{"id":"W4387039737","doi":"10.1049/icp.2023.0264","title":"A new customer-oriented approach for residential demand-side flexibility: the case of the Zeeland region in the Netherlands","year":2023,"lang":"en","type":"article","venue":"IET conference proceedings.","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fractal Systems (Canada)","funders":"","keywords":"Flexibility (engineering); Renewable energy; Electricity; Monetization; Volatility (finance); Carbon footprint; Environmental economics; Smart grid; Demand side; Load shifting; Electricity price; Business; Demand response; Consumption (sociology); Natural resource economics; Economics; Engineering; Electrical engineering; Finance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004490399,0.0002050718,0.0002445143,0.0003446379,0.001050857,0.002743633,0.001200003,0.001464854,0.004610049],"category_scores_gemma":[0.001205078,0.0002670272,0.0004528085,0.0008187356,0.0007995116,0.001882021,0.001303581,0.0007280945,0.0003141392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003715356,"about_ca_system_score_gemma":0.0012133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1305019,"about_ca_topic_score_gemma":0.1851656,"domain_scores_codex":[0.9994604,0.0002484462,0.00001682691,0.00007421778,0.00007889162,0.00012126],"domain_scores_gemma":[0.9997445,0.0001023056,0.00002642597,0.00002768533,0.00005269443,0.00004639419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004625554,0.0003391189,0.04173987,0.0003713077,0.0002387348,0.0671281,0.01300808,0.2979602,0.01000027,0.4934645,0.02331728,0.05196992],"study_design_scores_gemma":[0.0002174611,0.0001639338,0.05184035,0.0003015977,0.0001551854,0.009187099,0.06599642,0.5064078,0.004193314,0.1146718,0.2465103,0.0003548102],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7692676,0.0009034098,0.02269322,0.004543876,0.00008740367,0.00009794256,0.0007186407,0.0000726461,0.2016152],"genre_scores_gemma":[0.987841,0.0002363647,0.002494732,0.00007042034,0.000008642298,0.00001519011,0.00008632962,0.00002663148,0.00922083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1305019,"threshold_uncertainty_score":0.2594846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03336856792827768,"score_gpt":0.2503203695834987,"score_spread":0.216951801655221,"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."}}