{"id":"W4380078184","doi":"10.3390/buildings13061491","title":"Space Cooling Energy Potential of Domestic Cold Water before Household Consumption in Cold-Climate Regions","year":2023,"lang":"en","type":"article","venue":"Buildings","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Energy consumption; Environmental science; Piping; Cold climate; Inlet; Water cooling; Environmental engineering; Greenhouse gas; Waste management; Meteorology; Engineering; Mechanical engineering; Geography; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000150203,0.0001479619,0.0001960937,0.0003124575,0.00006569772,0.00002564981,0.0001249853,0.0001334581,0.00001521373],"category_scores_gemma":[0.000008369775,0.0001431287,0.00005595968,0.0003704485,0.00003941247,0.0001382137,0.00005864327,0.0001089253,0.000006089219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005632602,"about_ca_system_score_gemma":0.000007382333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007828279,"about_ca_topic_score_gemma":0.00004446285,"domain_scores_codex":[0.9990285,0.00001460212,0.000265599,0.0001761155,0.0001460072,0.0003691478],"domain_scores_gemma":[0.9996841,0.00002489274,0.00003975675,0.0001770184,0.00002242673,0.00005178531],"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":[0.00001216998,0.000013322,0.0007058362,0.00008333022,0.000016416,0.00002131968,0.00009629391,0.8994385,0.08040311,0.01861122,0.0005275536,0.0000709463],"study_design_scores_gemma":[0.001600654,0.00008131646,0.002862912,0.0004908776,0.00008174843,0.00004020396,0.00006511001,0.7239547,0.2614996,0.001118031,0.007550311,0.0006545995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832242,0.00008375188,0.01551353,0.00006675615,0.0003555905,0.00008041236,0.00001315398,0.0005838446,0.00007878226],"genre_scores_gemma":[0.9982744,0.0004536205,0.0008963436,0.00002522687,0.00005104807,0.00003252085,0.0000440897,0.00005343644,0.0001693352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1810965,"threshold_uncertainty_score":0.5836619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034987432881754,"score_gpt":0.204481791223166,"score_spread":0.1941319168943485,"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."}}