Evidence map›Paper›PMID 34032130›Full record

Observational studyJournal of managed care & specialty pharmacy2021

Economic and utilization outcomes of medication management at a large Medicaid plan with disease management pharmacists using a novel artificial intelligence platform from 2018 to 2019: a retrospective observational study using regression methods.

Shawn Kessler, Manisha Desai, Will McConnell, Edward M Jai, Patrick Mebine, Jenny Nguyen, Celesti Kiroyan, Dennis Ho, Erick Von Schweber, Linda Von Schweber

Open access · greenAbstract readObservational Study
In one paragraph

Observational study in Journal of managed care & specialty pharmacy, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
13citing papers in PubMed, 1 pooled it
1.9field-weighted citation impact, top 15% of its field
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

13 citing papers in PubMed, 1 synthesis or guideline pooled it, 22 citations in OpenAlex.

  1. Pooled it
  2. Review
  3. Review
  4. A primer on clinical programs in managed care pharmacy.Journal of managed care & specialty pharmacy · 2026
    Review
  5. Article
  6. Article
  7. Article
  8. Article
  9. Artificial intelligence to assist decision-making on pharmacotherapy: A feasibility study.Exploratory research in clinical and social pharmacy · 2024
    Article
  10. Article
  11. Artificial intelligence in the field of pharmacy practice: A literature review.Exploratory research in clinical and social pharmacy · 2023
    Review
  12. Article
  13. 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 at 1 institution in 1 country.

Shawn KesslerSurveyor Health, Foster City, CA.
Manisha DesaiStanford University, Stanford, CA.
Will McConnellInland Empire Health Plan, San Bernardino, CA.
Edward M JaiInland Empire Health Plan, San Bernardino, CA.
Patrick MebineSurveyor Health, Foster City, CA.
Jenny NguyenPreveon Health, San Bernardino, CA.
Celesti KiroyanPreveon Health, San Bernardino, CA.
Dennis HoPreveon Health, San Bernardino, CA.
Erick Von SchweberSurveyor Health, Foster City, CA.
Linda Von SchweberSurveyor Health, Foster City, CA.
Stanford University · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Artificial IntelligenceMedicaidPharmaceutical ServicesAdolescentAdultAgedAged, 80 and overChildChild, PreschoolFemaleHumansInfantMaleMedication Therapy ManagementMiddle AgedRegression Analysis

Identifiers

PMID34032130
PMCPMC10394210
OpenAlexW3165066743

What OpenQuestion holds

Textmetadata
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.