{"id":"W4230725225","doi":"10.32920/ryerson.14645103.v1","title":"Analysis and feasibility study of a multiple-pass heat and energy recovery ventilator with integrated economizer for residential use","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economizer; Environmental science; TRNSYS; Efficient energy use; Setpoint; Heat recovery ventilation; Humidity; Environmental economics; Operations management; Energy (signal processing); Computer science; Economics; Engineering; Heat exchanger; Meteorology; Statistics; Mechanical engineering; Mathematics; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007061017,0.0003743444,0.0004763138,0.0003613184,0.0003047518,0.0005440068,0.0008376226,0.0005103442,0.00264061],"category_scores_gemma":[0.0008158133,0.0002005382,0.0003900758,0.0001814613,0.0002514254,0.0006259262,0.0003229155,0.0002245589,0.0003318916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007555183,"about_ca_system_score_gemma":0.0008709133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002542666,"about_ca_topic_score_gemma":0.002861285,"domain_scores_codex":[0.9995079,0.0001089549,0.00002438524,0.00007001986,0.0002300643,0.00005856636],"domain_scores_gemma":[0.9996938,0.0001171141,0.00002436331,0.0000275506,0.0001133504,0.00002399868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003697626,0.001751113,0.04653557,0.001942754,0.0002007411,0.001914418,0.0003444071,0.2050621,0.5169249,0.00420048,0.002480535,0.2149453],"study_design_scores_gemma":[0.0004101807,0.01283201,0.06721956,0.0001035382,0.000377563,0.001091778,0.0006337785,0.6122799,0.2930253,0.0009639479,0.0109463,0.0001162082],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503976,0.000422091,0.04355053,0.0002115397,0.0000358817,0.0004451251,0.0002566149,0.0003163399,0.004364311],"genre_scores_gemma":[0.98803,0.0001253112,0.01022596,0.00001530941,0.000005147058,0.00008659122,0.0000797314,0.00001541759,0.001416459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00264061,"threshold_uncertainty_score":0.008833706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01732529096384823,"score_gpt":0.2232986770569874,"score_spread":0.2059733860931391,"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."}}