Axiomatic Characterization of Data-Driven Influence Measures for Classification

We study the following problem: given a labeled dataset and a specific datapoint x, how did the i-th feature influence the classification for x? We identify a family of numerical influence measures - functions that, given a datapoint x, assign a numeric value phi_i(x) to every feature i, corresponding to how altering i's value would influence the outcome for x. This family, which we term monotone influence measures (MIM), is uniquely derived from a set of desirable properties, or axioms. The MIM family constitutes a provably sound methodology for measuring feature influence in classification domains; the values generated by MIM are based on the dataset alone, and do not make any queries to the classifier. While this requirement naturally limits the scope of our framework, we demonstrate its effectiveness on data

The Intersections of Race, Gender, Age, and Socioeconomic Status: Implications for Reporting Discrimination and Attributions to Discrimination.

This study employed an intersectional approach (operationalized as the combination of more than one social identity) to examine the relationship between aspects of social identity (i.e., race, gender, age, SES), self-reported level of mistreatment, and attributions for discrimination. Self-reported discrimination has been researched extensively and there is substantial evidence of its association with adverse physical and psychological health outcomes. Few studies, however, have examined the relationship of multiple demographic variables (including social identities) to overall levels self-reported mistreatment as well the selection of attributions for discrimination. A diverse community sample (N = 292; 42.12% Black; 47.26% male) reported on experiences of discrimination using the Everyday Discrimination Scale. General linear models were used to test the effect of sociodemographic characteristics (i.e., race, gender, age, SES) on total discrimination score and on attributions for discrimination. To test for intersectional relationships, we tested the effect of two-way interactions of sociodemographic characteristics on total discrimination score and attributions for discrimination. We found preliminary support for intersectional effects, as indicated by a significant race by age interaction on the selection of the race attribution for discrimination; gender by SES on the age attribution; age by gender on the education attribution; and race by SES on the economic situation attribution. Our study extends prior work by highlighting the importance of testing more than one factor as contributing to discrimination, particularly when examining to what sources individuals attribute discrimination

Rural Population Health and Aging: Introduction to the Special Issue

This special issue of the Journal of Rural Social Sciences (JRSS) focuses on rural population health and aging. It showcases the work of scholars from several backgrounds and social science disciplines to advance knowledge in a critical field of investigation. Assembled through an open call for submissions coordinated through the National Institute on Aging (NIA) funded Interdisciplinary Network on Rural Population Health and Aging (INRPHA), the collection of articles helps inform a more nuanced understanding of the factors associated with rural places, which often have different health outcomes and aging patterns than their urban counterparts. The authors achieve this through application of innovative analytical strategies used with a combination of data sources. This introductory essay provides background and an overview of the four articles, followed by discussion of future opportunities to advance an agenda for rural population health and aging research

Uma sondagem via internet projetada para avaliar a vida diária dos idosos

O declínio da saúde física e do funcionamento cognitivo, em decorrência da idade, pode ter efeitos profundos na vida diária dos idosos, inclusive no desempenho de tarefas de autocuidado e na participação em atividades sociais. No entanto, pouco ainda se sabe sobre essa relação, devido à falta de medidas adequadas para uma avaliação diária dessa população. Este artigo apresenta um projeto piloto interdisciplinar que desenvolveu medidas diárias de saúde, funcionamento físico, atividades de autocuidado e atividades sociais entre  idosos. No estudo, 182 idosos (com idades entre 60 e 90 anos) participaram, através da internet, de uma breve (~15 minutos) pesquisa de base, e de avaliações diárias, durante sete dias consecutivos. As medidas incluídas nesse estudo, e suas estatísticas descritivas, são apresentadas neste trabalho. Na conclusão são discutidas suas implicações para pesquisas futuras, incluindo os desafios envolvidos no uso da internet para a coleta de dados de idosos

The role of environmental distractions in the experience of fibrofog in real-world settings

The contents of this article are solely the responsibility of the authors and do not necessarily represent the official views of the National Institutes of Health. Supported by the National Institute of Arthritis and Musculoskeletal and Skin Diseases of the NIH (award K01‐AR‐064275; Principal Investigator, Dr. Kratz). The Michigan Institute for Clinical & Health Research (NIH award UL1‐TR‐002240) provided subject recruitment support through the UMHealthResearch.org website.Peer reviewedPublisher PD

Fibrofog in daily life : An examination of ambulatory subjective and objective cognitive function in fibromyalgia

Research reported in this publication was supported by the National Institute of Arthritis and Musculoskeletal and Skin Diseases of the National Institutes of Health (award number K01AR064275; PI: Kratz). The Michigan Institute for Clinical & Health Research (MICHR: NIH award number UL1TR002240) provided subject recruitment support through the UMHealthResearch.org website. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.Peer reviewedPostprin

Revisiting the lack of association between affect and physiology: Contrasting between-person and within-person analyses.

ObjectiveDespite experimental manipulations that reliably elicit affective and physiological responses, the relationship between the two frequently appears small or nonexistent. We propose that this is, at least in part, due to a mismatch between the nature of the question being asked and the analytic methods applied. For example, to test if levels of affect reliably covary with physiology over time-a within-person question-one cannot apply analytic approaches that test whether people are similarly reactive across domains-a between-person question. The purpose of this paper is to compare within-person and between-person analyses testing the association between affect and physiology.MethodParticipants (N = 60) recalled an event from their lives that made them angry. Self-reported anger and objective blood pressure levels were recorded at baseline, after the recall, and 5 times during recovery.ResultsBetween-person correlations between anger and blood pressure were nonsignificant across all phases of the study, suggesting that those least/most reactive for anger were not least/most reactive for blood pressure. These null findings held regardless of whether linear or nonlinear assumptions were modeled. In contrast, within-person multilevel modeling indicated a clear relationship, suggesting that when a person was angrier that person's blood pressure was higher compared with when that person was less angry.ConclusionResults suggest the importance of appropriately matching analytic strategy to the nature of the question regarding the relationships between affect and physiology. Implications for past and future research are discussed. (PsycINFO Database Recor

Within-Person Associations Among Self-Perceptions of Memory, Depressive Symptoms, and Activity Participation in Older Adults

Background and Objectives Self-perceptions of memory problems may impact older adults’ mood as well as their activity participation, thereby negatively affecting health and well-being. We examined within-person associations among self-reported memory, depressive symptoms, as well as physical, social, and cognitive activity participation in older adults without cognitive impairment. Research Design and Methods Samples were drawn from the Einstein Aging Study (EAS), National Health and Aging Trends Study (NHATS), Rush Memory and Aging Project (MAP), and Minority Aging Research Study (MARS), with over 8,000 participants (65+ years) included across data sets. In a series of coordinated analyses, multilevel structural equation modeling was used to examine within-person relationships over periods of up to 20 years. Results Across EAS, NHATS, and MAP/MARS samples, we found that older adults’ self-perceptions of memory did not directly covary with activity participation over time. However, we did find an indirect association in NHATS such that within-person changes in depressive symptoms were associated with changes in self-reported memory, and these contributed to lower physical as well as social activity participation. Discussion and Implications Older adults’ activity participation is important for health, but maximizing engagement requires understanding potentially impeding factors. We found some evidence that as self-perceptions of memory change over time, associated depressive symptoms may contribute to lower activity participation. Inconsistent findings across data sets, however, suggest future research is needed to understand individual characteristics that may influence these relationships

T-MoCA: A valid phone screen for cognitive impairment in diverse community samples

Introduction: There is an urgent need to validate telephone versions of widely used general cognitive measures, such as the Montreal Cognitive Assessment (T-MoCA), for remote assessments. Methods: In the Einstein Aging Study, a diverse community cohort (n = 428; mean age = 78.1; 66% female; 54% non-White), equivalence testing was used to examine concordance between the T-MoCA and the corresponding in-person MoCA assess- ment. Receiver operating characteristic analyses examined the diagnostic ability to dis- criminate between mild cognitive impairment and normal cognition. Conversion meth- ods from T-MoCA to the MoCA are presented. Results: Education, race/ethnicity, gender, age, self-reported cognitive concerns, and telephone administration difficulties were associated with both modes of administra- tion; however, when examining the difference between modalities, these factors were not significant. Sensitivity and specificity for the T-MoCA (using Youden’s index opti- mal cut) were 72% and 59%, respectively. Discussion: The T-MoCA demonstrated sufficient psychometric properties to be use- ful for screening of MCI, especially when clinic visits are not feasible

The Association Between Loneliness and Inflammation: Findings From an Older Adult Sample

Loneliness has been linked to poor mental and physical health outcomes. Past research suggests that inflammation is a potential pathway linking loneliness and health, but little is known about how loneliness assessed in daily life links with inflammation, or about linkages between loneliness and inflammation among older adults specifically. As part of a larger investigation, we examined the cross-sectional associations between loneliness and a panel of both basal and LPS-stimulated inflammatory markers. Participants were 222 socioeconomically and racially diverse older adults (aged 70&ndash;90 years; 38% Black; 13% Hispanic) systematically recruited from the Bronx, NY. Loneliness was measured in two ways, with a retrospective trait measure (the UCLA Three Item Loneliness Scale) and an aggregated momentary measure assessed via ecological momentary assessment (EMA) across 14 days. Inflammatory markers included both basal levels of C-reactive protein (CRP) and cytokines (IL-1&beta;, IL-4, IL-6, IL-8, IL-10, TNF-&alpha;) and LPS-stimulated levels of the same cytokines. Multiple regression analyses controlled for age, body-mass index, race, and depressive symptoms. Moderation by gender and race were also explored. Both higher trait loneliness and aggregated momentary measures of loneliness were associated with higher levels of CRP (&beta; = 0.16, p = 0.02; &beta; = 0.15, p = 0.03, respectively). There were no significant associations between loneliness and basal or stimulated cytokines and neither gender nor race were significant moderators. Results extend prior research linking loneliness with systemic inflammation in several ways, including by examining this connection among a sample of older adults and using a measure of aggregated momentary loneliness. &nbsp;</p