Evidence map›Paper›PMID 34314195›Full record

ArticleAmerican journal of public health2021

Machine Learning Can Unlock Insights Into Mortality.

Jessica C Young, Cory Pack, Teresa B Gibson, Frank Yoon, Debra E Irwin, Shalu Shiv, Toska Cooper, Nabarun Dasgupta

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in American journal of public health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. 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

8 authors.

Jessica C YoungJessica C. Young is with the Cecil. G. Sheps Center for Health Services Research, University of North Carolina, Chapel Hill. Cory Pack, Teresa B. Gibson, Frank Yoon, Debra E. Irwin, and Shalu Shiv are with IBM Watson Health, Bethesda, MD. Toska Cooper and Nabarun Dasgupta are with the Injury Prevention Research Center, University of North Carolina, Chapel Hill.
Cory PackJessica C. Young is with the Cecil. G. Sheps Center for Health Services Research, University of North Carolina, Chapel Hill. Cory Pack, Teresa B. Gibson, Frank Yoon, Debra E. Irwin, and Shalu Shiv are with IBM Watson Health, Bethesda, MD. Toska Cooper and Nabarun Dasgupta are with the Injury Prevention Research Center, University of North Carolina, Chapel Hill.
Teresa B GibsonJessica C. Young is with the Cecil. G. Sheps Center for Health Services Research, University of North Carolina, Chapel Hill. Cory Pack, Teresa B. Gibson, Frank Yoon, Debra E. Irwin, and Shalu Shiv are with IBM Watson Health, Bethesda, MD. Toska Cooper and Nabarun Dasgupta are with the Injury Prevention Research Center, University of North Carolina, Chapel Hill.
Frank YoonJessica C. Young is with the Cecil. G. Sheps Center for Health Services Research, University of North Carolina, Chapel Hill. Cory Pack, Teresa B. Gibson, Frank Yoon, Debra E. Irwin, and Shalu Shiv are with IBM Watson Health, Bethesda, MD. Toska Cooper and Nabarun Dasgupta are with the Injury Prevention Research Center, University of North Carolina, Chapel Hill.
Debra E IrwinJessica C. Young is with the Cecil. G. Sheps Center for Health Services Research, University of North Carolina, Chapel Hill. Cory Pack, Teresa B. Gibson, Frank Yoon, Debra E. Irwin, and Shalu Shiv are with IBM Watson Health, Bethesda, MD. Toska Cooper and Nabarun Dasgupta are with the Injury Prevention Research Center, University of North Carolina, Chapel Hill.
Shalu ShivJessica C. Young is with the Cecil. G. Sheps Center for Health Services Research, University of North Carolina, Chapel Hill. Cory Pack, Teresa B. Gibson, Frank Yoon, Debra E. Irwin, and Shalu Shiv are with IBM Watson Health, Bethesda, MD. Toska Cooper and Nabarun Dasgupta are with the Injury Prevention Research Center, University of North Carolina, Chapel Hill.
Toska CooperJessica C. Young is with the Cecil. G. Sheps Center for Health Services Research, University of North Carolina, Chapel Hill. Cory Pack, Teresa B. Gibson, Frank Yoon, Debra E. Irwin, and Shalu Shiv are with IBM Watson Health, Bethesda, MD. Toska Cooper and Nabarun Dasgupta are with the Injury Prevention Research Center, University of North Carolina, Chapel Hill.
Nabarun DasguptaJessica C. Young is with the Cecil. G. Sheps Center for Health Services Research, University of North Carolina, Chapel Hill. Cory Pack, Teresa B. Gibson, Frank Yoon, Debra E. Irwin, and Shalu Shiv are with IBM Watson Health, Bethesda, MD. Toska Cooper and Nabarun Dasgupta are with the Injury Prevention Research Center, University of North Carolina, Chapel Hill.

Funding

Re-Entry Supplement: Investigation of Oral Microbial Enzymes for the Detection and Treatment of Periodontal DiseaseUL1TR002489 · NCATS · UNIV OF NORTH CAROLINA CHAPEL HILL · PI BUSE, JOHN BERNARD, SHAHEEN, NICHOLAS J · 2018 to 2022
$48.6M
Kentucky Center for Clinical and Translational ScienceUL1TR001998 · NCATS · UNIVERSITY OF KENTUCKY · PI HARTMANN, KATHERINE E, KERN, PHILIP A · 2016 to 2025
$34.2M
UNC-CH TRAINING PROGRAM IN HEALTH SERVICES RESEARCHT32HS000032 · AHRQ · UNIV OF NORTH CAROLINA CHAPEL HILL · PI HOLMES, GEORGE M · 1989 to 2024
$8.2M
AHRQ HHS T32 HS000032NCATS NIH HHS UL1 TR001998NCATS NIH HHS UL1 TR002489
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Decision Making, Computer-AssistedMachine LearningMortalityAlgorithmsHumansInsurance Claim ReviewMedical RecordsPublic Health SurveillanceUnited States

Identifiers

PMID34314195
PMCPMC8495631

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.