{"id":"W4405601381","doi":"10.1109/synergymed62435.2024.10799223","title":"Modelling Building-Integrated Photovoltaic/Thermal Systems: Sensitivity Analysis Insights","year":2024,"lang":"en","type":"article","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Photovoltaic system; Sensitivity (control systems); Thermal; Computer science; Systems engineering; Environmental science; Engineering; Electronic engineering; Electrical engineering; Physics; Meteorology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001369361,0.001160384,0.0009756362,0.0007799107,0.0004466525,0.001382049,0.0006200641,0.001568894,0.002917159],"category_scores_gemma":[0.002720099,0.0006064294,0.001457078,0.0006174522,0.0007406513,0.000659089,0.001088978,0.00107707,0.000230694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076438,"about_ca_system_score_gemma":0.0007688041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.013924,"about_ca_topic_score_gemma":0.00663413,"domain_scores_codex":[0.9993505,0.0003414886,0.00001958813,0.00006376638,0.0001150742,0.0001095957],"domain_scores_gemma":[0.9983832,0.001364733,0.00009928076,0.00004474218,0.00008802132,0.00001998751],"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":[0.00001312022,0.00001425727,0.0003126595,0.00002467646,0.00001897514,0.000021925,0.00001222663,0.9974869,0.0006035791,0.0006458667,0.00003493143,0.0008108176],"study_design_scores_gemma":[0.000002609895,0.0000196084,0.0003171897,0.000005144339,0.00001010933,0.000005739872,0.00001467735,0.9984426,0.0004119903,0.00064171,0.0001241223,0.000004653018],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5918938,0.001435331,0.3656828,0.0006681371,0.00006064341,0.0005078141,0.0009615051,0.0004081895,0.03838187],"genre_scores_gemma":[0.9896282,0.0003199128,0.007545577,0.00003967138,0.00000965272,0.0001527545,0.0001098475,0.00002777735,0.002166716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.013924,"threshold_uncertainty_score":0.02768594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008573341804030436,"score_gpt":0.193498365951429,"score_spread":0.1849250241473985,"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."}}