{"id":"W6907317925","doi":"10.20381/ruor-30468","title":"Optimization of the Thermal Performance of the Montpetit Hall Envelope: A Case Study","year":2024,"lang":"en","type":"article","venue":"University of Ottawa - Library","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retrofitting; Multi-objective optimization; Energy consumption; Pareto principle; Efficient energy use; Plug-in; Energy (signal processing); Sustainability; Software","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005242462,0.0007907577,0.0007319629,0.0004988132,0.0009665092,0.00154075,0.000815211,0.001507354,0.004552916],"category_scores_gemma":[0.000786771,0.0003313516,0.001104538,0.0005842318,0.0007039215,0.0005418564,0.0006511078,0.0008649271,0.0004279544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001752688,"about_ca_system_score_gemma":0.001154844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0172062,"about_ca_topic_score_gemma":0.0251547,"domain_scores_codex":[0.9997134,0.00006649498,0.000009455021,0.00004310058,0.00007402151,0.00009363015],"domain_scores_gemma":[0.9995566,0.0002662295,0.00002839107,0.00003305568,0.0000600882,0.00005571312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001710269,0.0001410871,0.001826071,0.00009912514,0.00001945243,0.0004469755,0.00004720108,0.9870002,0.003904087,0.001111254,0.0005755948,0.004658018],"study_design_scores_gemma":[0.00005853265,0.0004284771,0.003703801,0.00002656738,0.0000481752,0.000114492,0.0002916544,0.9851615,0.007186883,0.0007851369,0.002167763,0.00002693898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.963491,0.0003874382,0.01385553,0.0003280372,0.00005144158,0.0001282311,0.0005612266,0.0001431547,0.02105393],"genre_scores_gemma":[0.991019,0.0001244233,0.004545651,0.00002109508,0.000004795131,0.00004922991,0.0001735784,0.00002265977,0.004039487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0172062,"threshold_uncertainty_score":0.03421205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004306549098850464,"score_gpt":0.141442412675642,"score_spread":0.1371358635767915,"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."}}