Evidence map›Paper›PMID 40724626›Full record

ArticleLife (Basel, Switzerland)2025

Internal Validation of a Machine Learning-Based CDSS for Antimicrobial Stewardship.

Ari Frenkel, Alicia Rendon, Carlos Chavez-Lencinas, Juan Carlos Gomez De la Torre, Jen MacDermott, Collen Gross, Stephanie Allman, Sheri Lundblad, Ivanna Zavala, Dave Gross and 3 more

Abstract read
In one paragraph

Article in Life (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed, 1 pooled it
–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 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
  4. Article
  5. Observational
  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

13 authors.

Ari FrenkelArkstone Medical Solutions, Boca Raton, FL 33428, USA.ORCID 0009-0002-3194-8614
Alicia RendonArkstone Medical Solutions, Boca Raton, FL 33428, USA.
Carlos Chavez-LencinasHospital Nacional Edgardo Rebagliati Martins, Lima 15073, Peru.ORCID 0000-0002-9584-039X
Juan Carlos Gomez De la TorreArkstone Medical Solutions, Boca Raton, FL 33428, USA.
Jen MacDermottArkstone Medical Solutions, Boca Raton, FL 33428, USA.
Collen GrossArkstone Medical Solutions, Boca Raton, FL 33428, USA.
Stephanie AllmanArkstone Medical Solutions, Boca Raton, FL 33428, USA.
Sheri LundbladArkstone Medical Solutions, Boca Raton, FL 33428, USA.
Ivanna ZavalaArkstone Medical Solutions, Boca Raton, FL 33428, USA.
Dave GrossArkstone Medical Solutions, Boca Raton, FL 33428, USA.
Jessica SiegelArkstone Medical Solutions, Boca Raton, FL 33428, USA.
Soojung ChoiArkstone Medical Solutions, Boca Raton, FL 33428, USA.
Miguel Hueda-ZavaletaArkstone Medical Solutions, Boca Raton, FL 33428, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

antibiotic resistanceantimicrobial stewardshipclinical decision supportmachine learning

Identifiers

PMID40724626
PMCPMC12298242

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.