{"id":"W4386432250","doi":"10.1007/978-981-19-9822-5_118","title":"Preliminary Modelling and Analysis of an Urban-Scale Ambient-Temperature District Energy System with Solar Thermal Integration","year":2023,"lang":"en","type":"book-chapter","venue":"Environmental science and engineering","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"MATLAB; Air conditioning; Environmental science; Scale (ratio); Thermal; Topology (electrical circuits); Solar energy; Living space; Architectural engineering; Environmental engineering; Engineering; Civil engineering; Meteorology; Computer science; Mechanical engineering; Geography; Electrical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001890839,0.0004007962,0.0008060863,0.0002008911,0.0005306944,0.001132328,0.0008513867,0.0007449299,0.004948472],"category_scores_gemma":[0.0003640198,0.0003648093,0.0007794875,0.0005061603,0.0004806799,0.0007945199,0.0003471505,0.0005862455,0.0003941093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001139056,"about_ca_system_score_gemma":0.0007403903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04527303,"about_ca_topic_score_gemma":0.04568716,"domain_scores_codex":[0.9999111,0.00002697843,0.000003334553,0.00001400651,0.00002108823,0.00002353455],"domain_scores_gemma":[0.9998711,0.0000784673,0.000007064091,0.000007942704,0.0000274485,0.000008005947],"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":[0.00003143555,0.00001824751,0.0002548871,0.0000221574,0.000005222705,0.00003747689,0.00001604443,0.9960099,0.0008066033,0.001141741,0.0002921612,0.001364031],"study_design_scores_gemma":[0.000004338985,0.00002028856,0.0004732516,0.000001449104,0.000004165084,0.000006618448,0.00001740575,0.9981858,0.0004174509,0.0005145698,0.0003509892,0.000003677189],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7594157,0.001190294,0.1251117,0.0006910005,0.000111094,0.0001436566,0.001535641,0.0007474383,0.1110535],"genre_scores_gemma":[0.9778888,0.0002293586,0.004703114,0.00002642898,0.00001375001,0.00003469054,0.0002235261,0.00006526591,0.016815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04527303,"threshold_uncertainty_score":0.09001905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003384145935826832,"score_gpt":0.1393228657739748,"score_spread":0.135938719838148,"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."}}