{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003247392,0.0001606992,0.0002192191,0.0008865169,0.0003970154,0.00007487116,0.0001202683,0.000156994,0.0000221451],"category_scores_gemma":[0.00001739012,0.0001997372,0.00002139899,0.0007383522,0.00008573366,0.0001315736,0.00005838299,0.0007848774,1.443548e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007722383,"about_ca_system_score_gemma":0.0005096831,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1428011,"about_ca_topic_score_gemma":0.2300039,"domain_scores_codex":[0.9987478,0.0001566465,0.0001924981,0.0003443951,0.0002203366,0.0003383358],"domain_scores_gemma":[0.999352,0.0001531863,0.00006959128,0.0001533498,0.00008627759,0.0001856015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002764207,0.0001326328,0.7775166,0.003569267,0.0004854881,0.0003642388,0.007173754,0.0008627997,0.1464282,0.04874013,0.000597246,0.01385319],"study_design_scores_gemma":[0.0005738139,0.0001300015,0.9678922,0.0002058031,0.00005016846,0.000016461,0.01577492,0.003199699,0.004974285,0.0006035426,0.006211104,0.0003680426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9678225,0.0003719389,0.000007168724,0.0001250743,0.000105946,0.0004808668,0.00002887138,0.0000409503,0.03101667],"genre_scores_gemma":[0.9969469,0.00192551,0.0001637505,0.000002366616,0.00005555276,0.00001199015,0.0001682587,0.00002994948,0.0006957702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1903756,"threshold_uncertainty_score":0.8629071,"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."}}