Analyzing and Optimizing the Distribution of Blood Lead Level Testing for Children in New York City: A Data-Driven Approach

New York City Department of Health and, Mental Hygiene. Progress in preventing elevated BLL in New York City. 2023.

Hauptman M, Bruccoleri R, Woolf AD. An update on childhood lead poisoning. Clin Pediatr Emerg Med. 2017;18(3):181–92.

Naranjo VI, Hendricks M, Jones KS. Lead toxicity in children: an unremitting public health problem. Pediatr Neurol. 2020;113:51–5.

Jones RL, Homa DM, Meyer PA, Brody DJ, Caldwell KL, Pirkle JL, Brown MJ. Trends in BLL and, blood lead testing among US children aged 1 to 5 years, 1988–2004. Pediatrics. 2009;123(3):e376–85.

Vorvolakos T, Arseniou S, Samakouri M. There is no safe threshold for lead exposure: a literature review. Psychiatriki. 2016;27(3):204–14.

Leighton J, Klitzman S, Sedlar S, Matte T, Cohen NL. The effect of lead-based paint hazard remediation on BLL of lead poisoned children in New York City. Environ Res. 2003;92(3):182–90.

Jacobs DE, Clickner RP, Zhou JY, Viet SM, Marker DA, Rogers JW, Zeldin DC, Broene P, Friedman W. The prevalence of lead-based paint hazards in US housing. Environ Health Perspect. 2002;110(10):A599–606.

Aizer A, Currie J, Simon P, Vivier P. Do low levels of blood lead reduce children’s future test scores?. Am Econ J Appl Econ. 2018;10(1):307–41.

Assi MA, Hezmee MN, Sabri MY, Rajion MA, et al. The detrimental effects of lead on human and, animal health. Vet World. 2016;9(6):660.

Flora SJ, Flora G, Saxena G. Environmental occurrence, health effects and, management of lead poisoning. In Lead. Elsevier; 2006. p. 158–228.

Papanikolaou NC, Hatzidaki EG, Belivanis S, Tzanakakis GN, Tsatsakis AM. Lead toxicity update. A brief review. Med Sci Monit. 2005;11(10):RA329–36.

Jusko TA, Henderson CR Jr, Lanphear BP, Cory-Slechta DA, Parsons PJ, Canfield RL. Blood lead concentrations \(\) 10 \(\upmu \)g/dl and, child intelligence at 6 years of age. Environ Health Perspect. 2003;111(10):1517–26.

Canfield RL, Henderson CR Jr, Cory-Slechta DA, Cox C, Jusko TA, Lanphear BP. Intellectual impairment in children with blood lead concentrations below 10 \(\upmu \)g per deciliter. N Engl J Med. 2003;348(16):1517–26.

New York City Department of Health and, Mental Hygiene. Lead data explorer. 2024. https://a816-dohbesp.nyc.gov/IndicatorPublic/data-explorer/lead/?id=2184#display=summary. Accessed 8 Jan 2024

Ahsan MM, et al. Effect of data scaling methods on machine learning algorithms and, model performance. Technologies. 2021;9(3):52.

Singh D, Singh B. Investigating the impact of data normalization on classification performance. Appl Soft Comput. 2020;97:105524.

Radovanović A, et al. Application of the k-medoids partitioning algorithm for clustering of time series data. In 2020 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe). IEEE. 2020.

Pocock SJ, Shaper AG, Walker M, Wale CJ, Clayton B, Delves T, Lacey RF, Packham RF, Powell P. Effects of tap water lead, water hardness, alcohol, and, cigarettes on blood lead concentrations. J Epidemiol Community Health. 1983;37(1):1–7.

Watt GC, Britton A, Gilmour WH, Moore MR, Murray GD, Robertson SJ, Womersley J. Is lead in tap water still a public health problem? An observational study in Glasgow. BMJ. 1996;313(7063):979–81.

Liashchynskyi P, Liashchynskyi P. Grid search, random search, genetic algorithm: a big comparison for NAS. arXiv:1912.06059. 2019. Accessed 15 Feb 2024

Alibrahim H, Ludwig SA. Hyperparameter optimization: comparing genetic algorithm against grid search and Bayesian optimization. In 2021 IEEE Congress on Evolutionary Computation (CEC). IEEE. 2021.

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