{"id":"W7054859922","doi":"","title":"Assessment and Mitigation of Overheating Risks in Archetype and Existing Canadian Buildings under Recent and Projected Future Climates","year":2022,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overheating (electricity); Retrofitting; Natural ventilation; Thermal comfort; Building envelope; Habitability; Risk assessment; Passive house; Climate change; Controlled ventilation","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":[0.0009470504,0.0008398879,0.0002926942,0.001315028,0.001051832,0.001155068,0.00103171,0.0003652756,0.0005909661],"category_scores_gemma":[0.001165584,0.0002277298,0.0007260726,0.001002889,0.0005844621,0.0006104297,0.0008187349,0.000343364,0.00006211585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01043035,"about_ca_system_score_gemma":0.008474887,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8198702,"about_ca_topic_score_gemma":0.9066701,"domain_scores_codex":[0.999095,0.00005909705,0.00001698269,0.00007644474,0.0006044149,0.0001480451],"domain_scores_gemma":[0.9994567,0.00006471106,0.00007337202,0.0000429402,0.0003196556,0.0000426318],"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":[0.0003161015,0.0001109387,0.2358836,0.0002342551,0.0002599006,0.0002632678,0.0007482504,0.6223797,0.02336585,0.006086204,0.001024563,0.1093274],"study_design_scores_gemma":[0.00001849343,0.0002183395,0.5610034,0.0000554998,0.0002310951,0.00009994969,0.001758764,0.4094656,0.01785951,0.001994785,0.007146956,0.0001476048],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638261,0.0003840764,0.02495063,0.0001532181,0.00001128028,0.0001213863,0.0009914141,0.0001579687,0.009404005],"genre_scores_gemma":[0.991203,0.0002029478,0.007104062,0.00001514716,0.000002425129,0.00001920977,0.0004055114,0.00001278598,0.001034853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1801298,"threshold_uncertainty_score":0.3623813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03933183004649689,"score_gpt":0.3146312609821493,"score_spread":0.2752994309356524,"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."}}