Physical Activity Detection for Diabetes Mellitus Patients Using Recurrent Neural Networks.

Diabetes mellitus (DM) is a persistent metabolic disorder associated with the hormone insulin. The two main types of DM are type 1 (T1DM) and type 2 (T2DM). Physical activity plays a crucial role in the therapy of diabetes, benefiting both types of patients. The detection, recognition, and subsequent classification of physical activity based on type and intensity are integral components of DM treatment. The continuous glucose monitoring system (CGMS) signal provides the blood glucose (BG) level, and the combination of CGMS and heart rate (HR) signals are potential targets for detecting relevant physical activity from the BG variation point of view. The main objective of the present research is the developing of an artificial intelligence (AI) algorithm capable of detecting physical activity using these signals. Using multiple recurrent models, the best-achieved performance of the different classifiers is a 0.99 area under the receiver operating characteristic curve. The application of recurrent neural networks (RNNs) is shown to be a powerful and efficient solution for accurate detection and analysis of physical activity in patients with DM. This approach has great potential to improve our understanding of individual activity patterns, thus contributing to a more personalized and effective management of DM.

Rapid-Acting Insulin Used to Treat a Case of Early Cystic Fibrosis-Related Diabetes Complicated by Post Prandial Hypoglycemia.

Background/Objective: Cystic fibrosis-related diabetes (CFRD) is one of the most common nonrespiratory complications of cystic fibrosis (CF). There is a lack of clinical research to provide guidance on optimal treatment regimens for various subtypes of CFRD. Case Report: This case describes an 18-year-old woman, diagnosed with CF in infancy, who presented to our clinic for evaluation of possible CFRD and episodes of hypoglycemia. Subsequent testing revealed normal fasting glucose with elevated blood glucose levels on oral glucose tolerance test, consistent with the diagnosis of CFRD without fasting hyperglycemia. She was found to have large glycemic excursions after carbohydrate-containing meals, followed by delayed postprandial hypoglycemia. Discussion: We initiated low-dose mealtime rapid-acting analog insulin and saw both a decrease in her postprandial hyperglycemia as well as resolution of her hypoglycemic episodes. Conclusion: This case highlights the spectrum of pancreatic dysfunction and insulin dysregulation in CFRD as well as the benefit of prandial insulin alone as a treatment option.

Changing Narratives and Provoking Dialogue: An Analysis of the HIV Stigma and Faith Summit.

GLAAD in partnership with the Gilead COMPASS Initiative® Coordinating Centers conducted a three-day summit to address the HIV epidemic in the Southern region of the United States. The summit featured virtual panel discussions with HIV experts, faith leaders, community advocates, and entertainers to bring about conversation and change around HIV stigma.

Popular Culture and Shaping HIV Perception.

The Gilead COMPASS Initiative® used celebrity partnerships to highlight HIV prevalence in the Southern U.S. and support Southern HIV and Lesbian, Gay, Bisexual, Transgender, Queer (LGBTQ) organizations. Using various media platforms, HIV organizations engaged with popular culture in collaboration with national media advocacy and public relations organizations to campaign against stigmatization and raise awareness about HIV.

Combined immunosuppression for acquired hemophilia A: CyDRi is a highly effective low-toxicity regimen.

Acquired hemophilia A (AHA) is a rare severe autoimmune bleeding disorder with significant morbidity and mortality. Although critical for disease control, there is no consensus for the best immunosuppressive regimen. Most authors use steroids first line, followed by other agents for steroid failures. Upfront combined regimens offer the advantage of reduced steroid exposure and toxicity as well as increased efficacy. We retrospectively analyzed data from 32 patients with AHA treated on an identical such institutional protocol: cyclophosphamide 1000 mg on days 1 and 22, dexamethasone 40 mg on days 1, 8, 15, and 22, and rituximab 100 mg on days 1, 8, 15, and 22 (the regimen was termed CyDRi). All patients received at least 1 cycle of CyDRi. If necessary, CyDRi was repeated until remission, no sooner than day 43 of the previous cycle. Bleeding control was rapidly achieved. The median time for bleeding control was 15.5 days (range, 0-429 days; interquartile range, 2.5-29.5 days). Thirty-one (96.8%) of 32 patients achieved durable complete remission (CR); 29 (90.6%) of 32 patients were alive at last follow-up, all of them in CR. The median time to reach first CR was 77 days (range, 19-939 days; interquartile range, 31-115 days). Toxicity and side effects were acceptable and milder than those of commonly used, prolonged steroid therapies. In conclusion, the CyDRi regimen produced markedly higher CR rates and overall survival than currently used sequential regimens. Taken together, CyDRi proved to be an attractive option for the immunosuppression of elderly patients with AHA.

Depression complexity prevalence and outcomes among veterans affairs patients in integrated primary care.

INTRODUCTION: The Veterans Health Administration (VA) Primary Care-Mental Health Integration (PC-MHI) initiative targets depression (MDD), anxiety/posttraumatic stress disorder (PTSD) and alcohol misuse (AM) for care improvement. In primary care, case finding often relies on depression screening. Whereas clinical practice guidelines solely inform management of depression, minimal information exists to guide treatment when psychiatric symptom clusters coexist. We provide descriptive clinical information for care planners about VA PC patients with depression alone, depression plus alcohol misuse, and depression with complex psychiatric comorbidities (PTSD and/or probable bipolar disorder). METHOD: We examined data from a VA study that used a visit-based sampling procedure to screen 10,929 VA PC patients for depression; 761 patients with probable major depression completed baseline measures of health and care engagement. Follow-up assessments were completed at 7 months. RESULTS: At baseline, 53% of patients evidenced mental health conditions in addition to depression; 10% had concurrent AM, and 43% had psychiatrically complex depression (either with or without AM). Compared with patients with depression alone or depression with AM, those with psychiatrically complex depression evinced longer standing and more severe mood disturbance, higher likelihood of suicidal ideation, higher unemployment, and higher levels of polypharmacy. Baseline depression complexity predicted worse mental health status and functioning at follow-up. DISCUSSION: A substantial proportion of VA primary care patients with depression presented with high medical multimorbidity and elevated safety concerns. Psychiatrically complex depression predicted lower treatment effectiveness, suggesting that PC-MHI interventions should co-ordinate and individualize care for these patients. (PsycInfo Database Record (c) 2022 APA, all rights reserved).

Composted Municipal Green Waste Infused with Biocontrol Agents to Control Plant Parasitic Nematodes-A Review.

The last few years have witnessed the emergence of alternative measures to control plant parasitic nematodes (PPNs). We briefly reviewed the potential of compost and the direct or indirect roles of soil-dwelling organisms against PPNs. We compiled and assessed the most intensively researched factors of suppressivity. Municipal green waste (MGW) was identified and profiled. We found that compost, with or without beneficial microorganisms as biocontrol agents (BCAs) against PPNs, were shown to have mechanisms for the control of plant parasitic nematodes. Compost supports a diverse microbiome, introduces and enhances populations of antagonistic microorganisms, releases nematicidal compounds, increases the tolerance and resistance of plants, and encourages the establishment of a "soil environment" that is unsuitable for PPNs. Our compilation of recent papers reveals that while the scope of research on compost and BCAs is extensive, the role of MGW-based compost (MGWC) in the control of PPNs has been given less attention. We conclude that the most environmentally friendly and long-term, sustainable form of PPN control is to encourage and enhance the soil microbiome. MGW is a valuable resource material produced in significant amounts worldwide. More studies are suggested on the use of MGWC, because it has a considerable potential to create and maintain soil suppressivity against PPNs. To expand knowledge, future research directions shall include trials investigating MGWC, inoculated with BCAs.

Impact of diabetes mellitus on risk of cardiovascular disease and all-cause mortality: Evidence on health outcomes and antidiabetic treatment in United States adults.

AIM: To examine the epidemic of diabetes mellitus (DM) and its impact on mortality from all-cause and cardiovascular disease (CVD), and to test the effect of antidiabetic therapy on the mortality in United States adults. METHODS: The analysis included a randomized population sample of 272149 subjects ages ≥ 18 years who participated in the National Health Interview Surveys (NHIS) in 2000-2009. Chronic conditions (hypertension, DM and CVD) were classified by participants' self-reports of physician diagnosis. NHIS-Mortality Linked Files, and NHIS-Medical Expenditure Panel Survey Linkage Files on prescribed medicines for patients with DM were used to test the research questions. χ2, Poisson and Cox's regression models were applied in data analysis. RESULTS: Of all participants, 22305 (8.2%) had DM. The prevalence of DM significantly increased from 2000 to 2009 in all age groups (P < 0.001). Within an average 7.39 (SD = 3) years of follow-up, male DM patients had 1.56 times higher risk of death from all-cause (HR = 1.56, 95%CI: 1.49-1.64), 1.72 times higher from heart disease [1.72 (1.53-1.93)], 1.48 times higher from cerebrovascular disease [1.48 (1.18-1.85)], and 1.67 times higher from CVD [1.67 (1.51-1.86)] than subjects without DM, respectively. Similar results were observed in females. In males, 10% of DM patients did not use any antidiabetic medications, 38.1% used antidiabetic monotherapy, and 51.9% used ≥ 2 antidiabetic medications. These corresponding values were 10.3%, 40.4% and 49.4% in females. A significant protective effect of metformin monotherapy or combination therapy (except for insulin) on all-cause mortality and a protective but non-significant effect on CVD mortality were observed. CONCLUSION: This is the first study using data from multiple linkage files to confirm a significant increased prevalence of DM in the last decade in the United States. Patients with DM have significantly higher risk of death from all-cause and CVD than those without DM. Antidiabetic mediations, specifically for metformin use, show a protective effect against all-cause and CVD mortalities.

A Primer on Diabetes Mellitus: Foundations for the Incoming First-Year Resident.

INTRODUCTION: Given the increasing prevalence of diabetes mellitus, trainees should have a strong foundation in the management of diabetes. Published literature on the knowledge base and comfort level of medical trainees in diabetes care describes varying levels of exposure to diabetes management in both inpatient and outpatient settings. METHODS: This eight-module curriculum provides a foundation in the diagnosis, evaluation, and management of diabetes mellitus in the adult patient, as well as pharmacological treatment, patient education, and complications. Specifically, the modules consist of an introduction to diabetes, diagnosis and glycemic goals, patient education, basic nutrition, noninsulin therapies, insulin therapies, complications of diabetes, and financial considerations and cost. Each is a stand-alone presentation that may be viewed nonsequentially. We estimate each module taking 15 to 30 minutes to read. Students received a postsurvey. RESULTS: We received responses from 23 (18%) of the total eligible residents over the course of 3 years. Approximately 50% of respondents completed an endocrinology elective as either a medical student or first-year resident. Overall, the majority of respondents felt that the modules had the correct amount of content, the online format was adequate, their understanding of diabetes was enhanced, and the curriculum led to altering their care. DISCUSSION: This resource is unique to MedEdPORTAL as it includes basic information on diabetes education and medical-nutritional therapy. We have required completion of these modules by our internal medicine residents since the class that enrolled in 2013. The curriculum is directed towards incoming first-year internal medicine residents but may also be used by trainees in other primary care fields.

Antidiabetic Therapy in End-Stage Renal Disease.

There has been substantial growth in the variety of available antidiabetic agents during the last decade and a half. The role of these newer agents in patients with diabetes and end-stage renal disease (ESRD) population, and their relative benefits and risks in this population compared to patients without ESRD are not yet clear. This stems from the altered state of glucose homeostasis in ESRD, which places patients at high risk for hypoglycemia and, in certain situations, hyperglycemia. In addition, there is a dearth of evidence to support a benefit of tight glycemic control on either micro- or macrovascular outcomes in ESRD patients; furthermore, the metrics by which glycemic control is conventionally measured are less valid in ESRD. In this review, we will discuss noninsulin and insulin-based therapies as well as unique challenges, contraindications, advantages, and disadvantages to their use in ESRD. We will also review issues pertinent to both hemodialysis (HD) and peritoneal dialysis (PD) patients.

Predictors of primary care management of depression in the Veterans Affairs healthcare system.

BACKGROUND: Primary care providers (PCPs) vary in skills to effectively treat depression. Key features of evidence-based collaborative care models (CCMs) include the availability of depression care managers (DCMs) and mental health specialists (MHSs) in primary care. Little is known, however, about the relationships between PCP characteristics, CCM features, and PCP depression care. OBJECTIVE: To assess relationships between various CCM features, PCP characteristics, and PCP depression management. DESIGN: Cross-sectional analysis of a provider survey. PARTICIPANTS: 180 PCPs in eight VA sites nationwide. MAIN MEASURES: Independent variables included scales measuring comfort and difficulty with depression care; collaboration with a MHS; self-reported depression caseload; availability of a collocated MHS, and co-management with a DCM or MHS. Covariates included provider type and gender. For outcomes, we assessed PCP self-reported performance of key depression management behaviors in primary care in the past 6 months. KEY RESULTS: Response rate was 52 % overall, with 47 % attending physicians, 34 % residents, and 19 % nurse practitioners and physician assistants. Half (52 %) reported greater than eight veterans with depression in their panels and a MHS collocated in primary care (50 %). Seven of the eight clinics had a DCM. In multivariable analysis, significant predictors for PCP depression management included comfort, difficulty, co-management with MHSs and numbers of veterans with depression in their panels. CONCLUSIONS: PCPs who felt greater ease and comfort in managing depression, co-managed with MHSs, and reported higher depression caseloads, were more likely to report performing depression management behaviors. Neither a collocated MHS, collaborating with a MHS, nor co-managing with a DCM independently predicted PCP depression management. Because the success of collaborative care for depression depends on the ability and willingness of PCPs to engage in managing depression themselves, along with other providers, more research is necessary to understand how to engage PCPs in depression management.

Alcohol problems as a risk factor for postdisaster depressed mood among U.S. veterans.

Alcohol problems may impede adaptive, proactive responses to disaster-related injury and loss, thus prolonging the adverse impact of disasters on mental health. Previous work suggests that veterans of the U.S. armed forces have a relatively high prevalence of alcohol misuse and other psychiatric disorders. This is the first study to estimate the impact of predisaster alcohol problems on postdisaster depressed mood among veterans, using data that were collected before and after the 1994 Northridge, CA, earthquake. The authors assessed the impact of alcohol problems on postdisaster depressed mood in an existing clinical cohort of veterans who experienced the 6.7-magnitude earthquake that struck Northridge in January 1994. One to 3 months after the disaster, interviewers contacted participants by telephone to administer a follow-up questionnaire based on a survey that had been done preearthquake. Postearthquake data were obtained on 1,144 male veterans for whom there were preearthquake data. We tested a predictive path model of the relationships between latent variables for predisaster alcohol problems, functional limitations, and depressed mood on latent variables representing postdisaster "quake impact" and depressive mood. Results showed that veterans who had more alcohol problems before the earthquake experienced more earthquake-related harms and severely depressed mood after the earthquake, compared with those who had fewer alcohol problems. Programs serving veterans with a high prevalence of alcohol problems should consider designing disaster response protocols to locate and assist these patients in the aftermath of disasters.

Yield of practice-based depression screening in VA primary care settings.

BACKGROUND: Many patients who should be treated for depression are missed without effective routine screening in primary care (PC) settings. Yearly depression screening by PC staff is mandated in the VA, yet little is known about the expected yield from such screening when administered on a practice-wide basis. OBJECTIVE: We characterized the yield of practice-based screening in diverse PC settings, as well as the care needs of those assessed as having depression. DESIGN: Baseline enrollees in a group randomized trial of implementation of collaborative care for depression. PARTICIPANTS: Randomly sampled patients with a scheduled PC appointment in ten VA primary care clinics spanning five states. MEASUREMENTS: PHQ-2 screening followed by the full PHQ-9 for screen positives, with standardized sociodemographic and health status questions. RESULTS: Practice-based screening of 10,929 patients yielded 20.1% positive screens, 60% of whom were assessed as having probable major depression based on the PHQ-9 (11.8% of all screens) (n = 1,313). In total, 761 patients with probable major depression completed the baseline assessment. Comorbid mental illnesses (e.g., anxiety, PTSD) were highly prevalent. Medical comorbidities were substantial, including chronic lung disease, pneumonia, diabetes, heart attack, heart failure, cancer and stroke. Nearly one-third of the depressed PC patients reported recent suicidal ideation (based on the PHQ-9). Sexual dysfunction was also common (73.3%), being both longstanding (95.1% with onset >6 months) and frequently undiscussed and untreated (46.7% discussed with any health care provider in past 6 months). CONCLUSIONS: Practice-wide survey-based depression screening yielded more than twice the positive-screen rate demonstrated through chart-based VA performance measures. The substantial level of comorbid physical and mental illness among PC patients precludes solo management by either PC or mental health (MH) specialists. PC practice- and provider-level guideline adherence is problematic without systems-level solutions supporting adequate MH assessment, PC treatment and, when needed, appropriate MH referral.

Implementing collaborative care for depression treatment in primary care: a cluster randomized evaluation of a quality improvement practice redesign.

BACKGROUND: Meta-analyses show collaborative care models (CCMs) with nurse care management are effective for improving primary care for depression. This study aimed to develop CCM approaches that could be sustained and spread within Veterans Affairs (VA). Evidence-based quality improvement (EBQI) uses QI approaches within a research/clinical partnership to redesign care. The study used EBQI methods for CCM redesign, tested the effectiveness of the locally adapted model as implemented, and assessed the contextual factors shaping intervention effectiveness. METHODS: The study intervention is EBQI as applied to CCM implementation. The study uses a cluster randomized design as a formative evaluation tool to test and improve the effectiveness of the redesign process, with seven intervention and three non-intervention VA primary care practices in five different states. The primary study outcome is patient antidepressant use. The context evaluation is descriptive and uses subgroup analysis. The primary context evaluation measure is naturalistic primary care clinician (PCC) predilection to adopt CCM.For the randomized evaluation, trained telephone research interviewers enrolled consecutive primary care patients with major depression in the evaluation, referred enrolled patients in intervention practices to the implemented CCM, and re-surveyed at seven months. RESULTS: Interviewers enrolled 288 CCM site and 258 non-CCM site patients. Enrolled intervention site patients were more likely to receive appropriate antidepressant care (66% versus 43%, p = 0.01), but showed no significant difference in symptom improvement compared to usual care. In terms of context, only 40% of enrolled patients received complete care management per protocol. PCC predilection to adopt CCM had substantial effects on patient participation, with patients belonging to early adopter clinicians completing adequate care manager follow-up significantly more often than patients of clinicians with low predilection to adopt CCM (74% versus 48%%, p = 0.003). CONCLUSIONS: Depression CCM designed and implemented by primary care practices using EBQI improved antidepressant initiation. Combining QI methods with a randomized evaluation proved challenging, but enabled new insights into the process of translating research-based CCM into practice. Future research on the effects of PCC attitudes and skills on CCM results, as well as on enhancing the link between improved antidepressant use and symptom outcomes, is needed. TRIAL REGISTRATION: ClinicalTrials.gov: NCT00105820.

Impact of the Northridge earthquake on the mental health of veterans: results from a panel study.

OBJECTIVE: The 1994 earthquake that struck Northridge, California, led to the closure of the Veterans Health Administration Medical Center at Sepulveda. This article examines the earthquake's impact on the mental health of an existing cohort of veterans who had previously used the Sepulveda Veterans Health Administration Medical Center. METHODS: From 1 to 3 months after the disaster, trained interviewers made repeated attempts to contact participants by telephone to administer a repeated measures follow-up design survey based on a survey that had been done preearthquake. Postearthquake data were obtained on 1144 of 1800 (64%) male veterans for whom there were previous data. We tested a predictive latent variable path model of the relations between sociodemographic characteristics, predisaster physical and emotional health measures, and postdisaster emotional health and perceived earthquake impact. RESULTS: Perceived earthquake impact was predicted by predisaster emotional distress, functional limitations, and number of health conditions. Postdisaster emotional distress was predicted by preexisting emotional distress and earthquake impact. The regression coefficient from earthquake impact to postearthquake emotional distress was larger than that of the stability coefficient from preearthquake emotional distress. Postearthquake emotional distress also was affected indirectly by preearthquake emotional distress, health conditions, younger age, and lower socioeconomic status. CONCLUSIONS: The postdisaster emotional health of veterans who experienced greater earthquake impact would have likely benefited from postdisaster intervention, regardless of their predisaster emotional health. Younger veterans and veterans with generally poor physical and emotional health were more vulnerable to greater postearthquake emotional distress. Veterans of lower socioeconomic status were disproportionately likely to experience more effects of the disaster because they had more predisaster emotional distress, more functional limitations, and a greater number of health conditions. Because many veterans use non-Department of Veterans Affairs (VA) health care providers for at least some of their health needs, future disaster planning for both VA and non-VA providers should incorporate interventions targeted at these groups.

Potential safety gaps in order entry and automated drug alerts: a nationwide survey of VA physician self-reported practices with computerized order entry.

OBJECTIVE: Understanding provider perceptions of and experiences with order entry and order checks (drug alerts) in an electronic prescribing system may help improve medication safety technology. DESIGN: Cross-sectional, national survey of Veterans Administration physicians practicing in various specialties. MEASUREMENT: Thirty-five question instrument was divided into 4 content domains. Response options included dichotomous, numeric, multiple choices, and Likert-like scales. Statistical methods included logistic regression. RESULTS: The adjusted response rate was 1543 of 3588 (43%). Almost all providers (90%) felt that the VA electronic prescribing system, including its order checks, improved prescribing safety to some degree. Most respondents (72%) reported that they always or almost always document outside medications in a clinic note, although only 44% always or almost always entered outside medications in the non-VA medication data field. Most physicians (88%) who encountered serious allergic or adverse drug reactions reported either notifying a pharmacist or entering the information in the allergies/adverse reactions field. Generalists and physicians with higher numbers of prescriptions were more likely to enter relevant data into the electronic medical record (or notify a pharmacist, in the case of adverse reactions). In addition, 48% of providers described critical drug-drug interaction alerts as very useful; medical specialists found these less useful, whereas surgical specialists found these more useful when compared with generalists. LIMITATIONS: Survey was conducted within a single healthcare system. CONCLUSION: Computerized provider order entry and related order checks are perceived to improve prescribing safety; however, provider entry of some relevant information into the appropriate electronic fields may not be optimal.

Impact of dementia on caring for patients' diabetes.

OBJECTIVE: To explore caregivers' challenges and quality-of-life issues managing diabetes in patients with dementia. METHOD: We conducted six focus groups with 21 caregivers of patients with dementia and type 2 diabetes. Focus groups were digitally recorded, transcribed, and translated using a software coding system. Emergent themes were identified and confirmed. RESULTS: Three themes emerged. (1) Memory loss was the first identified cause of self-care neglect leading to caregiver intervention. (2) Behavioral and psychological symptoms of dementia (BPSD) disrupted the daily diabetes care routine, with 'denial' of having diabetes or memory loss (anosognosia) being the most disruptive. (3) Caregivers reported that caring for both diabetes and dementia was highly burdensome, felt overwhelmed with BPSD, and wanted more support from family and patients' healthcare providers. CONCLUSION: Caregivers of patients with dementia and diabetes face extraordinary challenges managing both conditions and the accompanying BPSD. Their identified need for a greater response from the healthcare system should be tested in quality improvement programs for this overlooked yet rapidly growing population.

Addressing patients' concerns about pain management and addiction risks.

Fear of engendering addiction is frequently reported as both a provider and a patient barrier to effective pain management. In this study, a clinical scenario ascertained nursing staff members' usual practice in addressing addiction fears for patients with concerns about the addictive potential of pain medication. One hundred forty-five Veterans Health Administration nursing staff members from eight ambulatory care sites were queried to identify variables associated with proclivity to address patient fears about addiction risks in a population where pain is prevalent and the risk for substance abuse is high. Regarding addressing addiction concerns, 66% of nursing staff were very likely, 16% somewhat likely, 9% unsure, 6% somewhat unlikely, and 2% very unlikely to take action. Health technicians were less likely to address addiction concerns than registered or licensed vocational nurses (odds ratio [OR] 0.116; p=.004). Nursing staff with more years' experience (OR 1.070; p=.005) and higher levels of self-efficacy/confidence (OR 1.380; p=.001) were more likely to engage in discussions related to addiction risks. Targeted efforts to improve pain management activities should focus on retaining experienced nursing staff in initial assessment positions and improving the skills and confidence of less experienced and less skilled staff.

Why not just ask the resident?

This research evaluated a draft preference assessment tool (draft-PAT) designed to replace the current Customary Routine section of the Minimum Data Set (MDS) for nursing homes. The draft-PAT was tested with a sample of nursing home residents to evaluate survey-level administration time and noncompletion rates, as well as item-level nonresponse rates, response distributions, and test-retest reliability. Modifications to the draft-PAT were then retested with a subsample of residents. Completion times were brief (generally less than 10 minutes), and only a small percentage of residents were unable to complete the interview. Item-level nonresponse rates were low for the draft-PAT (0% to 8%) and even lower during retesting for items advanced to the national field trial (0% to 4%). Item response distributions indicated reasonable use of all options across both testing occasions, and item-level test-retest reliability was high. This study found that nursing home residents can reliably report their preferences. Eighteen items from the modified draft-PAT were advanced to the national field trial of the MDS 3.0. Inclusion of the PAT in the MDS revision underscores increased emphasis on including residents' voice in the assessment process.