{"id":"W4403127163","doi":"10.1109/pesgm51994.2024.10689002","title":"Optimal Operation of SMR-RES Hybrid Energy System for Electricity & District Heating","year":2024,"lang":"en","type":"article","venue":"","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Electricity; Water heating; Environmental science; Electricity generation; Electrical engineering; Waste management; Engineering; Physics; Power (physics); Thermodynamics","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":[0.0003098518,0.0003806685,0.0004050725,0.0002652285,0.0002719966,0.0006602517,0.0003415343,0.0002934501,0.001650918],"category_scores_gemma":[0.0002490518,0.0001980569,0.0002275062,0.0002256981,0.0002540035,0.0003607188,0.0003535215,0.0002362761,0.0001603589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005125517,"about_ca_system_score_gemma":0.0004745841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002991544,"about_ca_topic_score_gemma":0.006118662,"domain_scores_codex":[0.9998546,0.00005265306,0.000007202845,0.0000268236,0.00003154157,0.00002721002],"domain_scores_gemma":[0.9999266,0.00002458787,0.00002006889,0.00000573577,0.00001500411,0.000008044582],"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":[0.0002920831,0.00008236814,0.001152744,0.00006884315,0.00003684547,0.0001214155,0.00003966642,0.9668315,0.01045309,0.002985762,0.0004759342,0.01745971],"study_design_scores_gemma":[0.00003163426,0.0001749286,0.0008945685,0.000003768286,0.00001515471,0.00002351511,0.00003608741,0.9954017,0.00234701,0.0007039554,0.0003597322,0.000007818127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.743873,0.0002794848,0.2310693,0.0001900691,0.00003306259,0.0001970299,0.0002354423,0.0005235474,0.02359904],"genre_scores_gemma":[0.9959487,0.00001856194,0.003362415,0.000004694248,0.000001876177,0.00001874542,0.00001714686,0.000003877643,0.0006240638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002991544,"threshold_uncertainty_score":0.005948305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007391279338473572,"score_gpt":0.2083735479028265,"score_spread":0.2009822685643529,"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."}}