Anti-epileptic medication induced disturbed calcium-vitamin D metabolism: A behavioral analysis using association rule mining technique

doi:10.5493/wjem.v15.i3.104799

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World Journal of Experimental Medicine

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2220-315x

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Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA

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World J Exp Med. Sep 20, 2025; 15(3): 104799
Published online Sep 20, 2025. doi: 10.5493/wjem.v15.i3.104799

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Figure 1 Epilepsy Neurology data extraction and management. Poly: Polytherapy; Mono: Monotherapy; Dual: Dual therapy.

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Figure 2 Shows the working steps of the Hotspot algorithm for class value-based market basket analysis. Min: Minimum.

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Figure 3 Association rule mining example calculating support, confidence and lift with transactional data. M: Male; F: Famale; Mono: Monotherapy; UM: Unmarried.

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Figure 4 Comparison of calcium, phosphorus, alkaline phosphatase, and parathyroid hormone levels across anti-epileptic drug therapy groups. ALP: Alkaline phosphatase; PTH: Parathyroid hormone.

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Figure 5 Vitamin D levels in relation to therapy groups.

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Figure 6 Epilepsy neurology with class value. Blue color for poly-therapy, gray for mono-therapy and cyan for dual-therapy. FT3: Free T3; FT4: Free T4; PTH: Parathyroid hormone; TSH: Thyroid stimulating hormone; Poly: Polytherapy; Mono: Monotherapy; Dual: Dual therapy.

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Figure 7 Shows values of association rule measures for class. Poly: Polytherapy.

Citation: Dabla PK, Upreti K, Singh D, Singh A, Puri V, Stanciu AE, Serdarevic N, Gruson D. Anti-epileptic medication induced disturbed calcium-vitamin D metabolism: A behavioral analysis using association rule mining technique. World J Exp Med 2025; 15(3): 104799
URL: https://www.wjgnet.com/2220-315X/full/v15/i3/104799.htm
DOI: https://dx.doi.org/10.5493/wjem.v15.i3.104799