{"id":"W4407685465","doi":"10.1016/j.enbuild.2025.115492","title":"A model-based continuous commissioning method for an efficient integration of ground source heat pumps in the building ecosystem","year":2025,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental science; Heat pump; Project commissioning; Ecosystem; Engineering; Environmental engineering; Computer science; Civil engineering; Mechanical engineering; Ecology; Heat exchanger","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005720172,0.0009182605,0.0006689487,0.0005678548,0.0003650824,0.0008344583,0.0008330556,0.0006437277,0.002643488],"category_scores_gemma":[0.001648852,0.0005375153,0.0008487566,0.0004444469,0.0003167807,0.0005918716,0.0007502682,0.001069852,0.0005407409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005331463,"about_ca_system_score_gemma":0.001431568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0100455,"about_ca_topic_score_gemma":0.008168362,"domain_scores_codex":[0.999756,0.00004743782,0.0000124558,0.00006441276,0.00009061721,0.0000290189],"domain_scores_gemma":[0.9995522,0.0001739063,0.00006267014,0.00006822439,0.0001176884,0.00002529317],"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":[0.00004664329,0.00004821882,0.001316874,0.00007490346,0.00003351657,0.00009045652,0.00006303289,0.9207259,0.007913228,0.005107318,0.0008971173,0.06368271],"study_design_scores_gemma":[0.000002467377,0.000009997349,0.00008937127,0.000002490888,0.000004021437,0.000009549605,0.0000044709,0.9982514,0.0006481432,0.0005116659,0.0004633829,0.00000295102],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007449711,0.00005596944,0.990519,0.00002753605,0.00001541078,0.00003089927,0.00005585101,0.001034413,0.0008113033],"genre_scores_gemma":[0.4745305,0.0001032648,0.5227861,0.00003907816,0.00002320526,0.0002153468,0.000363407,0.0003073894,0.001631691],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0100455,"threshold_uncertainty_score":0.01997405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01075196025359453,"score_gpt":0.2495077397181346,"score_spread":0.23875577946454,"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."}}