{"id":"W7047558230","doi":"","title":"High resolution time-series modeling of domestic hot water heating systems","year":2011,"lang":"en","type":"dissertation","venue":"UVic’s Research and Learning Repository (University of Victoria)","topic":"Photocathodes and Microchannel Plates","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Energy consumption; Heating system; Water heating; Heat pump; Energy (signal processing); Solar energy; Water consumption; Solar water heating","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005663344,0.0001991317,0.0004372877,0.0003414847,0.0004911885,0.00004640505,0.0002239899,0.0003345361,0.00003243982],"category_scores_gemma":[0.0000355878,0.0002162267,0.00007299495,0.0001524353,0.00009165644,0.0002313731,0.00006262226,0.0008385706,0.00001475421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009061452,"about_ca_system_score_gemma":0.00005662495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004542402,"about_ca_topic_score_gemma":0.00006890445,"domain_scores_codex":[0.9985517,0.0001693078,0.0002453698,0.0002862862,0.0003630234,0.0003842733],"domain_scores_gemma":[0.9990526,0.00009876574,0.0000922598,0.0001986409,0.0004436493,0.0001140553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001127079,0.00007068292,0.0001081424,0.005198512,0.0003939485,0.0001032248,0.02894083,0.2512567,0.7121778,0.0001440218,0.0002204768,0.000258577],"study_design_scores_gemma":[0.00155279,0.001940399,0.0004669257,0.005159881,0.0002973882,0.00009678135,0.05462571,0.8581403,0.07261421,0.0004887439,0.003275594,0.001341232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922768,0.002005687,0.0003865882,0.000001288801,0.0006363526,0.000268422,0.000007771178,0.0001040245,0.00431306],"genre_scores_gemma":[0.986119,0.0005451157,0.0003847063,9.965694e-8,0.0001465233,0.000001937044,0.0002183784,0.00004331895,0.01254092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6395636,"threshold_uncertainty_score":0.8817469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0172682385127954,"score_gpt":0.2304188498891215,"score_spread":0.2131506113763261,"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."}}