{"id":"W4414010082","doi":"10.1109/icepe65965.2025.11139726","title":"Application of Crayfish Optimization Algorithm for Addressing Combined Heat and Power Dispatch Problem","year":2025,"lang":"en","type":"article","venue":"","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Crayfish; Computer science; Economic dispatch; Mathematical optimization; Optimization algorithm; Power (physics); Algorithm; Electric power system; Mathematics; Fishery; Physics","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":[0.0001099042,0.0001006564,0.0001971875,0.00008024665,0.00007868393,0.0000296386,0.0000712856,0.00009612103,0.0000195933],"category_scores_gemma":[0.00000889258,0.0000829269,0.00003891328,0.0001804544,0.00003007004,0.00008426373,0.00003556881,0.0000252268,4.127123e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002265522,"about_ca_system_score_gemma":0.00002732549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002307736,"about_ca_topic_score_gemma":0.0002578338,"domain_scores_codex":[0.9992867,0.00002255156,0.0002705173,0.0002062437,0.00007685038,0.0001372037],"domain_scores_gemma":[0.9995726,0.00004949369,0.00005881689,0.000173039,0.0001114497,0.00003458445],"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":[0.0001013954,0.0003769135,0.001291223,0.0005514118,0.0002513201,6.076145e-7,0.0002753195,0.5158252,0.01158637,0.1787439,0.00768824,0.2833081],"study_design_scores_gemma":[0.001441845,0.00008647698,0.0003294661,0.0001332354,0.00003311515,0.000001250793,0.0001110946,0.9538574,0.009033193,0.001983703,0.03281558,0.000173635],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005313936,0.000199669,0.9676141,0.0002172174,0.0001721259,0.0003194226,0.000007037761,0.00006303387,0.03087598],"genre_scores_gemma":[0.7508218,0.00006006223,0.227905,0.0002569439,0.00007071852,0.0003994502,0.0001700675,0.00004321064,0.02027274],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7502904,"threshold_uncertainty_score":0.3488622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007694421944317294,"score_gpt":0.2408412234727688,"score_spread":0.2331468015284515,"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."}}