{"id":"W2027061004","doi":"10.1016/j.enbuild.2014.12.019","title":"Comparison between different measures to reduce cooling requirements of residential building in cooling-dominated environment","year":2014,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Qatar National Research Fund","keywords":"Cooling load; Environmental science; Payback period; Air conditioning; Energy requirement; Climate zones; Efficient energy use; Engineering; Civil engineering; Mechanical engineering; Geography; Physical geography","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":[0.0005324865,0.0004521692,0.0005373258,0.0006590183,0.0002641451,0.0003856733,0.0005869175,0.0003334447,0.002048972],"category_scores_gemma":[0.0008154922,0.0001059752,0.0006893993,0.0006573666,0.0001906237,0.0003007067,0.0002437815,0.0002035453,0.00009727807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004812773,"about_ca_system_score_gemma":0.0003487251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002074726,"about_ca_topic_score_gemma":0.003971353,"domain_scores_codex":[0.9995785,0.0001278335,0.00003120544,0.00005024125,0.0001322259,0.00007992348],"domain_scores_gemma":[0.9994807,0.0002240341,0.00005945747,0.00004174691,0.0001428098,0.00005124064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02048929,0.005150444,0.04697263,0.004710734,0.002009269,0.0003143937,0.0006477591,0.329088,0.1993872,0.005333598,0.002702174,0.3831945],"study_design_scores_gemma":[0.001394068,0.02822213,0.5293649,0.0002376418,0.003380331,0.0003472423,0.002382637,0.2015675,0.2211573,0.002309818,0.009500204,0.0001362479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987334,0.001126771,0.007737712,0.00005023531,0.00003414354,0.0000528698,0.0001715316,0.00005547596,0.003437201],"genre_scores_gemma":[0.9965106,0.000136768,0.002780753,0.00001316556,0.000006005303,0.00002248395,0.0001002634,0.000009467087,0.0004205522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002074726,"threshold_uncertainty_score":0.006854475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01670299662130935,"score_gpt":0.2447132147280457,"score_spread":0.2280102181067364,"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."}}