{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000063999,0.0002632268,0.0002886709,0.0001474007,0.0002264404,0.0005030078,0.0002945092,0.0002683096,0.003276165],"category_scores_gemma":[0.0001026668,0.0001430994,0.0001795206,0.0001834804,0.000105179,0.0003598536,0.0003128326,0.0001845636,0.0005608994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001723285,"about_ca_system_score_gemma":0.0002783694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006137064,"about_ca_topic_score_gemma":0.001656068,"domain_scores_codex":[0.9999394,0.000009593691,0.000001994114,0.00001292051,0.00002241099,0.00001365983],"domain_scores_gemma":[0.999975,0.0000055244,0.000004526121,0.000002108611,0.00001010915,0.000002734617],"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":[0.0004121389,0.0002746376,0.002407128,0.0002127875,0.00005094991,0.0002230336,0.0001322907,0.4557184,0.2766586,0.01787589,0.003291117,0.2427431],"study_design_scores_gemma":[0.000008437251,0.0001661569,0.001260092,0.00001019391,0.00001778721,0.0000777352,0.00006308933,0.9693661,0.02454084,0.001818678,0.002661521,0.000009368963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.18649,0.000440446,0.7797174,0.0002274921,0.00006380311,0.00007141317,0.0001111601,0.0006587605,0.03221941],"genre_scores_gemma":[0.9760193,0.00009377498,0.02022439,0.00002586534,0.000008640879,0.00002425212,0.00003384425,0.00001773264,0.003552218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003276165,"threshold_uncertainty_score":0.01095986,"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."}}