{"id":"W2001537772","doi":"10.2495/rm070091","title":"Optimal rule curves for interconnected reservoirs","year":2007,"lang":"en","type":"article","venue":"WIT transactions on ecology and the environment","topic":"Water resources management and optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Spillage; Hydroelectricity; Mathematical optimization; Function (biology); Computer science; Petroleum engineering; Mathematics; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002213881,0.00007454625,0.00008054403,0.00004387676,0.0001217812,0.000007078907,0.00005876136,0.00004175929,0.0001409646],"category_scores_gemma":[0.000002024077,0.00005600423,0.00003383587,0.0000264574,0.00008568615,0.0000396077,0.000002640614,0.0000795065,0.00001530944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002473964,"about_ca_system_score_gemma":5.527989e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001485624,"about_ca_topic_score_gemma":0.00001739111,"domain_scores_codex":[0.9996144,0.00001634581,0.0001072342,0.00009009197,0.00003698097,0.000134963],"domain_scores_gemma":[0.9997675,0.00010196,0.00001208491,0.00009356922,0.000001959279,0.00002294609],"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":[0.0002409417,0.00006464437,0.0001102443,0.000061165,0.0001620511,0.000001312905,0.0004550005,0.9941183,0.00006266254,0.0003486331,0.0002137163,0.004161287],"study_design_scores_gemma":[0.01941803,0.001307602,0.04530805,0.0001933946,0.001014346,0.00002410451,0.001868841,0.7930688,0.01726774,0.003027337,0.1161482,0.00135354],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1902455,0.0001947014,0.807112,0.0008301229,0.0001413442,0.0004492651,0.000005247904,0.00007057918,0.0009512783],"genre_scores_gemma":[0.99694,0.0005634926,0.001319599,0.0001461198,0.00001494502,0.00008150575,0.000009414928,0.00001261962,0.0009122847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8066946,"threshold_uncertainty_score":0.2283786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005807108080630992,"score_gpt":0.1759534477098928,"score_spread":0.1701463396292618,"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."}}