{"id":"W7118939664","doi":"10.18280/ijsse.151010","title":"An IoT-Driven Intelligent Street Lighting System with Integrated Severity-Based Fault Classification","year":2025,"lang":"","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Fault (geology); Poison control; Fault detection and isolation; Intelligent transportation system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008690122,0.0003381905,0.0004257924,0.0003592529,0.0001790197,0.000172063,0.0005980751,0.000188404,0.0001232791],"category_scores_gemma":[0.00004541417,0.0002944091,0.0001119491,0.0002570135,0.0001331717,0.0005465345,0.00008251462,0.0007120687,0.000006741236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001562214,"about_ca_system_score_gemma":0.0001666525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001963286,"about_ca_topic_score_gemma":0.00009421173,"domain_scores_codex":[0.9973538,0.0000911102,0.001028809,0.0003195189,0.0008201633,0.0003865974],"domain_scores_gemma":[0.9986422,0.0001189938,0.0005724727,0.000196084,0.0001300098,0.0003402452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004571959,0.001693489,0.2113077,0.00103569,0.001476351,0.0004261263,0.007662757,0.676226,0.01503845,0.01304835,0.00009720393,0.06741587],"study_design_scores_gemma":[0.001680333,0.0005809344,0.1628198,0.002464649,0.0001202948,0.00008864437,0.003028252,0.8167972,0.002905812,0.00002284339,0.009070809,0.0004204743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7966527,0.0003881655,0.198209,0.002433846,0.001396336,0.0002825015,0.00008318046,0.00004260595,0.0005117012],"genre_scores_gemma":[0.9959875,0.000543979,0.003040525,0.0001589489,0.0002044938,0.000002022643,0.00001952113,0.00002135977,0.00002162174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1993348,"threshold_uncertainty_score":0.9999508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007918578050213522,"score_gpt":0.2420054965386529,"score_spread":0.2340869184884393,"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."}}