Mathematical optimization; Quality (philosophy); Theoretical computer science; Algorithm; Mathematics; Chemistry","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":[0.002125406,0.001311505,0.001053913,0.001392253,0.0007628196,0.002256445,0.0007577004,0.001085706,0.01149284],"category_scores_gemma":[0.005799045,0.0006451464,0.002035439,0.001895811,0.00160999,0.003003216,0.002261774,0.003865265,0.002230256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00145133,"about_ca_system_score_gemma":0.001011637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001589671,"about_ca_topic_score_gemma":0.001509871,"domain_scores_codex":[0.9990119,0.0004319578,0.00005039161,0.0001680892,0.0002509336,0.00008680987],"domain_scores_gemma":[0.9986253,0.0006011142,0.0001241907,0.0002307401,0.0002872508,0.0001314943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008378105,0.00001949325,0.0001169437,0.00002526345,0.00001750766,0.00002137126,0.00004302387,0.006993203,0.0001297974,0.9734474,0.007027034,0.01215063],"study_design_scores_gemma":[0.000003550414,0.000005060218,0.00010065,0.00001658868,0.000006184401,0.00002538973,0.00001045667,0.01977607,0.00003911895,0.9724742,0.00753852,0.000004238131],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02056948,0.01128718,0.7711391,0.006199137,0.00123714,0.00005242357,0.0004456216,0.0002707231,0.1887991],"genre_scores_gemma":[0.5691563,0.01613556,0.149025,0.00223259,0.00412635,0.0003769101,0.001488528,0.0006205345,0.2568383],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01149284,"threshold_uncertainty_score":0.03844738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1131449044559523,"score_gpt":0.4892856962576819,"score_spread":0.3761407918017297,"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."}}