{"id":"W4396783779","doi":"10.2139/ssrn.4822978","title":"Dynamic Model of Integrated Electricity and District Heating for Remote Communities","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Electricity; Electricity system; Environmental science; Business; Environmental economics; Electricity generation; Economics; Engineering; Electrical engineering; Power (physics); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005512636,0.0008404275,0.00171679,0.0006331022,0.0009486257,0.002163866,0.002419781,0.003331369,0.01600215],"category_scores_gemma":[0.001442236,0.001068331,0.001045688,0.001036656,0.001290866,0.001782232,0.001781252,0.001924865,0.0009817525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002389859,"about_ca_system_score_gemma":0.001912361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0605034,"about_ca_topic_score_gemma":0.04094249,"domain_scores_codex":[0.9995378,0.0001256557,0.00001145778,0.0001327452,0.00006980892,0.0001225603],"domain_scores_gemma":[0.9995759,0.0002007695,0.00005276122,0.00001856347,0.00008424964,0.00006774325],"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":[0.00003022122,0.000016884,0.0001272747,0.0000126909,0.000009597176,0.00003966286,0.00001363914,0.9947621,0.0002222099,0.003702969,0.0003394744,0.0007232993],"study_design_scores_gemma":[0.00001389498,0.00001203341,0.0001077506,0.000001985854,0.000004604707,0.000006644616,0.000017239,0.9983285,0.00004089133,0.001243807,0.0002179215,0.00000481393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4338701,0.0009942623,0.4382231,0.004389069,0.0003414094,0.0002439941,0.003455676,0.0006925488,0.1177897],"genre_scores_gemma":[0.9614675,0.0001744191,0.003731854,0.00008707499,0.00003179849,0.0001017535,0.0003411652,0.00006776868,0.03399661],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0605034,"threshold_uncertainty_score":0.1203024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009030686530422657,"score_gpt":0.2242639937638228,"score_spread":0.2152333072334002,"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."}}