{"id":"W2111202268","doi":"10.5555/2431518.2431626","title":"Modeling and simulation of building energy performance for portfolios of public buildings","year":2011,"lang":"en","type":"article","venue":"Winter Simulation Conference","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Greenhouse gas; Energy consumption; Environmental economics; Portfolio; Zero-energy building; Efficient energy use; Consumption (sociology); Energy accounting; Energy engineering; Energy (signal processing); Environmental science; Energy modeling; Business; Architectural engineering; Computer science; Engineering; Economics; Finance","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":[0.0001122866,0.0001056903,0.0001545222,0.0001532621,0.00003240733,0.00001225434,0.00008933056,0.00007556588,0.00002328269],"category_scores_gemma":[0.00002533524,0.0001130325,0.00003496066,0.0001121808,0.00002531167,0.0003700772,0.00002270939,0.00003822166,3.988556e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001276245,"about_ca_system_score_gemma":0.00001275907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001439219,"about_ca_topic_score_gemma":0.000004201484,"domain_scores_codex":[0.9993336,0.000008901564,0.0003208842,0.0001274616,0.00008679314,0.0001223877],"domain_scores_gemma":[0.999487,0.00004825589,0.00007836469,0.0001223564,0.0002300945,0.00003394878],"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":[0.00001818437,0.00001012236,0.0008444896,0.00007442703,0.0000197033,3.275288e-8,0.0002542509,0.9760499,0.0009053492,0.006508398,8.594525e-7,0.01531428],"study_design_scores_gemma":[0.000228122,0.00004257959,0.0001204107,0.00007511309,0.00001262472,4.49237e-7,0.0000229599,0.9919701,0.006626823,0.0007483816,0.00004265052,0.0001097635],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4149224,0.00002988073,0.5847308,0.000001651833,0.00005601808,0.00004373599,0.000002081611,0.00004205363,0.0001714296],"genre_scores_gemma":[0.9873844,0.00002784567,0.01250883,0.000007264103,0.00002026615,0.000009461112,0.000009642931,0.00001820823,0.00001411524],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.572462,"threshold_uncertainty_score":0.4609331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05192470582925246,"score_gpt":0.2422218200464475,"score_spread":0.190297114217195,"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."}}