{"id":"W2922238645","doi":"10.14510/araj.2019.4238","title":"Assessments about the energy efficiency of PCM in fresh AIR-COOLING systems in different building types","year":2019,"lang":"en","type":"article","venue":"Journal of the American Romanian Academy of Arts and Sciences","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitatea Tehnică din Cluj-Napoca","keywords":"Environmental science; Architectural engineering; Efficient energy use; Energy (signal processing); Meteorology; Engineering; Geography; Electrical engineering; Mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004222071,0.00007075081,0.0002269799,0.0001465728,0.00004325958,0.00001832425,0.0003505777,0.00002221843,0.000002037794],"category_scores_gemma":[0.000009891284,0.00003680807,0.00003831281,0.0003413793,0.0001770872,0.0001253639,0.00003961253,0.0001404773,2.66026e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002123916,"about_ca_system_score_gemma":0.00001496417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001062053,"about_ca_topic_score_gemma":0.000008912828,"domain_scores_codex":[0.9991952,0.0000437432,0.000332318,0.00006959809,0.0002381625,0.0001210051],"domain_scores_gemma":[0.9995128,0.00007717497,0.0003288352,0.0000501418,0.00001049399,0.00002055916],"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":[0.00000829027,0.00001590632,0.0316899,0.00001658637,0.000010746,2.771959e-7,0.0001731313,0.9584101,0.005861268,0.002916992,0.00001881315,0.0008779796],"study_design_scores_gemma":[0.0003517591,0.0002366361,0.3972974,0.0008208692,0.00001901774,0.00002607643,0.001049929,0.5920554,0.007136498,0.0004701222,0.0003743869,0.0001618593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982049,0.0008608797,0.0003989355,0.0001621806,0.0001634923,0.00003360866,5.250891e-7,0.000002845522,0.0001726487],"genre_scores_gemma":[0.9994222,0.0002641069,0.0002261696,0.00004549887,0.00002707524,6.33679e-7,2.131135e-8,0.000003996943,0.00001032766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3663547,"threshold_uncertainty_score":0.1500989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01269074639375673,"score_gpt":0.2566115856410512,"score_spread":0.2439208392472945,"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."}}