Grief Training in Palliative Care Fellowships.

INTRODUCTION: No prior study has assessed grief and bereavement curriculum in Hospice and Palliative Medicine (HPM) fellowship programs in the United States. METHODS: A 14-item survey was created and distributed to Accreditation Council for Graduate Medical Education (ACGME)-accredited HPM fellowship Program Directors to assess program demographics, curriculum emphasis, grief and bereavement programming, and attitudes toward grief and bereavement training for HPM fellows. RESULTS: The overall survey response rate was 63%. Most palliative care programs were academic (74%) and had four or fewer fellows (85%). 90% devoted a minority (0%-10%) of their curriculum to grief and bereavement training. Most programs reported at least some program-led grief and bereavement programming (69%); however, 53% endorsed that fellows are not very or not at all involved in this programming. Almost half of programs only have a small amount of programming related to supporting families after loss (49%). The majority endorsed having a great deal of programming for debriefing or supporting fellows through professional grief (55%), and the most common modalities were debriefing sessions (62%) and ensuring access to mental health resources (41%). The most common ways of teaching grief and bereavement were through bedside/anecdotal teaching and lectures/case conferences. Most program directors felt that palliative care fellowships should provide grief and bereavement training (81%) and consider it important or very important for fellows to learn how to process grief and bereavement (92%). DISCUSSION: It was widely reported by program directors that grief and bereavement training are important curricular components for HPM fellows. Acknowledging professional grief remains an underrecognized need in palliative care training and practice. Our study suggests that for grief and bereavement curricula in HPM fellowships, the time dedicated, specific types, and amount of fellow involvement was highly variable. It will be critical for programs to disseminate best practices to help move toward a more uniform approach for ensuring basic competency in grief and bereavement training in HPM fellowship programs in the United States.

Top Ten Tips Palliative Care Clinicians Should Know About Providing Care for People With Disabilities.

Palliative care (PC) clinicians are well poised to help people with disabilities (PWD) live well in the context of serious illness. PC prioritizes person-centered care with a focus on function, autonomy, and quality of life. This approach aligns with principles of high-quality care for PWD. An understanding of the unique experiences and needs of PWD can advance the delivery of comprehensive, equitable PC for this population. In this article, we provide 10 tips to help PC clinicians develop an informed disability lens in their approach to care.

An evaluation of the convergent validity of a face-to-face and virtual neuropsychological assessment counter balanced.

The COVID-19 pandemic has highlighted the need for further research evaluating the validity of conducting a battery of neuropsychological assessments virtually compared with face-to-face administration. Previous research has suggested that some neuropsychological assessments yield valid results when administered virtually, however, much of the previous research focused on older adults. To determine the validity of virtually administered neuropsychological tests, 28 healthy participants were assessed using a within-subjects, counter-balanced design. Participants completed a neuropsychological assessment battery covering tests of general intellectual functioning, memory and attention, executive functioning, language and information processing speed, as well as effort. There was no significant difference between face-to-face administration of the neuropsychological battery compared with virtual administration for the majority of the tests used. However, there were significant differences in the Colour Naming Task, with participants making fewer errors on the colour naming task and inhibition/switching task when administered virtually compared with face-to-face administration. There was also a significant age cohort effect in the inhibition/switching task. There was also a trending significant difference in mode of administration for the Verbal Fluency Task. Virtually administered neuropsychological assessments largely provide a valid alternative to face-to-face assessments; however, consideration must be given to test selection as well as the population of participants that are being assessed. Other important considerations must focus on preserving the security and integrity of test materials, as well as administration in a medico-legal setting. Future research should focus on validating assessments with specific patient populations and developing a neuropsychological assessment battery using information technology.

Palliative care experience and perceived gaps in training among transplant hepatology fellows: A national survey.

Despite the likely benefits of palliative care (PC) for patients with cirrhosis, physician experiences and perspectives about best practices are variable. We aimed to assess PC experience and gaps in training among transplant hepatology fellows. We conducted a national survey of all transplant hepatology fellows enrolled in accredited fellowship programs during the 2020-2021 academic year. We assessed the frequency of PC provision and comfort with physical and psychological symptom management, psychosocial care, communication skills, advance care planning, and end-of-life care. A total of 45 of 56 (79%) of transplant hepatology fellows responded to the survey; 50% (n = 22) were female. Most trained at centers performing over 100 transplants per year (67%, n = 29) distributed evenly across geographic regions. Most fellows (69%, n = 31) had a PC or hospice care rotation during residency, and 42% (n = 19) of fellows received education in PC during transplant hepatology fellowship. Fellows reported feeling moderately to very comfortable with communication skills such as breaking bad news (93%, n = 41) and leading family meetings (75%, n = 33), but nearly one-third (30%, n = 13) reported feeling not very or not at all comfortable assessing and managing anxiety and depression (30%, n = 13) and spiritual distress (34%, n = 15). Nearly one-quarter (22%, n = 10) had never discussed or documented advance care plans during fellowship. Fellows wished to receive future instruction on the assessment and management of physical symptoms (68%, n = 30) and anxiety and depression (64%, n = 28). Conclusion: Our survey highlights gaps in PC experience and education during transplant hepatology fellowship, lack of comfort in managing psychological distress and advance care planning, and desire to improve skills, particularly in symptom management. Future studies should investigate how to enhance transplant hepatology competencies in these PC domains and whether this impacts clinical care, advance care planning, or patient experience.

Top Ten Tips Palliative Care Clinicians Should Know About Delivering Antiracist Care to Black Americans.

Racial disparities, including decreased hospice utilization, lower quality symptom management, and poor-quality end-of-life care have been well documented in Black Americans. Improving health equity and access to high-quality serious illness care is a national palliative care (PC) priority. Accomplishing these goals requires clinician reflection, engagement, and large-scale change in clinical practice and health-related policies. In this article, we provide an overview of key concepts that underpin racism in health care, discuss common serious illness disparities in Black Americans, and propose steps to promote the delivery of antiracist PC.

Validation of the Neuropsychological Assessment Battery Screening Module (NAB-SM) in patients with traumatic brain injury.

This study cross-validates the screening module of the Neuropsychological Assessment Battery (NAB-SM) with a battery of well validated neuropsychological tests (Convergent Validity Test Battery: CVTB) in a Traumatic Brain Injury (TBI) population. Forty-four participants with "mild-complicated" to "severe" TBI were recruited from a cohort of patients attending an outpatient clinic at a UK major trauma center. The NAB-SM Total Index score and an abbreviated short-form, from which a TBI Index was derived, both showed good classification accuracy in predicting impairment as measured by the CVTB mean score. These indices also accurately identified impairment as defined by the base rate of low scores across individual CVTB indices measuring mental processing speed, working memory, memory and executive functioning. The NAB-SM and its derived TBI index therefore have significant utility as a cognitive screening tool for use in either inpatient (acute) or outpatient TBI populations.

Top Ten Tips Palliative Care Clinicians Should Know About Medical Decision-Making Capacity Assessment.

Palliative care (PC) clinicians treat seriously ill patients who are at increased risk for compromised decision-making capacity (DMC). These patients face profound and complex questions about which treatments to accept and which to decline. PC clinicians, therefore, have the especially difficult task of performing thorough, fair, and accurate DMC assessments in the face of the complex effects of terminal illness, which may be complicated by fluctuating acute medical conditions, mental illness, or cognitive dysfunction. This study, written by a team of clinicians with expertise in PC, ethics, psychiatry, pediatrics, and geriatrics, aims to provide expert guidance to PC clinicians on best practice for complex DMC assessment.

Top Ten Tips Palliative Care Clinicians Should Know About Psychosocial and Family Support.

Palliative care (PC) is perhaps the most inherently interdisciplinary specialty within health care. Comprehensive PC is delivered by a core team of physicians, nurses, social workers, spiritual care providers, pharmacists, and others who address the broad range of medical, psychosocial, and spiritual needs of those living with serious illness. While PC clinicians are typically skilled in screening for distress, the best path to follow when patients screen positive for psychosocial distress or exhibit mental health challenges may not always be clear. This article brings together the perspectives of experienced social workers practicing across PC and hospice settings. It seeks to identify opportunities and rationale for the integration of palliative social work (PSW) in the provision of quality, person-centered, family-focused, and culturally congruent care for the seriously ill. Increasing recognition of the impact of social determinants of health highlights the critical importance of including PSW if we are to better understand and ultimately address the broad range of factors that influence people's quality of life.

Top Ten Tips Palliative Care Clinicians Should Know About Telepalliative Care.

The field of telehealth is rapidly growing and evolving across medical specialties and health care settings. While additional data are needed, telepalliative care (the application of telehealth technologies to palliative care) may help address important challenges inherent to our specialty, such as geography and clinician staffing; the burden of traveling to brick-and-mortar clinics for patients who are symptomatic and/or functionally limited; and the timely assessment and management of symptoms. Telepalliative care can take many forms, including, but not limited to, video visits between clinicians and patients, smartphone applications to promote caregiver well-being, and remote patient symptom-monitoring programs. This article, created by experts in telehealth and palliative care, provides a review of the current evidence for telepalliative care and potential applications and practical tips for using the technology.

A 360-degree assessment of teaching effectiveness using a structured-videorecorded observed teaching exercise for faculty development.

BACKGROUND: Filming teaching sessions were reported in the medical literature in the 1980s and 1990s but appear to have been an underreported and/or underutilized teaching tool since that time. National faculty development programs, such as the Harvard Macy Institute (HMI) Program for Educators in Health Professions and the Stanford Faculty Development Center for Medical Teachers program, have attempted to bridge this gap in formal instruction in teaching skills through microteaching sessions involving videos for self- and peer-assessment and feedback. OBJECTIVE: Current video-feedback faculty development initiatives are time intensive and impractical to implement broadly at an institutional level. Further, results of peer feedback have not been frequently reported in the literature at the institutional level. Our research aims to propose a convenient and effective process for incorporating video analysis into faculty devleopment programs. DESIGN: Our work describes a novel technique using video-recorded, simulated teaching exercises to compile multi-dimensional feedback as an aid in faculty development programs that promote teaching-skill development. This research evaluated the effectiveness of a focused teaching practicum designed for faculty in multiple specialty departments with large numbers of older patients into a geriatrics-based faculty development program. Effectiveness of the practicum is evaluated using quantitative scoring and qualitative analysis of self-reflection as well as peer and trainee input. RESULTS: VOTE sessions demonstrate an important exportable product which enable faculty to receive a detailed 360-degree assessment of their teaching. CONCLUSION: This intervention can be easily replicated and revised, as needed, to fit into the educational curriculum at other academic medical centers.

Expanding Palliative Medicine across Care Settings: One Health System Experience.

BACKGROUND: The success of our hospital-based Palliative Care program stimulated requests to duplicate the program across the health system continuum of care. OBJECTIVE: To develop a model of care focused on a high-need, high-cost population that could be implemented across all care settings, including hospitals and patients' homes. METHODS: To fiscally support program expansion from hospital to home, we conducted a retrospective cost analysis for home-based Palliative Care (HBPC)-enrolled patients with continuous claims months before program enrollment through date of death. The HBPC enrollees were evaluated against a cohort group of CMS (Centers for Medicare & Medicaid Service) and Medicare Advantage patients who did not participate in the HBPC program (n = 3135). Twenty-one months of claims leading up to the date of death were evaluated for both populations. The analysis was designed to test whether Palliative Care patients demonstrated less overall claims expense and service utilization in the same periods as patients without Palliative Care. Claim months were grouped into three-month clusters for evaluation and statistical testing of per member per month utilization and cost. RESULTS: Overall, HBPC patients demonstrated significantly less service utilization and cost in the months leading up to death. Cost differences were primarily driven by clear cost divergence in the last three months of life [$9,843 (PC) vs. $27,530 (C)]. Our program grew from a hospital-based program to include the establishment of a home-based program. CONCLUSION: Palliative Care programs can successfully expand outside hospital walls to serve a high need/high-cost patient population.

The 500-year Cultural & Economic Trajectory of Tobacco: A Circle Complete.

Who smokes, and why do they do it? What factors discourage and otherwise reward or incentivize smoking? Tobacco use has been accompanied by controversy from the moment of its entry into European culture, and conflicting opinions regarding its potentially adverse influence on health have coexisted for hundreds of years. Its use in all forms represents the world's single greatest cause of preventable disease and death. Tobacco was introduced to Europe by Christopher Columbus, who in October 1492 discovered the crop in Cuba. While the next four centuries would see tobacco as the most highly traded economic commodity, by 1900, the now familiar cigarette remained obscure and accounted for only 2% of total tobacco sales. Global tobacco consumption rose sharply after 1914 and became especially prevalent following World War II, particularly among men. Indeed, overall tobacco sales increased by more than 60% by the mid-20th century, and cigarettes were a critical driver of this growth. Cigarettes dominated the tobacco market by 1950, by then accounting for more than 80% of all tobacco purchases. In the absence of clinical and scientific evidence against tobacco, moral and religious arguments dominated opposition voices against tobacco consumption in the 1800s. However, by the mid-20th century, advancements in medical research supported enhanced government and voluntary actions against tobacco advertising and also raised awareness of the dangers associated with passive tobacco smoke exposure. Solid epidemiological work connecting tobacco use with "the shortening of life span" began to appear in the medical literature in the 1950s, linking smoking with lung cancer and related conditions. In subsequent years, these developments led to significant curtailment of tobacco use. This monograph explores aspects of the intersection of tobacco with themes of behavioral incentives, religion, culture, literature, economics, and government over the past five centuries.

The Development and Psychometric Evaluation of a Supplementary Index Score of the Neuropsychological Assessment Battery Screening Module that is Sensitive to Traumatic Brain Injury.

OBJECTIVE: This study examines the validity of the NAB Screening Module (screening module of the neuropsychological assessment battery, S-NAB) in an acute traumatic brain injury (TBI) inpatient population and provides psychometric evaluation of an original index sensitive to TBI impairment. METHOD: The utility of the S-NAB as a TBI screen was examined using a between groups design. One-hundred and four patients with mild complicated to severe TBI were recruited from a consecutive cohort of patients admitted as inpatients to a UK Major Trauma Centre. Ninety-eight control participants were selected from the S-NAB normative sample. All TBI patients completed the S-NAB during their inpatient stay. RESULTS: Control participants scored significantly higher than TBI participants on the Total Screening index (t = 3.626, p < 0.01), The Attention index (t = 7.882, p < 0.01), and the Executive index (t = 5.577, p < 0.01). A briefer TBI Impairment index of six subtests was constructed which accurately discriminated TBI patients from normative controls (t = 9.9, p < 0.01; Cohen's d = 1.54). The TBI index had excellent classification accuracy (AUC = 0.83), superior to that of the standard S-NAB indices. The TBI Index, Attention Index, and Total Screening Index demonstrated increasing impairment with increased severity of injury. CONCLUSIONS: The S-NAB TBI index is a robust, reliable screening index for use with acute TBI patients, which is sensitive to the effects of acute TBI. It affords a briefer cognitive screen than the S-NAB and demonstrates a dose response relationship to TBI severity.

The Burden of Cost in Bronchiolitis Obliterans Syndrome: Predictions for the Next Decade.

In health economics, costs can be divided into both direct and indirect categories. Direct costs tend to consist of medical costs, which are those directly attributed to health care interventions (e.g., hospitalizations, pharmaceuticals, devices), and non-medical direct costs such as monitoring and professional caregiving. Indirect costs tend to comprise those related to lost productivity due to illness (or treatment), burden on systems outside of the healthcare domain, and other costs that can sometimes outweigh the entire sum of direct healthcare costs. The most common life-threatening complication of lung and hematopoietic stem-cell transplantation (HSCT) is bronchiolitis obliterans syndrome (BOS). BOS is currently diagnosed as a 20% decline in the forced expiratory volume in one second (FEV1) from the best (baseline) post-transplantation value, and is a major cause of morbidity and mortality amongst lung and stem cell transplant patients. BOS affects half of all lung transplant patients within the first 5 years post-transplant, rising to the majority of patients (~80%) within the first decade following transplant. We estimated both direct and indirect costs for the first 10 years following BOS diagnosis, a viewpoint that highlights a tremendous imbalance between healthcare and non-healthcare costs. The lost workforce resulting from BOS-related infirmity will cost society more than $3.7 Billion over the next decade, a figure that is more than double the estimated 10-year cost of treating BOS ($1.4B), including diagnostics, immunosuppressives, and additional complications. As such, BOS is estimated to present a burden of cost that must be evaluated in a new light to include the wider societal perspective.

Top 10 Tips for Using Advance Care Planning Codes in Palliative Medicine and Beyond.

Although recommended for all persons with serious illness, advance care planning (ACP) has historically been a charitable clinical service. Inadequate or unreliable provisions for reimbursement, among other barriers, have spurred a gap between the evidence demonstrating the importance of timely ACP and recognition by payers for its delivery.1 For the first time, healthcare is experiencing a dramatic shift in billing codes that support increased care management and care coordination. ACP, chronic care management, and transitional care management codes are examples of this newer recognition of the value of these types of services. ACP discussions are an integral component of comprehensive, high-quality palliative care delivery. The advent of reimbursement mechanisms to recognize these services has an enormous potential to impact palliative care program sustainability and growth. In this article, we highlight 10 tips to effectively using the new ACP codes reimbursable under Medicare. The importance of documentation, proper billing, and nuances regarding coding is addressed.

Cost Implications for Subsequent Perinatal Outcomes After IVF Stratified by Number of Embryos Transferred: A Five Year Analysis of Vermont Data.

BACKGROUND: In states in the USA without in vitro fertilzation coverage (IVF) insurance coverage, more embryos are transferred per cycle leading to higher risks of multi-fetal pregnancies and adverse pregnancy outcomes. OBJECTIVE: To determine frequency and cost of selected adverse perinatal complications based on number of embryos transferred during IVF, and calculate incremental cost per IVF live birth. METHODS: Medical records of patients who conceived with IVF (n = 116) and delivered at >20 weeks gestational age between 2007 and 2011 were evaluated. Gestational age at delivery, low birth weight (LBW) term births, and delivery mode were tabulated. Healthcare costs per cohort, extrapolated costs assuming 100 patients per cohort, and incremental costs per infant delivered were calculated. RESULTS: The highest prematurity and cesarean section rates were recorded after double embryo transfers (DET), while the lowest rates were found in single embryo transfers (SET). Premature singleton deliveries increased directly with number of transferred embryos [6.3 % (SET), 9.1 % (DET) and 10.0 % for ≥3 embryos transferred]. This trend was also noted for rate of cesarean delivery [26.7 % (SET), 36.6 % (DET), and 47.1 % for ≥3 embryos transferred]. The proportion of LBW infants among deliveries after DET and for ≥3 embryos transferred was 3.9 and 9.1 %, respectively. Extrapolated costs per cohort were US$718,616, US$1,713,470 and US$1,227,396 for SET, DET, and ≥3 embryos transferred, respectively. CONCLUSION: Attempting to improve IVF pregnancy rates by permitting multiple embryo transfers results in sharply increased rates of multiple gestation and preterm delivery. This practice yields a greater frequency of adverse perinatal outcomes and substantially increased healthcare spending. Better efforts to encourage SET are necessary to normalize healthcare expenditures considering the frequency of very high cost sequela associated with IVF where multiple embryo transfers occur.

What Is the Economic Cost of Unplanned Pregnancy Following Hysteroscopic Sterilization in the US? A New National Estimate Based on Essure® Procedure Prevalence, Failure Rates and Workforce Productivity.

OBJECTIVE: Although hysteroscopic sterilization (HS) (Essure ®) has been available in the US since 2002, there is disagreement regarding its efficacy, and there has been no study of the economic impact of HS failure. Our investigation examined the economic consequences of contraceptive failure with Essure in the US. METHODS: Contraceptive failure rates (CFR) of 5.7%, 7.7% and 9.6% were applied to the US cohort of HS patients (n = 600,000). Direct economic impact of productivity losses resulting from unplanned conceptions after HS was calculated by factoring Essure failure rate, the exposed population, US female labour force participation, unemployment rate, time away from work owing to vaginal delivery or pregnancy termination and weekly wages. RESULTS: For the 9.6% CFR scenario, US workforce productivity loss from unplanned pregnancy and delivery was estimated at 771,065 days (2,112 years). Productivity loss secondary to conception and subsequent termination of pregnancy after Essure was approximately 23,725 days (65 years). Assuming CFR at 5.7%, livebirth delivery with total time missed from work at 65 days, this was associated with an aggregate economic impact of $49.2M in lost annual wages. Direct economic impact of unplanned pregnancy after Essure irrespective of outcome (terminations and deliveries) was estimated to result in US productivity losses valued at ~$130M. CONCLUSION: Although not all unplanned pregnancy costs are attributable to failed HS, estimates derived from earlier surveys have not considered this contraceptive method, and the economic consequences of unplanned pregnancy after Essure are not trivial. Quantifying the economic consequences of HS failure would be improved with specific ICD-10 coding for Essure-associated symptoms.

Prevention of treatment-related fluid overload reduces estimated effective cost of prothrombin complex concentrate in patients requiring rapid vitamin K antagonist reversal.

INTRODUCTION: Fresh frozen plasma (FFP) is a frequently used human blood product to reverse the effects of vitamin K antagonists. While FFP is relatively economical, its large fluid volume can lead to hospitalization complications, therefore increasing the overall cost of use. MATERIALS & METHODS: A recently published article by Sarode et al., in Circulation, described the rate of volume overload associated with FFP use for reversal of vitamin K antagonists. This condition, described as transfusion-associated circulatory overload, has a defined rate of intensive care admission, which also has a well-reported average cost. The additional monetary value of intensive care unit admission and caring for fluid overload is then compared to the cost of another product, four-factor prothrombin complex concentrates, which does not, as per the Sarode paper, result in fluid overload. RESULTS: The increased costs attributed to FFP-associated fluid overload for vitamin K antagonist reversal partly defrays the increased upfront cost of four-factor prothrombin complex concentrates. DISCUSSION: FFP is commonly used to acutely reverse the effects of vitamin K antagonists. However, its use requires significant time for infusion, may lead to fluid overload, and is not fully effective in compete anticoagulation reversal. One alternative therapy for anticoagulant reversal is use of prothrombin complex concentrates, which are rapidly infused, are not associated with fluid overload, and are effective in complete reversal of coagulation measurements. This should be considered for patients with acute bleeding emergencies.

Top ten inpatient palliative medicine billing and coding mistakes (and how to fix them this week).

Palliative care (PC) has undergone incredible growth in the last 10 years, having gained subspecialty status and penetration into 85% of hospitals over 300 beds. The comprehensive services provided by multiple members of the PC team combined with low reimbursement for nonprocedural medical care challenges all PC teams to operate with financial sustainability. Accurately and compliantly documenting and coding services provided to patients can help to maximize PC programs' revenues and limit operating subsidies received from health care systems or hospice programs. In this article we share common billing and coding mistakes made by our programs and colleagues while providing inpatient, consultative palliative care. Each mistake is explained and paired with a straightforward fix to enable compliant, efficient practice. This will allow clinicians to more accurately communicate to payers the complex care provided to inpatients by the PC team. This fuller picture of the complexity of care provided can increase reimbursements received by your PC program from payers. Understanding how to accurately document, code, and receive appropriate reimbursement will allow our field to continue to grow, broadening the reach of PC nationally to improve quality of life for all patients and families in need.

An Algorithm to Analyze Cost Heterogeneity using Counterfactual Scenarios in Endovascular versus Open Repair of Abdominal Aortic Aneurysm: Predicting Costs for Subsequent Patients.

Objectives: We examined patient-specific predictors of high cost for endovascular (EVAR) and open (OPEN) repair of abdominal aortic aneurysm (AAA). Methods: Vascular Study Group of Northern New England data specific to Fletcher Allen Health Care were merged with cost data from the same source. We retrospectively analyzed 389 elective AAA repairs (230 EVAR, 159 OPEN) between 2003 and 2011 to determine clinical characteristics that contribute to membership in the upper quartile of cost (UQC) versus the remaining three quartiles. For the purpose of this exercise, it was assumed that clinical outcomes were equally good with EVAR versus OPEN repair. Results: Significant predictors of UQC for OPEN repair procedures were: history of treated chronic obstructive pulmonary disease (COPD), previous bypass surgery, transfer from hospital and age >70 (area under receiver operating curve [ROC] = 0.726). Predictors of UQC for EVAR were: presence of iliac aneurysm(s), coronary artery bypass graft surgery or percutaneous transluminal coronary angioplasty within the past 5 years, ejection fraction ≤30%, absence of beta blockers, creatinine ≥1.5mg/dL, and current use of tobacco (area under ROC = 0.784). The mean length of stay for EVAR and OPEN repair were 2.22 and 8.55 days, respectively. Costs for EVAR and OPEN repair were $32,656 (standard error of the mean [SEM] $591) and $28,183 (SEM $1,571), respectively. Conclusions: Certain risk factors at the individual patient level are predictive of UQC. Under such circumstances, it is our expectation that such algorithms may be used to select the most cost-efficient treatment.