{"id":"W4214501210","doi":"10.1016/j.energy.2022.123528","title":"Energy targeting approach for optimum solar assisted ground source heat pump integration in buildings","year":2022,"lang":"en","type":"article","venue":"Energy","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Heat pump; Renewable energy; Photovoltaic system; Thermal energy storage; Renewable heat; Heat exchanger; Environmental science; Solar irradiance; Zero-energy building; Solar energy; Air source heat pumps; Engineering; Photovoltaic thermal hybrid solar collector; Coefficient of performance; Waste heat; Nuclear engineering; Process engineering; Hybrid heat; Mechanical engineering; Meteorology; Electrical engineering; Thermodynamics; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004422671,0.0002872225,0.0003480872,0.0002446475,0.0005714954,0.00008491451,0.0004062288,0.0001284113,0.0001876325],"category_scores_gemma":[0.00002797078,0.0002978703,0.0001814332,0.0006093854,0.00003939511,0.0001580764,0.0001658863,0.0001926459,0.000002053929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002789649,"about_ca_system_score_gemma":0.00004999222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05990696,"about_ca_topic_score_gemma":0.001071481,"domain_scores_codex":[0.997789,0.0002068423,0.0005638332,0.0006093545,0.00031135,0.0005196626],"domain_scores_gemma":[0.9991838,0.0001033089,0.0001568774,0.0003823672,0.00006894638,0.0001046623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004130033,0.0002033092,0.00002530437,0.00001029574,0.00003023485,0.000001787437,0.0002267377,0.7350189,0.02532988,0.2171132,0.0006594063,0.02133961],"study_design_scores_gemma":[0.0006878049,0.00007457257,0.00006110338,0.000009574839,0.00001425793,0.0000180164,0.00106808,0.3966288,0.00452245,0.0009463224,0.5956138,0.0003551739],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07997409,0.0007273759,0.8933113,0.0005836819,0.0004976447,0.0002834411,0.00003691763,0.0003984523,0.02418707],"genre_scores_gemma":[0.9802266,0.00001287954,0.005822835,0.0005301274,0.0003687253,0.002399173,0.0007873188,0.0001024574,0.009749915],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9002525,"threshold_uncertainty_score":0.9999474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522625557947892,"score_gpt":0.2217045840765247,"score_spread":0.2064783284970458,"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."}}