{"id":"W2106429380","doi":"","title":"Appraising the Cost and Heat Emission Implications of Residential Energy Efficient Lighting in Benin City, Edo State","year":2013,"lang":"en","type":"article","venue":"International Journal of Energy Engineering","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Incandescent light bulb; Retrofitting; Efficient energy use; Quarter (Canadian coin); Energy consumption; Energy conservation; Consumption (sociology); Business; Environmental economics; Finance; Agricultural economics; Operations management; Engineering; Economics; Electrical engineering","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":[0.0002034124,0.00009155083,0.0001046732,0.0001065755,0.00003672931,0.00003951343,0.0002621174,0.00003273769,0.0001255811],"category_scores_gemma":[0.00006338878,0.00006895832,0.00004262341,0.000100629,0.00004642658,0.0002145412,0.0001593301,0.0001025149,9.841598e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001209126,"about_ca_system_score_gemma":0.000007979575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008560812,"about_ca_topic_score_gemma":0.00005701189,"domain_scores_codex":[0.9990698,0.00002290937,0.0003568782,0.00009473035,0.0003094604,0.0001462058],"domain_scores_gemma":[0.9995651,0.0001141946,0.0001352199,0.00008388121,0.00002029148,0.00008135507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000008065653,0.00003250829,0.007486408,0.000001083383,0.00001909838,0.000004418093,0.000119571,0.8906633,0.09590884,0.0003781684,0.0001132364,0.005265332],"study_design_scores_gemma":[0.001009325,0.00008693983,0.7582965,0.0003106871,0.00002112101,0.0002761314,0.00009461245,0.1136024,0.1167933,0.001147566,0.008034451,0.0003269628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761493,0.0001207017,0.02198973,0.0008653888,0.0002022994,0.00002136091,0.000001355388,0.00000460342,0.0006452573],"genre_scores_gemma":[0.9991013,0.0001492234,0.0005160398,0.00006270084,0.00007538911,0.000003823362,0.00000172445,0.000009428234,0.00008033565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7770609,"threshold_uncertainty_score":0.2812039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006089385489196877,"score_gpt":0.2156875737557073,"score_spread":0.2095981882665104,"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."}}