{"id":"W4237751685","doi":"10.5383/swes.7.02.007","title":"Adaptation of an Early Design Stage Tool for Assessment of Sustainable Energy Systems (SES) in Large UAE Buildings","year":2015,"lang":"en","type":"article","venue":"International Journal of Sustainable Water and Environmental Systems","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Energy performance; Adaptation (eye); Architectural engineering; Stock (firearms); Sustainable design; Context (archaeology); Sustainable development; Process (computing); Computer science; Environmental resource management; Systems engineering; Engineering; Process management; Efficient energy use; Sustainability; Environmental science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001814254,0.0002125544,0.0004386523,0.0004967689,0.00004434496,0.0001316894,0.0002946873,0.000100762,0.000006282641],"category_scores_gemma":[0.00002079908,0.0001799192,0.00007798194,0.00008258487,0.00004409473,0.0009720632,0.00008748693,0.0001176576,1.412598e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001130825,"about_ca_system_score_gemma":0.0001084429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009245819,"about_ca_topic_score_gemma":0.00000138529,"domain_scores_codex":[0.9976649,0.0001170413,0.0009197994,0.0001706062,0.0006309035,0.0004967943],"domain_scores_gemma":[0.9990607,0.0000702623,0.0003023146,0.0001285653,0.0003038775,0.0001343096],"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":[0.0003244515,0.0003413655,0.009074012,0.0006430965,0.0002708954,0.0004184663,0.002248432,0.9636263,0.007042613,0.01557806,0.0001185904,0.0003137654],"study_design_scores_gemma":[0.00996398,0.002713102,0.003562295,0.0004210967,0.0001287174,0.0002072295,0.3507504,0.5896084,0.0143946,0.001343206,0.02610598,0.0008009427],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7148185,0.0006861692,0.2835933,0.00001132279,0.0003219004,0.0004681451,0.0000237826,0.00001146355,0.00006545207],"genre_scores_gemma":[0.9970452,0.00009459672,0.001118307,0.000004682687,0.0001154151,0.00007240452,0.00003468243,0.00003939514,0.001475377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3740178,"threshold_uncertainty_score":0.7336891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01438454795295632,"score_gpt":0.2384176781425254,"score_spread":0.2240331301895691,"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."}}