{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001757917,0.00016678,0.0002820009,0.0002122155,0.0001466359,0.00004379951,0.0002430596,0.00008646934,0.0001038028],"category_scores_gemma":[0.00001604577,0.0001093911,0.0001119386,0.0007179801,0.0001182877,0.0003788282,0.0000549012,0.00005917548,0.00002817421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004381162,"about_ca_system_score_gemma":0.00001716042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004843333,"about_ca_topic_score_gemma":0.0003695201,"domain_scores_codex":[0.9987398,0.000003854014,0.0003145289,0.0003355932,0.0003123798,0.0002938526],"domain_scores_gemma":[0.9992859,0.00002214597,0.0001770216,0.0001580232,0.0002750137,0.00008183609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005355732,0.0003160192,0.1887916,0.0003412078,0.001698468,0.000001139175,0.0007466101,0.01310453,0.7314789,0.04637591,0.0009352646,0.01567486],"study_design_scores_gemma":[0.004863928,0.0009941087,0.4110955,0.001003083,0.002536188,0.0000719641,0.0009207022,0.04364497,0.4303001,0.0009915075,0.1016421,0.001935855],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860247,0.00003340274,0.00100475,0.0004827722,0.00002230043,0.0001087687,0.000003830956,0.0001001737,0.01221931],"genre_scores_gemma":[0.9942763,0.00002924562,0.0003245814,0.00002583198,0.0001552602,0.00005615671,0.000003041159,0.00002820784,0.005101337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3011788,"threshold_uncertainty_score":0.7321703,"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."}}