{"id":"W3135388229","doi":"10.3390/en14061553","title":"Simulation of Energy Exchange between Single Prosumer Residential Building and Utility Grid","year":2021,"lang":"en","type":"article","venue":"Energies","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"Teadmistepõhise Ehituse Tippkeskus ZEBE; European Regional Development Fund","keywords":"Prosumer; Microgrid; Photovoltaic system; Electricity; Wind power; Environmental economics; Renewable energy; Computer science; Production (economics); Energy storage; Automotive engineering; Environmental science; Reliability engineering; Engineering; Electrical engineering; Economics; Microeconomics","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":[0.00008543496,0.0001134843,0.0001670133,0.00007943736,0.0000373912,0.00003097619,0.00006297219,0.00005352975,0.00005158434],"category_scores_gemma":[0.0000423994,0.0001273487,0.00003609536,0.0001644289,0.00003375484,0.0001513736,0.00009062813,0.00004092386,7.266897e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002775174,"about_ca_system_score_gemma":0.000006548524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006902457,"about_ca_topic_score_gemma":0.00007643174,"domain_scores_codex":[0.9992797,0.00003183661,0.0002011326,0.0001713916,0.0001570534,0.000158862],"domain_scores_gemma":[0.9995883,0.00009658572,0.00003055613,0.0002062146,0.00004443548,0.00003393555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003142533,0.00001069736,0.002838422,0.0001052299,0.00006297055,0.000005431448,0.00008942928,0.9809989,0.007830564,0.0005687005,0.0005624109,0.00692407],"study_design_scores_gemma":[0.0004895597,0.00003476855,0.05388964,0.00008861539,0.00009811634,0.00000133071,0.0001055929,0.1429309,0.681579,0.0007525862,0.1196245,0.0004053536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796357,0.001644431,0.01534347,0.00002886957,0.0005614376,0.00003003419,0.000008884468,0.0001768432,0.002570405],"genre_scores_gemma":[0.9982238,0.00009025782,0.0009965245,0.000008289786,0.0003870982,0.000008186113,0.0000264988,0.00002361772,0.0002357639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.838068,"threshold_uncertainty_score":0.5193129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01953156824185438,"score_gpt":0.2277793810596876,"score_spread":0.2082478128178332,"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."}}