{"id":"W3134500470","doi":"10.1016/j.jobe.2021.102339","title":"Feasibility of thermal load control from electrochromic windows for ground coupled heat pump optimization","year":2021,"lang":"en","type":"article","venue":"Journal of Building Engineering","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Heat pump; Heat exchanger; Coefficient of performance; Electrochromism; Glazing; Chiller; Environmental science; Air source heat pumps; Nuclear engineering; Mechanical engineering; Automotive engineering; Engineering; Process engineering; Civil engineering; Thermodynamics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002647153,0.000117313,0.0003429421,0.00005298157,0.00003821765,0.00002904386,0.0001253135,0.00007399423,0.00004872055],"category_scores_gemma":[0.0001270307,0.0001108138,0.0001773139,0.0001230248,0.000009131939,0.0001276594,0.00001127102,0.0001165267,3.292175e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001600533,"about_ca_system_score_gemma":0.0001060429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005233167,"about_ca_topic_score_gemma":0.00001999556,"domain_scores_codex":[0.9989984,0.00002108782,0.0005046008,0.0001235464,0.0001830104,0.0001693334],"domain_scores_gemma":[0.9990643,0.0001666964,0.0002036443,0.0001678661,0.0003346681,0.0000627942],"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":[0.0000271993,0.00002291491,0.00007496049,0.00001556985,0.00007033972,0.000001530048,0.00002310959,0.5567906,0.4423371,0.0005838884,0.000001890115,0.00005090139],"study_design_scores_gemma":[0.001858349,0.00004838839,0.001753827,0.0001008161,0.00007472618,0.00002913355,0.00002253657,0.9364045,0.05911743,0.00007679504,0.0003941485,0.0001193607],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6230173,0.0004131584,0.3762557,0.00006171108,0.0001363278,0.00007079178,0.000006392534,0.0000140157,0.00002461906],"genre_scores_gemma":[0.9850544,0.00001383591,0.01448757,0.00002076493,0.0003575091,0.00001056309,0.000005156116,0.00002884781,0.00002137838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3832197,"threshold_uncertainty_score":0.4518856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01051497523288959,"score_gpt":0.2271421370216254,"score_spread":0.2166271617887358,"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."}}