{"id":"W2948622633","doi":"","title":"PERFORMANCE ANALYSIS FO A RESIDENTIAL GROUND SOURCE HEAT PUMP WITH ANTIFREEZE SOLUTION","year":2016,"lang":"en","type":"article","venue":"Proceedings of SimBuild","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antifreeze; Heat pump; Heat exchanger; Environmental science; Process engineering; Coefficient of performance; Thermodynamics; Chemistry; Nuclear engineering; Engineering; Mechanical engineering; Physics","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":[0.001039505,0.0007963238,0.0007743462,0.0007994903,0.0006944253,0.0006940852,0.0007638237,0.0007470531,0.005853312],"category_scores_gemma":[0.001623656,0.0003098991,0.0007458744,0.0005643541,0.0004100689,0.0006424892,0.0002893953,0.0004039028,0.0007013812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001650115,"about_ca_system_score_gemma":0.001018724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0323623,"about_ca_topic_score_gemma":0.01806861,"domain_scores_codex":[0.9992155,0.0001541722,0.0000374295,0.00009342302,0.0002976175,0.0002018569],"domain_scores_gemma":[0.9987564,0.0005528862,0.0001250002,0.00006183654,0.000449072,0.00005478968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.004822657,0.0006630372,0.01307946,0.0008087683,0.0001808435,0.0002148262,0.0001947988,0.7742859,0.1502179,0.001060999,0.001276689,0.05319426],"study_design_scores_gemma":[0.0001355489,0.003679229,0.01619418,0.00001795164,0.0001555289,0.00008297278,0.0001700855,0.832815,0.1451678,0.000121383,0.001394285,0.00006603557],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862778,0.0002184825,0.00956124,0.00009399313,0.00001483115,0.00005203403,0.0002456272,0.0003779667,0.003157979],"genre_scores_gemma":[0.9967071,0.00009621679,0.001693568,0.000008057208,0.000002591397,0.00001524345,0.000106924,0.00001941983,0.001350775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0323623,"threshold_uncertainty_score":0.0643478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008752416589523972,"score_gpt":0.2040193290282216,"score_spread":0.1952669124386977,"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."}}