{"id":"W6995907080","doi":"","title":"Quantitative thermal performance assessment of building envelopes – emergent practices and infrared thermography","year":2022,"lang":"en","type":"dissertation","venue":"UVic’s Research and Learning Repository (University of Victoria)","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Building envelope; Envelope (radar); Thermal transmittance; Thermography; Parametric statistics; Energy (signal processing); Flexibility (engineering); Efficient energy use; Building science","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":[0.0009926216,0.0004152552,0.0002474881,0.00137377,0.0006762233,0.00162251,0.000527679,0.0002618576,0.001259977],"category_scores_gemma":[0.001185762,0.0002024,0.0003410051,0.001427685,0.0008051205,0.0006435782,0.0005204721,0.0004094703,0.0003554957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002126329,"about_ca_system_score_gemma":0.001116124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0546608,"about_ca_topic_score_gemma":0.1307765,"domain_scores_codex":[0.9988775,0.00009724071,0.00003294959,0.00009838263,0.0008204083,0.00007350103],"domain_scores_gemma":[0.9993273,0.0001384165,0.00008678951,0.00008064922,0.0003442673,0.00002248382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003139091,0.0003178004,0.2090584,0.001006127,0.0001405915,0.0002360093,0.006089943,0.1877837,0.2902538,0.01024816,0.001957512,0.292594],"study_design_scores_gemma":[0.00001173782,0.000562978,0.5768657,0.0002228334,0.00008554401,0.0003121934,0.008480221,0.1920073,0.2017135,0.003090912,0.01647034,0.0001766413],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9056566,0.0003306469,0.07339512,0.00004782821,0.000008895392,0.000184864,0.001362624,0.0001942874,0.01881917],"genre_scores_gemma":[0.9838046,0.0001780567,0.01315124,0.00001168607,0.000002227819,0.0000705621,0.0005140597,0.00004257922,0.002224846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0546608,"threshold_uncertainty_score":0.1086853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02211292476751005,"score_gpt":0.2922771725722669,"score_spread":0.2701642478047568,"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."}}