{"id":"W3088029710","doi":"10.1002/essoar.10503752.1","title":"Simulation-and Discretization-Free Explicit Stochastic Reservoir Operation Optimization Method","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Water resources management and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Preprint; Discretization; Computer science; World Wide Web; Information retrieval; 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":[0.0004678238,0.0004527901,0.0007273704,0.0002664177,0.0002884658,0.0005702779,0.0009730625,0.000723358,0.00330099],"category_scores_gemma":[0.001271048,0.0003336221,0.0006513244,0.0004268578,0.0005410662,0.0005112296,0.0008204608,0.001115337,0.0005014327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004528523,"about_ca_system_score_gemma":0.001706331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007857796,"about_ca_topic_score_gemma":0.004645048,"domain_scores_codex":[0.9996873,0.000114387,0.00001410977,0.0000291372,0.0001154645,0.00003965089],"domain_scores_gemma":[0.9994909,0.0002632223,0.00004533858,0.00005486857,0.0001181326,0.00002755825],"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":[0.00001311063,0.00001016963,0.0001383565,0.00002464388,0.000008814509,0.00002776865,0.00001054723,0.9853222,0.0008654699,0.007890737,0.0002301118,0.005458029],"study_design_scores_gemma":[0.00000323003,0.000002488043,0.00001728341,0.000001902253,9.470846e-7,0.000003826792,9.739423e-7,0.998853,0.0001347335,0.0006647765,0.0003153889,0.000001450156],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009204561,0.0001543616,0.9834061,0.0001320808,0.00004288863,0.00004331698,0.0001354656,0.0002550644,0.006626176],"genre_scores_gemma":[0.6010141,0.000404058,0.3890449,0.0001377604,0.00006278243,0.0004179883,0.0004530926,0.0002355438,0.008229767],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007857796,"threshold_uncertainty_score":0.01562411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02789379679632015,"score_gpt":0.2678902167284919,"score_spread":0.2399964199321718,"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."}}