{"id":"W4390549974","doi":"10.1109/sita60746.2023.10373741","title":"Electricity demand Forecasting: A systematic literature review","year":2023,"lang":"en","type":"article","venue":"","topic":"Energy Load and Power Forecasting","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Electricity; Demand forecasting; Electricity demand; Electricity retailing; Electricity market; Consumption (sociology); Electricity generation; Computer science; Demand management; Environmental economics; Process (computing); Operations research; Economics; Engineering; Power (physics)","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":[0.0003537464,0.0001388513,0.0002756621,0.0001086414,0.00005288667,0.0000428271,0.0001099708,0.00005539089,0.00003961817],"category_scores_gemma":[0.000203844,0.0001056121,0.00007641129,0.001233201,0.000004810298,0.00008844067,0.00001886072,0.0001324571,0.0001169024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000225445,"about_ca_system_score_gemma":0.00000615058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.542532e-7,"about_ca_topic_score_gemma":0.000004223871,"domain_scores_codex":[0.9991882,0.00002859586,0.0002649879,0.0001162044,0.0001251157,0.000276841],"domain_scores_gemma":[0.99958,0.0001164959,0.00002514312,0.0001684267,0.00002819792,0.00008179971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001981467,0.00001061761,0.0001178829,0.8819472,0.00014747,0.0002692313,0.0005210304,0.01311591,0.0005953916,0.002984423,0.09816496,0.002123862],"study_design_scores_gemma":[0.0002786706,0.00004839041,0.00003917245,0.2891768,0.0001390961,0.0005008066,0.00002704906,0.699262,0.00155426,0.0004899773,0.007777208,0.0007066601],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02622202,0.7193046,0.01488016,0.0004969761,0.001721392,0.001900084,0.00001969186,0.01113947,0.2243156],"genre_scores_gemma":[0.8719295,0.1161188,0.001159193,0.001122935,0.0004001677,0.0002639968,0.000115637,0.0001462889,0.008743488],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8457074,"threshold_uncertainty_score":0.4306735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0180994216097015,"score_gpt":0.2201198283216031,"score_spread":0.2020204067119016,"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."}}