Enhancing the value to users of machine learning-based clinical decision support tools: A framework for iterative, collaborative development and implementation.

BACKGROUND: Health care organizations are integrating a variety of machine learning (ML)-based clinical decision support (CDS) tools into their operations, but practitioners lack clear guidance regarding how to implement these tools so that they assist end users in their work. PURPOSE: We designed this study to identify how health care organizations can facilitate collaborative development of ML-based CDS tools to enhance their value for health care delivery in real-world settings. METHODOLOGY/APPROACH: We utilized qualitative methods, including 37 interviews in a large, multispecialty health system that developed and implemented two operational ML-based CDS tools in two of its hospital sites. We performed thematic analyses to inform presentation of an explanatory framework and recommendations. RESULTS: We found that ML-based CDS tool development and implementation into clinical workflows proceeded in four phases: iterative solution coidentification, iterative coengagement, iterative coapplication, and iterative corefinement. Each phase is characterized by a collaborative back-and-forth process between the technology's developers and users, through which both users' activities and the technology itself are transformed. CONCLUSION: Health care organizations that anticipate iterative collaboration to be an integral aspect of their ML-based CDS tools' development and implementation process may have more success in deploying ML-based CDS tools that assist end users in their work than organizations that expect a traditional technology innovation process. PRACTICE IMPLICATIONS: Managers developing and implementing ML-based CDS tools should frame the work as a collaborative learning opportunity for both users and the technology itself and should solicit constructive feedback from users on potential changes to the technology, in addition to potential changes to user workflows, in an ongoing, iterative manner.

Integrating Social Determinants of Health With Treatment and Prevention: A New Tool to Assess Local Area Deprivation.

We assessed the appropriate geographic scale to apply an area deprivation index (ADI), which reflects a geographic area's level of socioeconomic deprivation and is associated with health outcomes, to identify and screen patients for social determinants of health. We estimated the relative strength of the association between the ADI at various geographic levels and a range of hospitalization rates by using age-adjusted odds ratios in an 8-county region of New York State. The 10-km local ADI estimates had the strongest associations with all hospitalization rates (higher odds ratios) followed by estimates at 20 km, 30 km, and the regional scale. A locally sensitive ADI is an ideal measure to identify and screen for the health care and social services needs and to advance the integration of social determinants of health with clinical treatment and disease prevention.

Delivery-related knowledge of mothers of NICU infants compared with well-baby-nursery infants.

OBJECTIVE: The objective of this study was to compare the knowledge of mothers of newborns in a neonatal intensive care unit (NICU) and well-baby nursery (WBN) regarding their understanding of term gestation, delivery mode safety, and elective late preterm delivery. METHODS: Mothers of newborns admitted to either an NICU (n=88) or a WBN (n=145) were surveyed (March 2008-September 2010). RESULTS: Of all mothers, regardless of infant location, 7% were unable to define term gestation, 33% were unaware that scheduling delivery at 35-36 weeks is not advisable, and 30% lacked the knowledge that cesareans are not safer than vaginal deliveries. Multivariate regression models show that socioeconomic and demographic factors underlie many knowledge gaps, and surprisingly, models confirmed that the site (NICU versus WBN) of the infant was not a significant factor related to maternal knowledge. CONCLUSION: This study revealed gaps in mothers' understanding of the medical implications of premature delivery even though most mothers knew the correct length of term gestation. Unexpectedly, NICU mothers who had a child with significant illness and who encountered multiple health care providers did not have improved understanding of perinatal risks. We conclude that all women need to be educated on the significance of the mode and the timing of delivery.

Relationship between pain and chronic illness among seriously ill older adults: expanding role for palliative social work.

Confronting the issue of pain among chronically ill older adults merits serious attention in light of mounting evidence that pain in this population is often undertreated or not treated at all (Institute of Medicine, 2011 ). The relationship between pain and chronic illness among adults age 50 and over was examined in this study through the use of longitudinal data from the University of Michigan Health and Retirement Study, sponsored by the National Institute on Aging and the Social Security Administration. Findings suggested positive associations between pain and chronic disease, pain and multimorbidity, as well as an inverse association between pain and education. Policy implications for workforce development and public health are many, and amplification of palliative social work roles to relieve pain and suffering among seriously ill older adults at all stages of the chronic illness trajectory is needed.

Neighborhood walkability and active travel (walking and cycling) in New York City.

Urban planners have suggested that built environment characteristics can support active travel (walking and cycling) and reduce sedentary behavior. This study assessed whether engagement in active travel is associated with neighborhood walkability measured for zip codes in New York City. Data were analyzed on engagement in active travel and the frequency of walking or biking ten blocks or more in the past month, from 8,064 respondents to the New York City 2003 Community Health Survey (CHS). A neighborhood walkability scale that measures: residential, intersection, and subway stop density; land use mix; and the ratio of retail building floor area to retail land area was calculated for each zip code. Data were analyzed using zero-inflated negative binomial regression incorporating survey sample weights and adjusting for respondents' sociodemographic characteristics. Overall, 44 % of respondents reported no episodes of active travel and among those who reported any episode, the mean number was 43.2 episodes per month. Comparing the 75th to the 25th percentile of zip code walkability, the odds ratio for reporting zero episodes of active travel was 0.71 (95 % CI 0.61, 0.83) and the exponentiated beta coefficient for the count of episodes of active travel was 1.13 (95 % CI 1.06, 1.21). Associations between lower walkability and reporting zero episodes of active travel were significantly stronger for non-Hispanic Whites as compared to non-Hispanic Blacks and to Hispanics and for those living in higher income zip codes. The results suggest that neighborhood walkability is associated with higher engagement in active travel.

Socio-economic status, neighbourhood food environments and consumption of fruits and vegetables in New York City.

OBJECTIVE: Recommendations for fruit and vegetable consumption are largely unmet. Lower socio-economic status (SES), neighbourhood poverty and poor access to retail outlets selling healthy foods are thought to predict lower consumption. The objective of the present study was to assess the interrelationships between these risk factors as predictors of fruit and vegetable consumption. DESIGN: Cross-sectional multilevel analyses of data on fruit and vegetable consumption, socio-demographic characteristics, neighbourhood poverty and access to healthy retail food outlets. SETTING: Survey data from the 2002 and 2004 New York City Community Health Survey, linked by residential zip code to neighbourhood data. SUBJECTS: Adult survey respondents (n 15 634). RESULTS: Overall 9?9% of respondents reported eating $5 servings of fruits or vegetables in the day prior to the survey. The odds of eating $5 servings increased with higher income among women and with higher educational attainment among men and women. Compared with women having less than a high-school education, the OR was 1?12 (95% CI 0?82, 1?55) for high-school graduates, 1?95 (95% CI 1?43, 2?66) for those with some college education and 2?13 (95% CI 1?56, 2?91) for college graduates. The association between education and fruit and vegetable consumption was significantly stronger for women living in lower- v. higher-poverty zip codes (P for interaction,0?05). The density of healthy food outlets did not predict consumption of fruits or vegetables. CONCLUSIONS: Higher SES is associated with higher consumption of produce, an association that, in women, is stronger for those residing in lower-poverty neighbourhoods.

Microfinance safety net: back to basics.

Malnutrition among families living in poorer communities has increased in the past two decades. Initiatives advocated by the World Bank include microfinance programs. Research attributing the success of these programs however, has mixed results. In this article we investigate how additional income provided by microfinance is associated with increased consumption of nondurables for households in rural villages in Bangladesh. For our purposes we compare consumption or money expensed on food, medicine, doctor fees, and smoking. Fisher's least significant difference (LSD) procedure was used to address multiple comparison issues among households. Our findings reinforce the importance of microfinance credit as a safety net. Access to additional income for poor villagers improves the consumption of basic needs as expected, regardless of how many loans are taken; consumption of "bads" remains virtually the same.

Factors Impacting Physical Therapy Utilization for Patients With Nonspecific Low Back Pain: Retrospective Analysis of a Clinical Data Set.

OBJECTIVE: Factors predicting physical therapy utilization for lower back pain (LBP) remain unclear, limiting the development of value-based initiatives. The purpose of this study was to identify important factors that impact the number of physical therapist visits per episode of care for US adults with nonspecific LBP. METHODS: This study was a retrospective observational cohort study of a clinical dataset derived from 80 clinics of a single physical therapy provider organization. Research variables were categorized at the individual (patient) level and the organization (therapist, clinic) level. A hierarchical regression model was designed to identify factors influencing the number of physical therapist visits per episode of care. RESULTS: Higher out-of-pocket payments per visit, receipt of "active" physical therapy, longer average visit length, earlier use of physical therapy, and sex of the therapist (male) were found to predict fewer visits per episode of care. Percent change of function, prior receipt of physical therapy by the same provider organization, self-discharge from physical therapy, level of starting function, and therapist certification were found to predict more visits. Of the variance in number of visits, 8.0% was attributable to the health care organization. CONCLUSIONS: Individual factors, such as higher out-of-pocket payment, have a significant impact on reducing visits per episode of care and should be considered when developing value-based initiatives to optimize clinical and utilization outcomes. IMPACT: Payers use consumer-directed healthcare to reduce costs by discouraging utilization of low value services and encouraging use of low-cost providers. LBP is a costly condition for which physical therapy is a high-value treatment. This study shows that non-need factors predict the number of physical therapy visits per episode of care for patients with nonspecific LBP. Insurance benefit plans with lower out-of-pocket payments for physical therapy and higher reimbursement for active physical therapist interventions may facilitate appropriate utilization of high-value treatment for LBP.

Bringing health and social policy together: the case of the earned income tax credit.

The principal objective of our research is to examine whether the earned income tax credit (EITC), a broad-based income support program that has been shown to increase employment and income among poor working families, also improves their health and access to care. A finding that the EITC has a positive impact on the health of the American public may help guide deliberations about its future at the federal, state, and local levels. The authors contend that a better understanding of the relationship between major socioeconomic policies such as the EITC and the public's health will inform the fields of health and social policy in the pursuit of improving population health.

Baseline assessment of public health informatics competencies in two Hudson Valley health departments.

Information technology has the capability to improve the way public health is practiced. Realization of this potential is possible only with a workforce ready to utilize these technologies. This project team assessed informatics competencies of employees in two county departments of health. The goal was to determine the status quo in terms of informatics competencies by surveying current levels of proficiency and relevance, and identify areas of needed training. A survey was adapted from the recommendations of a Working Group document by the Centers for Disease Control and Prevention and administered to all employees in the two health departments. Respondents evaluated proficiency and relevance for each of 26 recommended competencies. A gap score was generated between these two measures; results were compared to the recommendations of the Working Group. The following data for each job level are presented: mean gap scores by competency class; the percentage of respondents demonstrating a gap in the competencies reported to be most relevant; and the percentage of respondents meeting the target recommendations of the Working Group. The percentage of respondents who reached the targets was low in higher-level staff. And overall, employees reported low levels of relevance for most of the competencies. The average public health employee does not feel that prescribed informatics competencies are relevant to their work. Before the public health system can take advantage of information technology, relevant employee skills should be identified or developed. There needs to be a shift in thinking that will recognize the promise of information technology in everyday work.

Exploring the Association between Race and Health among Older Adults Who Are Incarcerated.

One of the little known ironies in the field of prison health is the notion that prison may actually have health-stabilizing effects for some groups. This study contributes to this line of inquiry by examining a variety of physical and mental health indicators among an older cohort of prisoners. Furthermore, this study's focus on race addresses a notable gap in the growing literature on older prisoner health. A cross-section of 625 males who were incarcerated residing in a northeastern state prison system was surveyed and data on self-reported health status and stress and individual demographics characteristics were collected. Univariate and multivariate logistic regressions were used to quantify racial differences with respect to self-reported stress after adjusting for potential confounders. Results suggest that Black men who are older and incarcerated appear to be more resilient than White men who are older. An association was found between race and self-reported stress though not statistically significant. Health status is a significant predictor of self-reported stress in univariate and multivariate analyses. Having ever committed a violent offense and having received mental health services (in and out patient) are statistically associated with self-reported stress. Black men who were older in this study appear to cope better with stress related to incarceration than White men who were older, which may in turn affect other physical and mental health outcomes. Future research is needed to address factors that stabilize health and reduce stress among a racially diverse, aging prison population.

Impact of Out-of-Pocket Expenditure on Physical Therapy Utilization for Nonspecific Low Back Pain: Secondary Analysis of the Medical Expenditure Panel Survey Data.

BACKGROUND: Physical therapy decreases low back pain, improves function, and may lead to decreased use of medical services. However, factors predicting physical therapy utilization for patients with low back pain are not well understood. OBJECTIVES: The purpose of this study was to identify the impact of out-of-pocket expenditure on physical therapy utilization for US adults with nonspecific low back pain. DESIGN: This study was a secondary analysis of retrospective Medical Expenditure Panel Survey data. METHODS: The participants were US adults with nonspecific low back pain. The outcome variable was the number of visits per episode of care. The research variable was out-of-pocket expenditure. Covariate variables were Medical Outcomes Study 12-Item Short-Form Health Survey (SF-12) component scores. Descriptive statistics and multiple linear regression analyses were performed. RESULTS: Three hundred fourteen adults met the inclusion criteria and submitted SF-12 scores, representing nearly 4 million adults. Out-of-pocket expenditure, physical component score, and the age-insurance category "18-64 years with public coverage only for all of the year or uninsured all of the year" negatively predicted visits per episode of care in the final regression model. LIMITATIONS: Limitations of the study included use of a nonexperimental design, lack of information about symptom severity and content of physical therapy, and SF-12 scores were not taken coincidental with the episode of care. CONCLUSIONS: Out-of-pocket expenditure negatively predicts physical therapy utilization. More research is needed to identify all factors influencing physical therapy utilization so that effective health policies may be developed.

Extended Risk-Based Monitoring Model, On-Demand Query-Driven Source Data Verification, and Their Economic Impact on Clinical Trial Operations.

BACKGROUND: Computer-aided data validation enhanced by centralized monitoring algorithms is a more powerful tool for data cleaning compared to manual source document verification (SDV). This fact led to the growing popularity of risk-based monitoring (RBM) coupled with reduced SDV and centralized statistical surveillance. Since RBM models are new and immature, there is a lack of consensus on practical implementation. Existing RBM models' weaknesses include (1) mixing data monitoring and site process monitoring (ie, micro vs macro level), making it more complex, obscure, and less practical; and (2) artificial separation of RBM from data cleaning leading to resource overutilization. The authors view SDV as an essential part (and extension) of the data-validation process. METHODS: This report offers an efficient and scientifically grounded model for SDV. The innovative component of this model is in making SDV ultimately a part of the query management process. Cost savings from reduced SDV are estimated using a proprietary budget simulation tool with percent cost reductions presented for four study sizes in four therapeutic areas. RESULTS: It has been shown that an "on-demand" (query-driven) SDV model implemented in clinical trial monitoring could result in cost savings from 3% to 14% for smaller studies to 25% to 35% or more for large studies. CONCLUSIONS: (1) High-risk sites (identified via analytics) do not necessarily require a higher percent SDV. While high-risk sites require additional resources to assess and mitigate risks, in many cases these resources are likely to be allocated to non-SDV activities such as GCP, training, etc. (2) It is not necessary to combine SDV with the GCP compliance monitoring. Data validation and query management must be at the heart of SDV as it makes the RBM system more effective and efficient. Thus, focusing SDV effort on queries is a promising strategy. (3) Study size effect must be considered in designing the monitoring plan since the law of diminishing returns dictates focusing SDV on "high-value" data points. Relatively lower impact of individual errors on the study results leads to realization that larger studies require less data cleaning, and most data (including most critical data points) do not require SDV. Subsequently, the most significant economy is expected in larger studies.

Unraveling trauma and stress, coping resources, and mental well-being among older adults in prison: empirical evidence linking theory and practice.

PURPOSE OF STUDY: A theoretical integration of the life course perspective, cumulative advantage, disadvantage or inequality, and stress processing theories provide an important integrated lens to study the relationship between accumulated interpersonal, social-structural, and historical trauma and stressful experiences on mental well-being mental well-being in later life. DESIGN AND METHODS: This study builds upon the extant literature by examining the mediating role of coping resources on the relationship between trauma and stressful life experiences, post traumatic stress symptoms, and mental well-being among a sample of 677 adults aged 50 and older in prison. RESULTS: The majority (70%) reported experiencing one or more traumatic or stressful life experiences during their life span. Participants also reported on average 11 occurrences of multilevel trauma and stressful life events and lingering subjective distress related to these events. Results of a structural equation model revealed that internal and external coping resources (e.g., cognitive, emotional, physical, spiritual, and social) had a significant and inverse effect on the relationship between trauma and stressful life experiences and mental well-being. IMPLICATIONS: As prisons are forced to deal with an aging population, research in this area can take the preliminary steps to enhance understanding of risk and resilience among older adults in prison. This understanding will aid in the development and improvement of integrated theory-based interventions seeking to increase human rights, health, and well-being among older adults in prison.

Bridging community and prison for older adults: invoking human rights and elder and intergenerational family justice.

PURPOSE: Older adults in prison present a significant health and human rights challenge for the criminal justice system. To date, there is no known study that provides a comprehensive examination or portrait of older persons in prison. The purpose of this paper is to understand individual, family, system, and community vulnerabilities that can complicate successful community reintegration for these individuals. DESIGN/METHODOLOGY/APPROACH: This study provides a cross-sectional, descriptive analysis of biopsychosocial, spiritual, and prison use characteristics associated with a sample of 677 older prisoners, aged 50+, in a state-wide prison system. FINDINGS: Results indicate the extent of diversity within this population based on demographic, clinical, social, legal profiles, prison service use patterns, and professional and personal contacts. RESEARCH LIMITATIONS/IMPLICATIONS: Due to the diversity within this population, an interdisciplinary approach is needed to address the complex social and health care needs of an aging prison population and to plan for their reentry. Practical implications - These findings suggest the need for holistic prevention, assessment, and interventions to interrupt the social-structural disparities that foster and support pathways to incarceration and recidivism. ORIGINALITY/VALUE: The human rights implications for the current treatment of older adults in prison include providing in-prison treatment that promotes safety, well-being, reconciliation, and seamless bridges between prison and community for older adults and their families. The True Grit Program is presented as an example of a humanistic and holistic approach of such an approach.

The high cost of the international aging prisoner crisis: well-being as the common denominator for action.

The aging prisoner crisis continues to gain international attention as the high human, social, and economic costs of warehousing older adults with complex physical, mental health, and social care needs in prison continues to rise. According to the United Nations, older adults and the serious and terminally ill are considered special needs populations subject to special international health and social practice and policy considerations. We argue that older adults in prison have unique individual and social developmental needs that result from life course exposure to cumulative risk factors compounded by prison conditions that accelerate their aging. We position these factors in a social context model of human development and well-being and present a review of international human rights guidelines that pertain to promoting health and well-being to those aging in custody. The study concludes with promising practices and recommendations of their potential to reduce the high direct and indirect economic costs associated with mass confinement of older adults, many of whom need specialized long-term care that global correctional systems are inadequately equipped to provide.

Determining a patient's comfort in inquiring about healthcare providers' hand-washing behavior.

OBJECTIVES: To determine whether a patient's level of assertiveness and other factors influences her comfort level in asking her provider to wash his or her hands. METHODS: In this pilot study, we developed a survey to gather cross-sectional information on a variety of factors that might explain patient willingness to ask her health-care provider to wash his or her hands. Three primary predictor variables are analyzed: (1) patient assertiveness; (2) patient familiarity with her healthcare provider; and (3) whether the patient has observed hand-washing behavior. Fifty patients participated from the Obstetrics and Gynecology Department of Metropolitan Hospital Center. RESULTS: Less assertive patients are much less likely than assertive patients to ask physicians to wash hands (25% versus 68%; Fisher's exact test P = 0.0427). Among the 3 assertiveness questions included in the survey, the ability to ask physicians questions during visits is most strongly indicative of willingness to ask about hand washing. Familiarity with the names of regular health-care providers has a statistically significant impact on willingness to ask about hand washing. Evidence suggests that observing hand washing behavior affects willingness to ask, but differences are not statistically significant. Results by socioeconomic status such as age, education, income, and race/ethnicity are inconclusive. CONCLUSIONS: A patient's level of assertiveness alone is not sufficient to determine her willingness to inquire about the hand-washing behavior of her provider. A high percentage of patients did not see their provider engaging in adequate hand washing behavior. If patients feel comfortable with their provider to inquire about their care and request hand-washing behavior, health outcomes are affected by reducing the rates of health care-associated infections.

The effects of the Palliative Medicine Consultation on the DNR status of African Americans in a safety-net hospital.

OBJECTIVE: To examine the effectiveness of palliative medicine consultation on completion of advance directives/do-not-resuscitate (DNR) orders by racial/ethnic minorities. METHOD: A sample of 1999 seriously ill African American and Hispanic inpatients was obtained from the Palliative Medicine Consultation database (n = 2972). Associations between race/ethnicity and diagnosis and documentation of DNR status on admission and discharge were examined. RESULTS: Cancer was the primary diagnosis, 34.5%. Among patients with a consultation, 98% agreed to discuss advance directives; 65% of African Americans and 70% of Hispanics elected DNR status. Inpatient deaths were 46%; 74% of decedents agreed to DNR orders. Discharged patients referred to hospice were 29%. CONCLUSION: Palliative medicine consultations resulted in timely completion of DNR orders and were positively associated with DNR election and hospice enrollment.