{"id":"W7008394034","doi":"","title":"Calibration and Evaluation of Building Energy Models to Assess and Mitigate Canadian Building Overheating Risks in Current and Future Climates","year":2023,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overheating (electricity); Calibration; Climate change; Thermal comfort; Snowpack","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":[0.002319489,0.0008707245,0.0004129602,0.0006329785,0.0006887435,0.001021851,0.001388618,0.0004991849,0.0008944891],"category_scores_gemma":[0.004315157,0.0003362704,0.0005462783,0.000858381,0.0003975476,0.0005271912,0.0004676018,0.0006483905,0.0001590859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008973539,"about_ca_system_score_gemma":0.009023106,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7971331,"about_ca_topic_score_gemma":0.7686097,"domain_scores_codex":[0.9993244,0.0001640386,0.00002542088,0.00008131875,0.0003124585,0.00009231553],"domain_scores_gemma":[0.9986852,0.000345363,0.00008694618,0.000105545,0.0007357836,0.00004128023],"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":[0.00002787659,0.00003527973,0.005374657,0.00002278219,0.00002208856,0.00001046376,0.0000337126,0.9808818,0.000571295,0.0005940048,0.0003672584,0.01205879],"study_design_scores_gemma":[0.0000107774,0.00002842146,0.005629995,0.00001228994,0.00001881632,0.000004362835,0.00005529832,0.991496,0.001701172,0.0002438011,0.000784991,0.00001422545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8897899,0.0004088965,0.08638385,0.0004086476,0.0000455293,0.0002899689,0.001965401,0.001168238,0.01953954],"genre_scores_gemma":[0.977663,0.0001584686,0.0199482,0.00002737924,0.000002928163,0.0000584355,0.000999492,0.00005663537,0.001085394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2028669,"threshold_uncertainty_score":0.4081233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06520399932298417,"score_gpt":0.3131533291389805,"score_spread":0.2479493298159963,"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."}}