{"id":"W4385977965","doi":"10.3390/buildings13082096","title":"Potential for Net-Zero Energy Communities in Kuwait: An Empirical Techno-Economic Modeling and Optimization Approach","year":2023,"lang":"en","type":"article","venue":"Buildings","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Kuwait Foundation for the Advancement of Sciences","keywords":"Context (archaeology); Environmental economics; Electricity; Subsidy; Renewable energy; Zero-energy building; Grid; Limiting; Efficient energy use; Business; Computer science; Engineering; Economics","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":[0.0001634862,0.0001329174,0.0001476659,0.0002703173,0.000107731,0.00006772622,0.0001353342,0.0001442648,0.000003685431],"category_scores_gemma":[0.000004223167,0.0001535604,0.00002874372,0.0001853443,0.00002409747,0.0002672414,0.00004622588,0.00009262464,1.97156e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005517542,"about_ca_system_score_gemma":0.00001083393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002294258,"about_ca_topic_score_gemma":0.00002926618,"domain_scores_codex":[0.9993517,0.00001352267,0.0001994676,0.0001524326,0.00005469632,0.0002281387],"domain_scores_gemma":[0.9997485,0.00002191795,0.00002099182,0.000153483,0.00001202149,0.00004310351],"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":[0.00001103099,0.00001018477,0.000077321,0.00001986097,0.000008955169,3.353977e-7,0.0001712757,0.9950307,0.0000504407,0.00199016,0.0001138475,0.002515866],"study_design_scores_gemma":[0.0003263884,0.00002096775,0.000008396239,0.00001453275,0.000008263219,0.000004885877,0.0001750876,0.9979151,0.00007346307,0.001052808,0.0002226672,0.0001774237],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2426996,0.00006958629,0.7564858,0.00003103878,0.00008612582,0.00006933186,0.000004695651,0.0004399568,0.0001138779],"genre_scores_gemma":[0.9023231,0.0002566644,0.09693082,0.00003731675,0.00005355278,0.00009236371,0.0002338,0.00004931657,0.00002307606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6596235,"threshold_uncertainty_score":0.6262011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01898562295611399,"score_gpt":0.2326720051217323,"score_spread":0.2136863821656183,"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."}}