{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003771096,0.0004924304,0.0006706869,0.000469317,0.0008694602,0.001031732,0.000574853,0.0009338955,0.00221496],"category_scores_gemma":[0.001103709,0.0002496316,0.0006157919,0.0003494636,0.0007890881,0.0005318799,0.0004595422,0.0005092975,0.0003456433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008107666,"about_ca_system_score_gemma":0.001646806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02239146,"about_ca_topic_score_gemma":0.008924022,"domain_scores_codex":[0.9997104,0.00005183377,0.00001947212,0.00006202501,0.0001042239,0.00005204315],"domain_scores_gemma":[0.9994538,0.0002487067,0.00003902999,0.00006873725,0.0001531421,0.00003656615],"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":[0.0001235674,0.0001029884,0.004553722,0.00006448061,0.00001168694,0.0001738689,0.00008178335,0.9696513,0.01858237,0.000781455,0.0003944998,0.005478085],"study_design_scores_gemma":[0.00001692278,0.00004875465,0.001084099,0.000007871567,0.00000409283,0.00001658664,0.00003343341,0.9912184,0.007080837,0.00009937842,0.0003805682,0.000009040767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9579377,0.000147301,0.03175131,0.000198586,0.000102889,0.00009121581,0.0007951073,0.0004729532,0.008502938],"genre_scores_gemma":[0.9919662,0.00006558659,0.006563731,0.00001661939,0.000003888107,0.00004808275,0.0002856223,0.00002412497,0.001026111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02239146,"threshold_uncertainty_score":0.04452229,"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."}}