{"id":"W2611880479","doi":"","title":"Retrofit options to reduce climate change impacts on UAE building cooling demand.","year":2016,"lang":"en","type":"article","venue":"International Journal of Sustainable Water and Environmental Systems","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Climate change; Environmental science; Natural resource economics; Economics; Geology","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":[0.0002529688,0.0001118202,0.0001251036,0.000192385,0.00007276076,0.00007543206,0.0001360542,0.00004921732,0.00001617086],"category_scores_gemma":[0.000006376279,0.00007106669,0.00004033041,0.00002850826,0.00001633275,0.0004104038,0.00006402721,0.00006857749,0.000004162841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003515748,"about_ca_system_score_gemma":0.000002764141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001346974,"about_ca_topic_score_gemma":2.05253e-7,"domain_scores_codex":[0.9991223,0.00001805473,0.0002664959,0.00009184651,0.0002300061,0.0002712716],"domain_scores_gemma":[0.9997248,0.00001724324,0.00005321437,0.00006516535,0.00002751531,0.0001120311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003919017,0.00008332054,0.00497036,0.00009935331,0.0003010837,0.0003373733,0.001180462,0.8484577,0.1293325,0.00858101,0.0004067809,0.005858182],"study_design_scores_gemma":[0.01530575,0.003380636,0.04287266,0.008660899,0.000398994,0.006333834,0.01972147,0.08351777,0.6806192,0.002796521,0.1321359,0.004256362],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861754,0.0003458372,0.01211979,0.0002833002,0.0007818381,0.0001128672,0.00001221247,0.00002605846,0.000142701],"genre_scores_gemma":[0.9982837,0.0008636023,0.000173626,0.00004704374,0.0004117535,0.00001335052,0.00000541799,0.00002106471,0.0001804785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7649399,"threshold_uncertainty_score":0.2898015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007971740241916598,"score_gpt":0.2119128870074568,"score_spread":0.2039411467655402,"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."}}