Evidence map›Paper›PMID 40227450›Full record

ReviewThe American journal of managed care2025

The role of advanced technologies in improving diabetes outcomes.

David G Marrero, Christopher G Parkin, Grazia Aleppo, Irl B Hirsch, Janet McGill, Rodolfo J Galindo, Davida F Kruger, Carol J Levy, Anders L Carlson, Guillermo E Umpierrez

Abstract readReview
In one paragraph

Review in The American journal of managed care, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. Review
  2. Review
  3. Article
  4. Review
  5. Article
  6. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

David G Marrero
Christopher G ParkinCGParkin Communications, Inc, 2675 Windmill Pkwy, Ste 2721, Henderson, NV 89074. Email: chris@cgparkin.org.
Grazia Aleppo
Irl B Hirsch
Janet McGill
Rodolfo J Galindo
Davida F Kruger
Carol J Levy
Anders L Carlson
Guillermo E Umpierrez

Funding

Translational Research Core - Engagement and Behavior ChangeP30DK111024 · NIDDK · EMORY UNIVERSITY · PI Mohammed Kumail Ali · 2016 to 2026
$13.4M
NIDDK NIH HHS P30 DK111024
6 · The paper itself

Abstract

objectivesTo discuss the current state of diabetes care in America, the value and utility of innovative diabetes technologies, barriers to access to quality diabetes care and technologies, and how a value-based model of diabetes care can improve outcomes and reduce costs. STUDY

designNarrative review of the current state of diabetes care in America and use of diabetes technologies such as continuous glucose monitoring (CGM) and automated insulin delivery (AID) systems.

methodsAn internet search of relevant studies and government reports was conducted.

resultsNumerous studies have shown that use of CGM and AID improves glycemia, diabetes-related events, and health care resource utilization and lowers overall health care costs. Despite these demonstrated benefits, the majority of individuals with diabetes are not achieving their glycemic goals. Although many of these individuals have limited access to these technologies due to restrictive coverage eligibility criteria, significant disparities exist in technology use within racial/ethnic minority populations and communities of lower socioeconomic status. Transitioning to a value-based approach to diabetes care supports the Quintuple Aim framework.

conclusionsShifting our current health care delivery paradigm from the traditional volume-based, fee-for-service model to a value-based model that takes a proactive approach could improve patient outcomes and overall quality of life while helping to reduce the long-term costs of diabetes care.

Indexed as

Diabetes MellitusBlood Glucose Self-MonitoringHumansInsulinInsulin Infusion SystemsUnited StatesInsulin

Identifiers

PMID40227450
PMCPMC12232999

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.