{"id":"W391719421","doi":"10.3130/jaabe.13.483","title":"Economic Evaluation of Environment-Friendly Streetlights on a University Campus: Using a Field Survey in Korea","year":2014,"lang":"en","type":"article","venue":"Journal of Asian Architecture and Building Engineering","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation of Korea","keywords":"Environmentally friendly; Solar energy; Investment (military); Quarter (Canadian coin); Electricity; Energy consumption; Environmental science; Solar power; Power consumption; Environmental economics; Engineering; Power (physics); Electrical engineering; Economics; Geography; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001651958,0.0002917837,0.0002410758,0.001301485,0.0004765906,0.0007929009,0.0003862247,0.0003808631,0.001283578],"category_scores_gemma":[0.001929838,0.0001964406,0.0005049348,0.001333214,0.000413272,0.0009789192,0.000356008,0.0002968645,0.0002200159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001706706,"about_ca_system_score_gemma":0.0009323059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01401349,"about_ca_topic_score_gemma":0.0204758,"domain_scores_codex":[0.9990602,0.0003376387,0.00007362288,0.0001451097,0.0002349651,0.0001484526],"domain_scores_gemma":[0.9976374,0.00062673,0.0005735648,0.00009438217,0.0008173352,0.0002505444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008156856,0.00233455,0.9569846,0.0003161829,0.0001482662,0.001219481,0.001128881,0.004008507,0.008618373,0.0007146156,0.0006059011,0.02310516],"study_design_scores_gemma":[0.00002184838,0.002248537,0.9782143,0.00002911896,0.00008823372,0.0002306695,0.009789538,0.005001652,0.002847895,0.0001204591,0.001365826,0.00004196395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992417,0.00002469252,0.00008397653,0.00001250903,6.66382e-7,0.0000248986,0.0001120971,0.000001017149,0.0004984338],"genre_scores_gemma":[0.9992422,0.00006419438,0.0002057355,0.000009090435,9.973083e-7,0.00001568583,0.0001350677,8.723002e-7,0.0003262575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01401349,"threshold_uncertainty_score":0.02786386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01083501615225301,"score_gpt":0.2261861274603722,"score_spread":0.2153511113081192,"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."}}