{"id":"W4385454541","doi":"10.32920/23811210.v1","title":"Validation of Computational Fluid Dynamics (CFD) Model of a Building Integrated Photovoltaic/Thermal (BIPV/T) System","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Centres of Excellence","keywords":"Building-integrated photovoltaics; Computational fluid dynamics; Photovoltaic system; Roof; Thermal; Airflow; Environmental science; Materials science; Meteorology; Mechanics; Mechanical engineering; Aerospace engineering; Engineering; Structural engineering; Physics; Electrical engineering","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"],"consensus_categories":[],"category_scores_codex":[0.0007601156,0.0005120197,0.00107531,0.0004337545,0.0000698683,0.0000459081,0.0006225554,0.0006298108,0.00009219808],"category_scores_gemma":[0.00009454847,0.0004693527,0.0004375325,0.0004129286,0.0000993633,0.0000923356,0.0004751543,0.0004479608,0.00003108295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004500293,"about_ca_system_score_gemma":0.0003608041,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03131575,"about_ca_topic_score_gemma":0.0003756284,"domain_scores_codex":[0.9964473,0.0002594664,0.001572269,0.0006312286,0.0007486604,0.0003410678],"domain_scores_gemma":[0.9969568,0.0002813511,0.001227705,0.0006601154,0.0007667148,0.0001072647],"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":[0.0001097471,0.00006189274,0.0005224246,0.001527207,0.0003670123,0.000003312982,0.0004357609,0.8404418,0.1413497,0.01476611,0.00007053812,0.0003444963],"study_design_scores_gemma":[0.0004562674,0.00003710201,0.0001055496,0.001050346,0.0001050529,0.000006481572,0.0007002876,0.8864065,0.1071838,0.003571098,0.00001244054,0.0003650628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8291057,0.00004994504,0.1641226,0.00001112208,0.001040689,0.0006663684,0.0007537304,0.0004902853,0.003759644],"genre_scores_gemma":[0.9890536,0.00000560924,0.007708943,0.00001183002,0.000121217,0.0001283923,0.001701164,0.0001324294,0.001136802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1599479,"threshold_uncertainty_score":0.9997758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04074067352588272,"score_gpt":0.2584694139369714,"score_spread":0.2177287404110887,"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."}}