{"id":"W6943627593","doi":"10.17605/osf.io/sjvz4","title":"Energy demand and carbon emissions reduction potential of dynamic pricing of electricity: a systematic review and meta-analysis of experimental evidence","year":2022,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electrification; Incentive; Energy demand; Energy consumption; Dynamic pricing; Consumption (sociology); Efficient energy use; Energy (signal processing); Peak demand; Energy conservation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.020001,0.002303726,0.01190595,0.004532806,0.0005224307,0.004067773,0.001889202,0.002335541,0.004490426],"category_scores_gemma":[0.07489123,0.001154514,0.02441005,0.004879533,0.001183801,0.002254075,0.001648146,0.002019763,0.0004160568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003126749,"about_ca_system_score_gemma":0.005558701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005424741,"about_ca_topic_score_gemma":0.01029634,"domain_scores_codex":[0.9848939,0.00788273,0.004112196,0.001350238,0.001457877,0.0003031153],"domain_scores_gemma":[0.9491271,0.04186941,0.005209377,0.001346659,0.002193119,0.0002543535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001755137,0.00004869575,0.001109722,0.7525959,0.2187501,0.00007265333,0.0001264735,0.0003537347,0.0002546671,0.0003898531,0.0007041228,0.02383889],"study_design_scores_gemma":[0.001145688,0.000503773,0.002421385,0.1467783,0.8418946,0.0001150282,0.0001132476,0.0001823648,0.0003125425,0.000992676,0.005499964,0.00004044064],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002767567,0.9941925,0.000922983,0.0003579224,0.0002042674,0.0005914439,0.0005142863,0.00002726148,0.0004217722],"genre_scores_gemma":[0.1227287,0.868461,0.003647389,0.001608352,0.0002617884,0.002067329,0.0008067563,0.0000487181,0.0003699287],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.020001,"threshold_uncertainty_score":0.1057766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01343520263014141,"score_gpt":0.2450987138912249,"score_spread":0.2316635112610834,"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."}}