{"id":"W7130700782","doi":"10.1109/giest66547.2025.11387152","title":"Optimizing Short-Term Hydrothermal Dispatch: A Robust Solution via Artificial Protozoa Optimizer","year":2025,"lang":"","type":"article","venue":"","topic":"Electric Power System Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Scheduling (production processes); Computation; Optimization problem; Cuckoo search; Evolutionary algorithm; Optimization algorithm; Sine; Hydrothermal circulation","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008205024,0.001040154,0.00102511,0.0008784345,0.0005413592,0.0005508836,0.0006757957,0.0008408158,0.0009832359],"category_scores_gemma":[0.00007610893,0.001167163,0.00041909,0.001971545,0.0001223381,0.0009625515,0.0002484247,0.0008538401,0.0001871665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001168324,"about_ca_system_score_gemma":0.0002928714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001521022,"about_ca_topic_score_gemma":0.000132641,"domain_scores_codex":[0.9942771,0.0002745076,0.001913637,0.001205719,0.0006491717,0.001679845],"domain_scores_gemma":[0.9980299,0.0001323304,0.0001925287,0.001088481,0.0002604118,0.0002963821],"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":[0.0001721013,0.0002923905,0.0003935807,0.0006224678,0.0004709938,0.00002673598,0.0005672185,0.9622704,0.01474564,0.001389574,0.0009324963,0.01811641],"study_design_scores_gemma":[0.0007742802,0.0001223444,0.0001539978,0.0006906718,0.0003051639,0.00002407145,0.0000616758,0.9728003,0.02368394,0.00007317884,0.00024575,0.001064632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002925654,0.001473081,0.9451236,0.0004122839,0.002890505,0.005143029,0.00001327516,0.00107915,0.04093947],"genre_scores_gemma":[0.9227634,0.0001666748,0.0708122,0.0001036339,0.0005158286,0.001160306,0.00006600282,0.0002388402,0.00417309],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9198378,"threshold_uncertainty_score":0.99993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01622701125226706,"score_gpt":0.2338350923656033,"score_spread":0.2176080811133363,"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."}}