{"id":"W4401380679","doi":"10.47611/jsrhs.v13i1.6511","title":"Illuminating the Future: Cost-Benefit Analysis of the Installation of LED Street Lights in Townships","year":2024,"lang":"en","type":"article","venue":"Journal of Student Research","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Conestoga College","funders":"","keywords":"Environmental planning; Transport engineering; Environmental science; Business; Architectural engineering; Engineering","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":[0.004588177,0.00007788148,0.0002360665,0.0003353136,0.0001286795,0.00003814922,0.0005922724,0.00005016627,0.0005133873],"category_scores_gemma":[0.00005025604,0.00003848717,0.0001671179,0.001706671,0.0002195049,0.0001962008,0.0002681091,0.0005577902,0.000005167206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004529643,"about_ca_system_score_gemma":0.00004907649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002017779,"about_ca_topic_score_gemma":0.002056869,"domain_scores_codex":[0.9967903,0.0002805235,0.0005776712,0.0001139973,0.001963794,0.0002737065],"domain_scores_gemma":[0.9991192,0.0003305045,0.0002340352,0.0002127366,0.00003436162,0.00006916413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002736214,0.0001634573,0.9808751,0.00002230814,0.0001541967,0.000007535245,0.005020851,0.001821374,0.003766323,0.0004239843,0.0001664192,0.007551061],"study_design_scores_gemma":[0.0001742299,0.0001438453,0.9935918,0.00007178205,0.00006774908,0.000001617697,0.003003998,0.0004886201,0.001106122,0.000165371,0.001147394,0.00003748984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939359,0.0005019479,0.00000950321,0.003346694,0.000114653,0.0002324191,0.000002868032,0.000001359022,0.001854681],"genre_scores_gemma":[0.9991208,0.0004642093,0.00003146102,0.00001763354,0.00009106882,0.00000242939,5.870559e-7,0.000005747109,0.000266051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01271665,"threshold_uncertainty_score":0.562123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08371481161408377,"score_gpt":0.408730762958834,"score_spread":0.3250159513447503,"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."}}