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1.
AMIA Annu Symp Proc ; 2022: 644-652, 2022.
Article in English | MEDLINE | ID: mdl-37128429

ABSTRACT

Suicide is a significant and rising threat to public health. In the United States, 47,500 people died from suicide in 2019, a 10-year increase of 30%. Many researchers are interested in studying the risk factors associated with suicidal ideation and suicide attempt to help inform clinical screening, intervention, and prevention efforts. Many suicide risk factor analyses draw from clinical subdomains and quantify risk factors independently. While traditional modeling approaches might assume independence between risk factors, current suicide research suggests that the development of suicidal intent is a complex, multifactorial process. Thus, it may be beneficial to how suicide risk-factors interact with one another. In this study, we used network analysis to generate visual suicidality risk relationship diagrams. We extract medical concepts from free-text clinical notes and generate cooccurrence-based risk networks for suicidal ideation and suicide attempt. In addition, we generate a network of risk factors for suicidal ideation which evolves into a suicide attempt. Our networks were able to replicate existing risk factor findings and provide additional insight into the degree to which risk factors behave as independent morbidities or as interacting comorbidities with other risk factors. These results highlight potential avenues for risk factor analyses of complex outcomes using network analysis.


Subject(s)
Suicidal Ideation , Text Messaging , Humans , United States , Suicide, Attempted , Risk Factors
2.
Hernia ; 22(6): 1067-1075, 2018 12.
Article in English | MEDLINE | ID: mdl-30182263

ABSTRACT

BACKGROUND: There is no consensus agreement on the optimal management strategy for ventral hernia in women of childbearing age. The theoretical increased risk of ventral hernia recurrence can impact management strategies. We conducted a systematic review of the literature to report the ventral hernia recurrence rate in women of childbearing age who underwent hernia repair prior to their pregnancy and propose a management algorithm. METHODS: We systematically searched multiple databases including MEDLNE, PubMed, and the Cochrane Library sources from inception to August, 2017. Two reviewers independently identified 314 primary studies, assessed methodological quality, and extracted data. Quality of included studies was assessed by employing the Newcastle Ottawa quality assessment tool for cohort studies. A separate tool was utilized for assessing the methodological quality of case series. A meta-analysis of proportions was conducted of studies reporting incidence of recurrence using STATA, employing a random effects model, to calculate a pooled weighted incidence rate (with 95% confidence interval). Descriptive statistics were employed to report the findings of studies which did not report any ventral hernia recurrence. RESULTS: Five retrospective studies were included in our review, enrolling a total of 14,638 female participants. Upon stratifying patients according to pregnancy status after primary hernia repair, 13,494 were found to be in the non-pregnant cohort whereas 1,144 were included in the pregnant cohort. Overall, 9% (95% CI 8-9%) of the non-pregnant patients experienced a recurrence whereas 12% (95% CI 10-15%) of patients that became pregnant subsequent to a ventral hernia repair experienced a recurrence. No major adverse events were recorded throughout the course of pregnancy. CONCLUSIONS: Ventral hernias in women of childbearing age have a pooled recurrence rate of 12%. Pregnancy may be considered a risk factor for ventral hernia recurrence. Female patients of childbearing age with asymptomatic or minimally symptomatic ventral hernias that do not pose a significant strain on the patients' quality of life could be provided with the option of watchful waiting, with appropriate education of risks while discussing management.


Subject(s)
Hernia, Ventral/surgery , Herniorrhaphy/adverse effects , Algorithms , Female , Herniorrhaphy/methods , Humans , Incidence , Pregnancy , Recurrence , Risk Factors
3.
J Insur Med ; 33(1): 4-11, 2001.
Article in English | MEDLINE | ID: mdl-11317879

ABSTRACT

C-reactive protein (CRP) is one of a number of substances termed "acute phase reactants," biologic substances that appear in the circulation when an active inflammatory process occurs. Although traditionally used to monitor or detect major infectious or inflammatory conditions, elevations of CRP levels within the conventional range of "normals" has been intensively studied as a marker for coronary disease and risk of future coronary events. Sensitive assays that can be performed on a high-volume, commercial basis are now available. CRP appears to be a valuable marker for the prediction of future events in individuals who have known coronary artery disease. CRP has been proposed as a coronary disease-screening test for healthy individuals; however, available data suggest that use of CRP in this context may be premature. This paper reviews published research concerning CRP and the prediction of cardiovascular and total mortality risk, then outlines the current "state of the art" for the application of CRP to the risk assessment process.


Subject(s)
C-Reactive Protein/metabolism , Coronary Disease/prevention & control , Mass Screening/methods , Aged , Aged, 80 and over , Biomarkers , Coronary Disease/epidemiology , Coronary Disease/therapy , Female , Humans , Insurance, Life , Male , Middle Aged , Predictive Value of Tests , Risk Assessment
4.
J Insur Med ; 32(2): 79-88, 2000.
Article in English | MEDLINE | ID: mdl-15912906

ABSTRACT

Marfan syndrome is an autosomal dominant heritable disorder of fibrous connective tissue due to mutation in the fibrillin-1 gene, located on chromosome 15. Early mortality from Marfan syndrome results from aortic dilatation. The medical literature contains long-term follow-up series of patients with Marfan syndrome accrued at major medical centers that address overall survival following surgical intervention, and prognosis in relation to certain risk factors such as family history and aortic root diameter. Mortality analyses based on these data are presented in this paper. Advances in surgical and medical therapy have improved mortality of affected individuals over the past 2-3 decades. However, significant mortality occurs, peaking in the third and fourth decades of life. Although surgery is successful treatment of aortic dissection, one cannot conclude that surgical repair confers a mortality advantage. Emergency surgery and history of aortic complications in first-degree relatives are associated with a higher mortality. Chronic beta-blocker therapy may slow the rate of aortic dilatation and may be associated with more favorable prognosis. Clinical research evaluating beta-blockade, echo assessment of the aortic root diameter progression, and gene mutation analysis may provide tools useful for future morality assessments.


Subject(s)
Marfan Syndrome/mortality , Adolescent , Adult , Aged , Aortic Aneurysm/epidemiology , Aortic Aneurysm/surgery , Aortic Diseases/genetics , Aortic Diseases/mortality , Aortic Diseases/surgery , Blood Vessel Prosthesis Implantation/mortality , Child , Child, Preschool , Dilatation, Pathologic , Family Health , Female , Humans , Infant , Infant, Newborn , Life Expectancy , Male , Marfan Syndrome/genetics , Marfan Syndrome/surgery , Middle Aged , Survival Rate
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