{"id":"W2233229545","doi":"","title":"User-Constrained Algorithms for Aggregate Residential Demand Response Programs with Limited Feedback.","year":2015,"lang":"en","type":"dissertation","venue":"UVic’s Research and Learning Repository (University of Victoria)","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Renewable Energy Laboratory; Natural Sciences and Engineering Research Council of Canada; Simon Fraser University; University of Victoria","keywords":"Aggregate (composite); Demand response; Computer science; Algorithm; Operations research; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003670529,0.001248295,0.001275948,0.0006450152,0.0006761421,0.001405876,0.002039538,0.001585133,0.004443576],"category_scores_gemma":[0.0124216,0.0006919602,0.0007247222,0.0009593287,0.0008912392,0.002243233,0.001816118,0.001934175,0.0009156186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001836596,"about_ca_system_score_gemma":0.002594728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008914804,"about_ca_topic_score_gemma":0.007751171,"domain_scores_codex":[0.9981711,0.0007988547,0.00009264098,0.0003333868,0.00038142,0.0002226236],"domain_scores_gemma":[0.9922557,0.005898243,0.0004632064,0.0004628562,0.0007516331,0.0001684449],"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":[0.000136806,0.00009626753,0.000457618,0.00003614139,0.00001948089,0.00001799186,0.00005319639,0.9652331,0.0004050295,0.0076071,0.0009887925,0.02494857],"study_design_scores_gemma":[0.000006110631,0.00001031097,0.00002151829,0.000001642524,0.000001440746,0.000003224028,0.000004419467,0.99823,0.0001270007,0.00148054,0.000112149,0.000001701126],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01028356,0.00008478654,0.987035,0.0001293334,0.00001973189,0.0001040214,0.00007070015,0.0006521824,0.001620658],"genre_scores_gemma":[0.6042435,0.000143079,0.3903202,0.0002227695,0.00005117696,0.0006054943,0.0004216825,0.0002720482,0.003719965],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008914804,"threshold_uncertainty_score":0.01941186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02041353371005521,"score_gpt":0.2562992659876643,"score_spread":0.2358857322776091,"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."}}