{"id":"W3135552448","doi":"10.22215/etd/2020-14039","title":"Holistic Indoor Environmental Quality & Energy Simulation: Generative Design Assessment Methodology for Heritage Building Retrofits","year":2020,"lang":"en","type":"dissertation","venue":"","topic":"Conservation Techniques and Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Architectural engineering; Intervention (counseling); Quality (philosophy); Environmental quality; Energy consumption; Energy conservation; Process (computing); Indoor air quality; Environmental impact assessment; Environmental resource management; Environmental design; Environmental planning; Computer science; Environmental economics; Engineering; Risk analysis (engineering); Business; Environmental science; Civil engineering; Environmental engineering; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004808236,0.0003588261,0.000629061,0.00009616192,0.000603174,0.0001580863,0.0001558123,0.0001809911,0.00174251],"category_scores_gemma":[0.000183842,0.0003308334,0.0002087353,0.00002863365,0.00008336333,0.0001195975,0.00004136707,0.0001866534,0.00000505889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001496034,"about_ca_system_score_gemma":0.00007811173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002438982,"about_ca_topic_score_gemma":0.002079641,"domain_scores_codex":[0.9979728,0.0004259559,0.0006410981,0.0004959737,0.0002384785,0.0002256839],"domain_scores_gemma":[0.9978863,0.00132882,0.0004105344,0.0001893756,0.0001271133,0.0000578504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002998477,0.00008797785,0.0000636788,0.0002000746,0.0004136319,0.000002182578,0.02196945,0.0001957403,0.00223127,0.959735,0.007488994,0.007312121],"study_design_scores_gemma":[0.001068867,0.0006520454,0.001268982,0.00008635582,0.0004406259,7.267362e-7,0.03115834,0.009697908,0.004453708,0.04628668,0.9032602,0.001625607],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00582068,0.0004379055,0.9782522,0.0005252357,0.001006827,0.001001829,0.0003461685,0.0002566494,0.01235251],"genre_scores_gemma":[0.640044,0.0001667075,0.2657122,0.001555027,0.00119374,0.000971071,0.004372959,0.0000967001,0.08588762],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9134483,"threshold_uncertainty_score":0.9999143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4584484619880237,"score_gpt":0.4426975038486016,"score_spread":0.01575095813942212,"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."}}