{"id":"W4253386583","doi":"10.32920/ryerson.14647938","title":"Effect of Atrium Compare to Courtyard on Energy Demand and Daylight in Row Housed in Toronto","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Daylight; Glazing; Skylight; Daylighting; Energy consumption; Architectural engineering; Atrium (architecture); Environmental science; Efficient energy use; Illuminance; Engineering; Meteorology; Civil engineering; Geography; Mechanical engineering; Physics; Optics","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":[0.0001401065,0.0002677974,0.0002635834,0.0001402201,0.0004537732,0.0007551843,0.000318997,0.0002129962,0.004880038],"category_scores_gemma":[0.0004654654,0.0001219888,0.0003732666,0.0003111419,0.0003150128,0.0001676686,0.0002757898,0.0001730714,0.0002163096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004958893,"about_ca_system_score_gemma":0.00110636,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3249293,"about_ca_topic_score_gemma":0.6635508,"domain_scores_codex":[0.9997467,0.0000469671,0.00000967481,0.00005360135,0.00006195354,0.00008108804],"domain_scores_gemma":[0.9997533,0.00006828773,0.00003545134,0.00001279064,0.00004768261,0.00008251633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01442122,0.001553319,0.5093653,0.001056484,0.000532128,0.002807839,0.004603702,0.1007249,0.2623863,0.001611568,0.006222744,0.09471454],"study_design_scores_gemma":[0.00004874757,0.001351633,0.9714921,0.00002157721,0.000100654,0.00009535014,0.00411142,0.009946451,0.01040541,0.00007579029,0.002321592,0.00002936183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983709,0.00003256793,0.00009559931,0.00001064922,0.000001663214,0.000005351239,0.0001653734,0.000006061528,0.00131177],"genre_scores_gemma":[0.9984723,0.00002847524,0.0002347693,0.000004823516,5.678639e-7,0.000004580771,0.0002031166,0.000004286524,0.001047118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6750707,"threshold_uncertainty_score":0.646076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004114311899250875,"score_gpt":0.2167633635094188,"score_spread":0.2126490516101679,"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."}}