{"id":"W2123141000","doi":"10.1016/j.rser.2015.10.001","title":"Cost-effectiveness analysis of alternative water heater systems operating with unreliable water supplies","year":2015,"lang":"en","type":"article","venue":"Renewable and Sustainable Energy Reviews","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Electricity; Storage water heater; Cost analysis; Environmental science; Waste management; Heating system; Electric heating; Environmental engineering; Water heating; Water supply; Engineering; Water heater","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":[0.001534272,0.0003996626,0.001191357,0.0001944484,0.000310127,0.0001059646,0.0002408036,0.00008496921,0.0001292404],"category_scores_gemma":[0.00002777593,0.0002001981,0.0001173078,0.000568884,0.0002413842,0.0005284256,0.0006015748,0.00006854112,0.00001296355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003348814,"about_ca_system_score_gemma":0.00001982907,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06388679,"about_ca_topic_score_gemma":0.001298083,"domain_scores_codex":[0.997041,0.0004501433,0.000550796,0.0006276472,0.000387296,0.0009431369],"domain_scores_gemma":[0.999024,0.00006324366,0.0001161121,0.000457637,0.0001325733,0.0002063741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002204591,0.000201204,0.0105815,0.0007195715,0.001440643,0.0001451034,0.003617165,0.9642193,0.009775767,0.005800779,0.002475891,0.0008025728],"study_design_scores_gemma":[0.001828126,0.0008985841,0.0001945973,0.0003231185,0.001781128,0.00003846117,0.008419353,0.01188271,0.3083639,0.004248194,0.6608191,0.001202739],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6852753,0.04241596,0.04415296,0.0007230517,0.0007104856,0.004509478,0.00007638592,0.0002670816,0.2218693],"genre_scores_gemma":[0.9752194,0.0008713496,0.000181493,0.00009191965,0.00004359818,0.0005924154,0.00007830211,0.00003693701,0.02288453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9523366,"threshold_uncertainty_score":0.9423469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03303999112684245,"score_gpt":0.2598590375302146,"score_spread":0.2268190464033721,"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."}}