{"id":"W4307551735","doi":"10.3390/en15217906","title":"Energy Performance Evaluation of a Solar PVT Thermal Energy Storage System Based on Small Size Borefield","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TRNSYS; Thermal energy storage; Environmental science; Renewable energy; Energy storage; Heat pump; Solar energy; Nuclear engineering; Process engineering; Meteorology; Thermal; Engineering; Electrical engineering; Mechanical engineering; Geography; Power (physics); Thermodynamics; Physics; Heat exchanger","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007990463,0.0002936574,0.0003647512,0.0001796551,0.0004433372,0.00002995492,0.0004746216,0.0001081516,0.0008002613],"category_scores_gemma":[0.00002937307,0.0002785454,0.0001796339,0.0004255698,0.00005763059,0.0000839552,0.0001254237,0.0001545267,0.000007399357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000257939,"about_ca_system_score_gemma":0.0002056176,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0126434,"about_ca_topic_score_gemma":0.0004991496,"domain_scores_codex":[0.9971426,0.0005495981,0.0005191219,0.0004399033,0.0009823525,0.0003664866],"domain_scores_gemma":[0.9983432,0.0002227649,0.0003444851,0.0008121397,0.0001962388,0.00008120296],"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":[0.00007271155,0.0001266737,0.0000739834,0.00003119163,0.00004436167,0.00000271303,0.0001205877,0.8871243,0.006918008,0.09055444,0.0001815436,0.01474946],"study_design_scores_gemma":[0.001333008,0.0003505177,0.001858812,0.0000711852,0.00009971391,0.000008348148,0.0009127186,0.8559815,0.03760249,0.00008614235,0.101224,0.0004715962],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9288154,0.0003764694,0.000431945,0.0001416966,0.0004708724,0.0001162587,0.00004279546,0.0002253567,0.06937915],"genre_scores_gemma":[0.9958184,0.000008827116,0.0001411656,0.0003232806,0.0002164206,0.001107749,0.00008340279,0.00006761958,0.002233097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1010424,"threshold_uncertainty_score":0.9999667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01725111572796354,"score_gpt":0.2145021144570153,"score_spread":0.1972509987290518,"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."}}