Model Selection and Identification of Osteoporosis Risk Factors in Women to Improve Their Healthcare
Zahid FM, Faisal S, Kamal S, Shahzad K, Iram S, Ahinkorah BO, Seidu A-A, Rasheed A, Hagan Junior JE (2023)
Journal of Healthcare Engineering 2023: 1-7.
Zeitschriftenaufsatz
| Veröffentlicht | Englisch
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Autor*in
Zahid, Faisal Maqbool;
Faisal, Shahla;
Kamal, Shahid;
Shahzad, Khawar;
Iram, Seemi;
Ahinkorah, Bright Opoku;
Seidu, Abdul-Aziz;
Rasheed, Abid;
Hagan Junior, John ElvisUniBi
Abstract / Bemerkung
Osteoporosis is characterized by low bone mineral density leading to enhanced bone fragility and a consequent increase in fracture risk. The focus of this case-control study was to identify significant socioeconomic risk factors of osteoporosis in Pakistani women and examine how the risk increases for different levels of risk factors. A case-control study was conducted from November 2018 to August 2019 in two main hospitals in Faisalabad, Pakistan. Multiple logistic regression was used to explore the significant risk factors of osteoporosis and how the risk increases in cases (cases=120) as compared to the control group (controls=120) in the presence of these risk factors. The mean age±standard deviation for cases and controls was 59.62±10.75 and 54.27±10.09, respectively. The minimum and maximum ages were 36 and 80 years, respectively. In addition to age, bone fracture, family history, regular physical activity, family size, use of meat, type of birth, breastfeeding, premature menopause, loss of appetite, and use of anticoagulants were significant risk factors with p-values less than 0.05. The risk prediction model with significant risk factors was a good fit with a p-value of 0.28, corresponding to the Hosmer-Lemeshow test value (chi2=9.78). This parsimonious model with Cox-Snell R2=0.50 (with a maximum value=0.75) and Nagelkerke R2=0.66 showed an AUC of 0.924 as compared to the full model with all risk factors under study that exhibited an AUC of 0.949. Copyright © 2023 Faisal Maqbool Zahid et al.
Erscheinungsjahr
2023
Zeitschriftentitel
Journal of Healthcare Engineering
Band
2023
Seite(n)
1-7
Urheberrecht / Lizenzen
eISSN
2040-2309
Finanzierungs-Informationen
Open-Access-Publikationskosten wurden durch die Universität Bielefeld gefördert.
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https://pub.uni-bielefeld.de/record/2981199
Zitieren
Zahid FM, Faisal S, Kamal S, et al. Model Selection and Identification of Osteoporosis Risk Factors in Women to Improve Their Healthcare. Journal of Healthcare Engineering . 2023;2023:1-7.
Zahid, F. M., Faisal, S., Kamal, S., Shahzad, K., Iram, S., Ahinkorah, B. O., Seidu, A. - A., et al. (2023). Model Selection and Identification of Osteoporosis Risk Factors in Women to Improve Their Healthcare. Journal of Healthcare Engineering , 2023, 1-7. https://doi.org/10.1155/2023/3571769
Zahid, Faisal Maqbool, Faisal, Shahla, Kamal, Shahid, Shahzad, Khawar, Iram, Seemi, Ahinkorah, Bright Opoku, Seidu, Abdul-Aziz, Rasheed, Abid, and Hagan Junior, John Elvis. 2023. “Model Selection and Identification of Osteoporosis Risk Factors in Women to Improve Their Healthcare”. Journal of Healthcare Engineering 2023: 1-7.
Zahid, F. M., Faisal, S., Kamal, S., Shahzad, K., Iram, S., Ahinkorah, B. O., Seidu, A. - A., Rasheed, A., and Hagan Junior, J. E. (2023). Model Selection and Identification of Osteoporosis Risk Factors in Women to Improve Their Healthcare. Journal of Healthcare Engineering 2023, 1-7.
Zahid, F.M., et al., 2023. Model Selection and Identification of Osteoporosis Risk Factors in Women to Improve Their Healthcare. Journal of Healthcare Engineering , 2023, p 1-7.
F.M. Zahid, et al., “Model Selection and Identification of Osteoporosis Risk Factors in Women to Improve Their Healthcare”, Journal of Healthcare Engineering , vol. 2023, 2023, pp. 1-7.
Zahid, F.M., Faisal, S., Kamal, S., Shahzad, K., Iram, S., Ahinkorah, B.O., Seidu, A.-A., Rasheed, A., Hagan Junior, J.E.: Model Selection and Identification of Osteoporosis Risk Factors in Women to Improve Their Healthcare. Journal of Healthcare Engineering . 2023, 1-7 (2023).
Zahid, Faisal Maqbool, Faisal, Shahla, Kamal, Shahid, Shahzad, Khawar, Iram, Seemi, Ahinkorah, Bright Opoku, Seidu, Abdul-Aziz, Rasheed, Abid, and Hagan Junior, John Elvis. “Model Selection and Identification of Osteoporosis Risk Factors in Women to Improve Their Healthcare”. Journal of Healthcare Engineering 2023 (2023): 1-7.
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