Evidence map›Paper›PMID 36120815›Full record

ArticleInfection control and hospital epidemiology2023

Prospective evaluation of data-driven models to predict daily risk of

Meghana Kamineni, Erkin Ötleş, Jeeheh Oh, Krishna Rao, Vincent B Young, Benjamin Y Li, Lauren R West, David C Hooper, Erica S Shenoy, John G Guttag and 2 more

Abstract read
In one paragraph

Article in Infection control and hospital epidemiology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Summertime for Cardiovascular AI.Circulation. Cardiovascular quality and outcomes · 2024
    Article
  3. Infection control and hospital epidemiology · 2023
    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

12 authors.

Meghana KamineniElectrical Engineering and Computer Science Department, Massachusetts Institute of Technology, Cambridge, Massachusetts.ORCID 0000-0002-6698-5151
Erkin ÖtleşMedical Scientist Training Program, University of Michigan Medical School, Ann Arbor, Michigan.ORCID 0000-0003-3169-6832
Jeeheh OhDivision of Computer Science and Engineering, University of Michigan College of Engineering, Ann Arbor, Michigan.
Krishna RaoDepartment of Internal Medicine, Division of Infectious Diseases, University of Michigan Medical School, Ann Arbor, Michigan.
Vincent B YoungDepartment of Internal Medicine, Division of Infectious Diseases, University of Michigan Medical School, Ann Arbor, Michigan.ORCID 0000-0003-3687-2364
Benjamin Y LiMedical Scientist Training Program, University of Michigan Medical School, Ann Arbor, Michigan.
Lauren R WestInfection Control Unit, Massachusetts General Hospital, Boston, Massachusetts.
David C HooperInfection Control Unit, Massachusetts General Hospital, Boston, Massachusetts.
Erica S ShenoyInfection Control Unit, Massachusetts General Hospital, Boston, Massachusetts.ORCID 0000-0001-8086-1123
John G GuttagElectrical Engineering and Computer Science Department, Massachusetts Institute of Technology, Cambridge, Massachusetts.
Jenna WiensDivision of Computer Science and Engineering, University of Michigan College of Engineering, Ann Arbor, Michigan.
Maggie MakarElectrical Engineering and Computer Science Department, Massachusetts Institute of Technology, Cambridge, Massachusetts.ORCID 0000-0002-1224-4657

Funding

MICHIGAN MEDICAL SCIENTIST TRAINING PROGRAMT32GM007863 · NIGMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI COLLINS, KATHLEEN L. · 1985 to 2024
$38.3M
Systems biology of Clostridium difficile infectionU01AI124255 · NIAID · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI SCHLOSS, PATRICK DAVID, YOUNG, VINCENT B · 2016 to 2020
$9.8M
Data-Driven Interventions for Reducing C. difficile IncidenceR01HS027431 · AHRQ · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI RAO, KRISHNA, WIENS, JENNA · 2020 to 2024
$2.4M
AHRQ HHS R01 HS027431NIAID NIH HHS U01 AI124255NIGMS NIH HHS T32 GM007863
6 · The paper itself

Abstract

Many data-driven patient risk stratification models have not been evaluated prospectively. We performed and compared the prospective and retrospective evaluations of 2

Indexed as

Clostridium InfectionsHumansRetrospective Studies

Identifiers

PMID36120815
PMCPMC10024639

What OpenQuestion holds

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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.