{"id":"W4246815584","doi":"10.32920/ryerson.14649228","title":"Simulation study of solar chimney assisted solarium","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Solar Energy Systems and Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Solar chimney; Chimney (locomotive); Environmental science; Roof; Thermal; Solar irradiance; Thermosiphon; Ventilation (architecture); Meteorology; Irradiance; Natural ventilation; Shading; Atmospheric sciences; Solar energy; Heat transfer; Mechanics; Engineering; Optics; Computer science; Geology; Structural engineering; Physics; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001245462,0.0002415218,0.0004701482,0.0001660536,0.0000268971,0.00006461138,0.0002495489,0.0004597727,0.00004137875],"category_scores_gemma":[0.00007916582,0.0002308771,0.0001090231,0.0001572902,0.00001240497,0.00005794145,0.0003825918,0.0004544839,0.000002925884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005026328,"about_ca_system_score_gemma":0.00002319247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004089885,"about_ca_topic_score_gemma":0.0003907875,"domain_scores_codex":[0.9988747,0.00003724586,0.0004395823,0.0002761082,0.0002163512,0.0001560086],"domain_scores_gemma":[0.9989621,0.00006215212,0.0000898451,0.0007455548,0.0001144203,0.00002591725],"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":[0.00000133397,0.0001479689,0.002720086,0.0002234766,0.0003234385,0.000009600586,0.0003486533,0.9932231,0.0009306779,0.00003393027,0.00002648171,0.002011289],"study_design_scores_gemma":[0.0006081262,0.0001083336,0.04714131,0.0002174727,0.000138441,0.000002442963,0.005236428,0.9378027,0.00761786,0.0001059991,0.0003807452,0.0006401282],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638806,0.0004737141,0.03035013,0.000005663981,0.001071365,0.0003486334,0.000005575891,0.001322049,0.002542249],"genre_scores_gemma":[0.9984661,0.00001420547,0.001233647,0.000002339455,0.00005182618,0.00004114797,0.00003832954,0.00004531204,0.0001071306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05542035,"threshold_uncertainty_score":0.9414894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02789607977274075,"score_gpt":0.2495797206754373,"score_spread":0.2216836409026966,"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."}}