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Record W2987996226 · doi:10.1016/j.xkme.2019.10.002

Remote Patient Monitoring: An Important Tool in Advancing Home Dialysis

2019· letter· en· W2987996226 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueKidney Medicine · 2019
Typeletter
Languageen
FieldMedicine
TopicDialysis and Renal Disease Management
Canadian institutionsnot available
Fundersnot available
KeywordsDialysisMedicinePeritoneal dialysisPopulationIntensive care medicineEnd stage renal failureHome dialysisHealth careQualitative researchMedical emergencyFamily medicineInternal medicineEnvironmental health

Abstract

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Related Article, p. 354 Related Article, p. 354 On July 10, 2019, President Trump issued an executive order to increase home dialysis and transplant utilization, with a target of 80% by 2030.1Executive Order on Advancing American Kidney Health.https://www.whitehouse.gov/presidential-actions/executive-order-advancing-american-kidney-health/Date accessed: August 23, 2019Google Scholar This will be a monumental task given that our current rate of incident home dialysis patients sits at 10% and <3% of incident patients receive a pre-emptive transplant. Given these numbers, any and all possible solutions to improving home dialysis uptake in the general population will be needed. One promising technological advance for improving home dialysis uptake is remote patient monitoring. Remote patient monitoring could increase home dialysis use by decreasing some of the burden of home dialysis, improving the patient experience, and diminishing both patient and provider hesitancy with home dialysis. Determining the elements of remote monitoring that can improve home dialysis uptake and retention is a priority. In this issue of Kidney Medicine, Subramanian et al2Subramanian L. Kirk R. Cuttitta T. et al.Remote management for peritoneal dialysis: a qualitative study of patient, care partner, and clinical perceptions and priorities in the United States and the United Kingdom.Kidney Med. 2019; 1: 354-365Abstract Full Text Full Text PDF Scopus (26) Google Scholar report the results of their qualitative study of patient, care partner, and clinician perceptions and priorities for remote patient monitoring in home dialysis. This report highlights direct feedback from patients and providers regarding the benefits and the remaining challenges associated with remote monitoring. This study largely focused on what it would mean for patients already doing home dialysis. However, could this technology help increase home dialysis use and convince patients not on home dialysis? To dramatically increase home dialysis use, nephrologists need to stop offering home dialysis to only patients whom they believe are “good” home dialysis candidates. This medical paternalism deprives patients of choice. More often than not, the reasoning for not encouraging home dialysis is a surmountable barrier that could be overcome, often with fairly minimal effort. As such, all patients should be offered home dialysis after appropriate modalities education. As one provider noted in this article, “What I think we’ve shown, over and over again, is that our judgment of who’s a good candidate or not is really poor.”2Subramanian L. Kirk R. Cuttitta T. et al.Remote management for peritoneal dialysis: a qualitative study of patient, care partner, and clinical perceptions and priorities in the United States and the United Kingdom.Kidney Med. 2019; 1: 354-365Abstract Full Text Full Text PDF Scopus (26) Google Scholar Critically, in giving all patients the opportunity to try home dialysis, there is a real risk for increasing technique failure rates and worsened outcomes in the absence of proactive monitoring. Remote monitoring provides an opportunity for providers to feel more comfortable offering home dialysis therapies to patients previously deemed unacceptable candidates because they will be able to more closely monitor patients and thus may improve uptake and retention. Furthermore, when offered the opportunity to do home dialysis, many patients and their care partners may have reservations about assuming this responsibility. Accordingly, from the patient perspective, offering remote monitoring may provide needed comfort at the onset when deciding between home and in-center dialysis modalities. This concept is supported by this study, with patients discussing the need for frequent formal support that can be provided with remote monitoring. Additionally, patients noted that they had increased comfort with the knowledge that their physician was receiving dialysis information in real time, allowing for more efficient and timely adjustments in their care instead of waiting until the monthly clinic visit. To increase the prevalence of home dialysis, not only do more patients need to start home dialysis, but also technique failure needs to decrease. Technique failure rates in peritoneal dialysis are 27 per 100 patient-years in the first year,3Pulliam J. Li N.C. Maddux F. Hakim R. Finkelstein F.O. Lacson Jr., E. First-year outcomes of incident peritoneal dialysis patients in the United States.Am J Kidney Dis. 2014; 64: 761-769Abstract Full Text Full Text PDF PubMed Scopus (55) Google Scholar with the majority of technique failure events occurring within the first 6 months of therapy. Technique failure in home hemodialysis in one study was 13.2/100 patient-years.4Perl J, Na Y, Tennankore KK, Chan CT. Temporal trends and factors associated with home hemodialysis technique survival in Canada. Clin J Am Soc Nephrol. 2017;12(8):1248-1258.Google Scholar Peritonitis is a leading cause of patients discontinuing peritoneal dialysis and transferring back to hemodialysis.5McGill R.L. Weiner D.E. Ruthazer R. Miskulin D.C. Meyer K.B. Lacson Jr., E. Transfers to hemodialysis among US patients initiating renal replacement therapy with peritoneal dialysis.Am J Kidney Dis. 2019; 74: 620-628Abstract Full Text Full Text PDF PubMed Scopus (12) Google Scholar Could remote monitoring help improve technique survival? Nx2Me is an asynchronous remote telehealth platform for home hemodialysis patients for treatment and vital sign monitoring. Weinhandl and Collins6Weinhandl E.D. Collins A.J. Relative risk of home hemodialysis attrition in patients using a telehealth platform.Hemodial Int. 2018; 22: 318-327Crossref PubMed Scopus (6) Google Scholar showed that the use of Nx2Me in home hemodialysis patients was associated with improved attrition rates,6Weinhandl E.D. Collins A.J. Relative risk of home hemodialysis attrition in patients using a telehealth platform.Hemodial Int. 2018; 22: 318-327Crossref PubMed Scopus (6) Google Scholar while Lew et al7Lew SQ, Sikka N, Thompson C, Magnus M. Impact of remote biometric monitoring on cost and hospitalization outcomes in peritoneal dialysis [published online ahead of print January 1, 2018]. J Telemed Telecare. https://doi.org/10.1177/1357633X18784417.Google Scholar showed that remote monitoring of weight in patients treated with peritoneal dialysis was associated with lower hospitalization rates. This supports the notion that remote monitoring could improve outcomes and reduce technique failure rates in the home dialysis population. As with any dialysis modality, education is a vital component in patient management and improving technique survival. Remote monitoring may improve the ability to educate patients at the time of an alert value by facilitating communication between the patient and the nurse. As noted in this study, patients believed that remote monitoring provided an extra layer of support that allowed for more effective communication and subsequently helped them to feel more empowered about their care. Interestingly, a study involving remote monitoring of blood pressure in nondialysis patients showed that blood pressure improvements persisted for 12 months after remote monitoring stopped. A large portion of this is likely due to repetitive training during times of alert values resulting in changes in patient behavior. Improving patient quality of life and reducing burden of disease may improve technique failure and improve home dialysis uptake. Despite the benefit of not needing to travel to a dialysis unit 3 times per week, travel is still a necessity for many home dialysis patients. Although a monthly visit is better than thrice-weekly visits, travel may still prove burdensome to many patients. Providers noted in this study a desire to have their monthly clinic visits remotely, stating how that could improve their home dialysis experience. Given improvements in technology and changes in regulations, wider use of telehealth is now permissible in the United States, with the 2018 Bipartisan Budget Act allowing Medicare to reimburse a monthly comprehensive telehealth visit that can occur twice in a 3-month cycle for home dialysis patients.8Lew S.Q. Sikka N. Operationalizing telehealth for home dialysis patients in the United States.Am J Kidney Dis. 2019; 74: 95-100Abstract Full Text Full Text PDF PubMed Scopus (23) Google Scholar For example, at the University of Alabama at Birmingham, patients living remotely are seen in a remote medical facility equipped with telehealth for 2 of every 3 monthly visits. During these remote visits, laboratory results and flow sheets are reviewed and full physical examination, including auscultatory examination, is performed. There remains the need to arrange for once-monthly laboratory work to be done, posing some operational barriers. However, remote monitoring coupled with a mechanism to check laboratory results would reduce the need for monthly in-person visits for home dialysis patients. Although the information provided in this qualitative study provides great insight into both patient and provider experience with remote monitoring, it does not address the fundamental question of who should be monitored or what should be monitored. Given the high risk for early technique failure data, every home dialysis patient should be monitored for 6 months after initiation. After this period, it is unclear who should be monitored and for how long. If all patients are monitored indefinitely, there could be data overload for nursing staff and nursing burnout, which could paradoxically worsen patient outcomes. In the study by Subramanian et al, at least 1 patient was concerned about increased micromanaging occurring after patients feel self-sufficient in their therapy. Ultimately, it is safe to conclude that much more work is needed to determine which patients in the home dialysis population would benefit most from remote monitoring. While remote monitoring should play a role in addressing the goal set by the recent executive order for all these reasons, there is much refinement that is needed in implementation of remote monitoring to achieve the best results. Both by increasing the comfort of patients and their care partners when learning about home dialysis in education sessions and by reducing technique failure by facilitating real-time interventions, remote monitoring can play a critical role in increasing the number of incident and prevalent home dialysis patients. Programs will need to start by implementing remote monitoring and then improve the process through iterative learning based on patient, nursing, and physician feedback and review of outcomes data. Technology will be part of the process in improving home dialysis uptake but will not be sufficient alone. We must not lose sight of the basic infrastructure needs for the provision of home dialysis that must be addressed. These include increasing the number of surgeons trained to place and revise peritoneal dialysis catheters, increasing the number of hospitals able to care for complications of home dialysis therapy, increasing nursing home readiness for home dialysis, increasing dialysis solution production and developing and implementing technologies for online fluid production, and facilitating assisted home dialysis. There is a long road ahead to increase home dialysis use and remote monitoring will absolutely be a part of that process. Michael Whitlow, MD, and Eric Wallace, MD. None. Dr Wallace has received grants and honoraria from Baxter Healthcare Corp, and honoraria and consulting fees from Davita Inc. Dr Whitlow declares that he has no relevant financial interests. Received August 16, 2019, in response to an invitation from the journal. Direct editorial input by the Editor-in-Chief. Accepted in revised form August 23, 2019. Remote Management for Peritoneal Dialysis: A Qualitative Study of Patient, Care Partner, and Clinician Perceptions and Priorities in the United States and the United KingdomKidney MedicineVol. 1Issue 6PreviewPeritoneal dialysis (PD) is a home-based kidney replacement therapy used by a growing number of patients with kidney failure. This qualitative study explores the impact of remote management technologies on PD treatment priorities of patients, their care partners, and clinicians. Full-Text PDF Open Access

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.033
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.015
GPT teacher head0.274
Teacher spread0.259 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it