{"id":"W2739022808","doi":"10.24084/repqj06.338","title":"A new design approach for ground source heat pumps based on hourly load simulations","year":2017,"lang":"en","type":"article","venue":"Renewable Energy and Power Quality Journal","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Heat load; Superposition principle; Heat exchanger; Environmental science; Heat pump; Computer science; Meteorology; Simulation; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005978137,0.0006896947,0.0007182193,0.0006129044,0.0003827041,0.0007389537,0.001016931,0.0006144893,0.004410564],"category_scores_gemma":[0.001048901,0.0005764186,0.0007955722,0.0003396832,0.000257336,0.0007543496,0.000566769,0.0009550101,0.0009583128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003449508,"about_ca_system_score_gemma":0.0006130143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001228607,"about_ca_topic_score_gemma":0.001280513,"domain_scores_codex":[0.9994117,0.0001583581,0.00002694059,0.00005633363,0.000310293,0.00003643727],"domain_scores_gemma":[0.9995987,0.0001055774,0.00003670331,0.0000694804,0.0001700494,0.00001951024],"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":[0.00007316612,0.0001242361,0.0009195489,0.0001223483,0.00005177134,0.00006295559,0.0001177395,0.7760113,0.02090204,0.01386209,0.002016796,0.185736],"study_design_scores_gemma":[0.000008316023,0.00004587465,0.0001109882,0.000004249739,0.000008005606,0.00002579671,0.000005523397,0.9928866,0.001722406,0.001423106,0.003751128,0.000007945368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004020206,0.00002834179,0.9934832,0.0000238713,0.00002131301,0.0000292266,0.00001360264,0.0002929364,0.002087286],"genre_scores_gemma":[0.2516378,0.0001735616,0.7401886,0.00006279849,0.00007917704,0.000297727,0.0001314544,0.0004113478,0.007017381],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004410564,"threshold_uncertainty_score":0.01475483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0551428264363087,"score_gpt":0.2948848968521948,"score_spread":0.2397420704158861,"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."}}