Evidence map›Paper›PMID 37153221›Full record

ArticleFrontiers in physiology2023

Machine learning for screening of at-risk, mild and moderate COPD patients at risk of FEV

Jennifer M Wang, Wassim W Labaki, Susan Murray, Fernando J Martinez, Jeffrey L Curtis, Eric A Hoffman, Sundaresh Ram, Alexander J Bell, Craig J Galban, MeiLan K Han and 1 more

Registry-linked trialOpen access · goldAbstract read
In one paragraph

Article in Frontiers in physiology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT01969344 (Subpopulations and Intermediate Outcome Measures in COPD Study), which is not on this map. Cited by 9 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed, 1 pooled it
3.4field-weighted citation impact, top 7% 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.

NCT01969344 active not recruitingnot on this map

Subpopulations and Intermediate Outcome Measures in COPD Study

TypeobservationalSponsorUniversity of North Carolina, Chapel HillRan2010 to 2031Enrolled2,981ConditionsCOPD, Chronic Obstructive Pulmonary Disease, Chronic Bronchitis, Emphysema
3 · Its place in the literature

Who cites it

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

  1. Definitions of early COPD and predictors for disease progression: a systematic review.European respiratory review : an official journal of the European Respiratory Society · 2026
    Pooled it
  2. Article
  3. Artificial intelligence in respiratory medicine: From diagnosis to treatment and future directions.Chinese medical journal pulmonary and critical care medicine · 2026
    Review
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Integrating Artificial Intelligence in the Diagnosis of COPD Globally: A Way Forward.Chronic obstructive pulmonary diseases (Miami, Fla.) · 2024
    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

11 authors at 5 institutions in 1 country.

Jennifer M WangDivision of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, MI, United States.
Wassim W LabakiDivision of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, MI, United States.
Susan MurrayDepartment of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, MI, United States.
Fernando J MartinezWeill Cornell Medical College, New York, NY, United States.
Jeffrey L CurtisDivision of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, MI, United States.
Eric A HoffmanDepartment of Radiology, University of Iowa, Iowa City, IA, United States.
Sundaresh RamDepartment of Radiology, University of Michigan, Ann Arbor, MI, United States.
Alexander J BellDepartment of Radiology, University of Michigan, Ann Arbor, MI, United States.
Craig J GalbanDepartment of Radiology, University of Michigan, Ann Arbor, MI, United States.
MeiLan K HanDivision of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, MI, United States.
Charles HattDepartment of Radiology, University of Michigan, Ann Arbor, MI, United States.
University of Michigan–Ann Arbor · USCornell University · USImbio (United States) · USUniversity of Iowa · USVA Ann Arbor Healthcare System · US

Funding

Genetic Epidemiology of COPDU01HL089897 · NHLBI · NATIONAL JEWISH HEALTH · PI CRAPO, JAMES D · 2007 to 2021
$56.9M
Pulmonary Toxicology Facility CoreP30ES005605 · NIEHS · UNIVERSITY OF IOWA · PI Jong Sung Kim · 1990 to 2026
$40.5M
Vector Core-Core 2P30DK054759 · NIDDK · UNIVERSITY OF IOWA · PI Alejandro Antonio Pezzulo · 1998 to 2026
$30.5M
SPIROMICS II: Biological underpinnings of COPD heterogeneity and progressionU01HL137880 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI WOODRUFF, PRESCOTT G · 2017 to 2021
$27.9M
Genetic Epidemiology of COPDU01HL089856 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI SILVERMAN, EDWIN K · 2007 to 2021
$20.7M
PULMONARY CELLULAR AND MOLECULAR BIOLOGY TRAININGT32HL007749 · NHLBI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Robert Pickett Dickson · 1993 to 2026
$19.9M
SPIROMICS GIC SupportU24HL141762 · NHLBI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI COUPER, DAVID J, O'NEAL, WANDA K · 2018 to 2022
$7.2M
Prediction of COPD Progression by PRMR01HL150023 · NHLBI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI GALBAN, CRAIG J, HAN, MEILAN K · 2020 to 2023
$2.8M
An Early Imaging Marker of EmphysemaR01HL139690 · NHLBI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI GALBAN, CRAIG J · 2019 to 2022
$1.9M
NHLBI NIH HHS HHSN268200900013CNHLBI NIH HHS HHSN268200900014CNHLBI NIH HHS HHSN268200900015CNHLBI NIH HHS HHSN268200900016CNHLBI NIH HHS HHSN268200900017CNHLBI NIH HHS HHSN268200900018CNHLBI NIH HHS HHSN268200900019CNHLBI NIH HHS HHSN268200900020CNHLBI NIH HHS R01 HL139690NHLBI NIH HHS R01 HL150023NHLBI NIH HHS T32 HL007749NHLBI NIH HHS U01 HL089856NHLBI NIH HHS U01 HL089897NHLBI NIH HHS U01 HL137880NHLBI NIH HHS U24 HL141762NIDDK NIH HHS P30 DK054759NIEHS NIH HHS P30 ES005605
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

chronic obstructive pulmonary diseasecomputed tomographylung function declinemachine learningquantitative imaging

Identifiers

PMID37153221
PMCPMC10161244
OpenAlexW4366774637

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

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.