Evidence map›Paper›PMID 36511808›Full record

Observational studyRadiology2023

Artificial Intelligence-based CT Assessment of Bronchiectasis: The COPDGene Study.

Alejandro A Díaz, Pietro Nardelli, Wei Wang, Rubén San José Estépar, Andrew Yen, Seth Kligerman, Diego J Maselli, Wojciech R Dolliver, Andrew Tsao, José L Orejas and 7 more

Open access · greenAbstract readMulticenter StudyObservational Study
In one paragraph

Observational study in Radiology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.

0numbers the graph read from it
0cells of the map it votes in
23citing papers in PubMed
5.2field-weighted citation impact, top 3% 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

23 citing papers in PubMed, 36 citations in OpenAlex.

  1. Review
  2. Article
  3. Article
  4. Article
  5. Article
  6. Review
  7. Article
  8. Review
  9. Article
  10. Article
  11. Article
  12. Review
  13. Article
  14. Article
  15. Mortality Risk in Bronchiectasis.Archivos de bronconeumologia · 2024
    Article
  16. Article
  17. Review
  18. Article
  19. Article
  20. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

17 authors at 1 institution in 1 country.

Alejandro A DíazFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0001-5037-2919
Pietro NardelliFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0003-4280-558X
Wei WangFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0001-7333-3701
Rubén San José EstéparFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0002-7095-2432
Andrew YenFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0003-3456-0375
Seth KligermanFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).
Diego J MaselliFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0001-8010-0260
Wojciech R DolliverFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0001-5274-4683
Andrew TsaoFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0002-0357-8153
José L OrejasFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0001-7279-9024
Stefano AlibertiFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0002-0090-4531
Timothy R AksamitFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0002-5243-5394
Kendra A YoungFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0002-8664-7635
Gregory L KinneyFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0002-5218-4986
George R WashkoFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).
Edwin K SilvermanFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0002-3641-3822
Raúl San José EstéparFrom the Division of Pulmonary and Critical Care Medicine (A.A.D., W.R.D., A.T., J.L.O., G.R.W.), Department of Radiology (P.N., Rubén San José Estépar, Raúl San José Estépar), Division of Sleep Medicine and Circadian Disorders (W.W.), and Channing Division of Network Medicine (E.K.S.), Brigham and Women's Hospital, Harvard Medical School, 15 Francis St, Boston, MA 02115; Department of Radiology, University of California-San Diego, San Diego, Calif (A.Y., S.K.); Division of Pulmonary Diseases and Critical Care, University of Texas-San Antonio, San Antonio, Tex (D.J.M.); Department of Biomedical Sciences, Humanitas University, Milan, Italy (S.A.); Respiratory Unit, IRCCS Humanitas Research Hospital, Milan, Italy (S.A.); Department of Pulmonary Disease and Critical Care Medicine, Mayo Clinic, Rochester, Minn (T.R.A.); and Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, Colo (K.A.Y., G.L.K.).ORCID 0000-0002-3677-1996
Brigham and Women's Hospital · US

Funding

Genetic Epidemiology of COPDU01HL089897 · NHLBI · NATIONAL JEWISH HEALTH · PI CRAPO, JAMES D · 2007 to 2021
$56.9M
Genetic Epidemiology of COPDU01HL089856 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI SILVERMAN, EDWIN K · 2007 to 2021
$20.7M
The clinical impact of pulmonary vascular remodeling in smokersR01HL116473 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI SAN JOSE ESTEPAR, RAUL, WASHKO, GEORGE R · 2013 to 2021
$5.0M
Clinical Implications, Genomics, and Transcriptions of Mucus Plugging in SmokersR01HL149861 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI CHO, MICHAEL H., DIAZ, ALEJANDRO · 2020 to 2023
$3.2M
Clinical Implications of Bronchiectasis in SmokersR01HL133137 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI DIAZ, ALEJANDRO · 2017 to 2021
$2.9M
Prognostic Markers of Emphysema ProgressionR01HL149877 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI SAN JOSE ESTEPAR, RAUL · 2020 to 2023
$2.8M
Understanding airway mucus dysfunction in population-based studiesR01HL164824 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI DIAZ, ALEJANDRO · 2022 to 2025
$2.7M
CT and CXR Phenotyping Platform for Assessing COVID-19 Susceptibility and SeverityR21LM013670 · NLM · BRIGHAM AND WOMEN'S HOSPITAL · PI SAN JOSE ESTEPAR, RAUL · 2021 to 2022
$428k
NHLBI NIH HHS R01 HL116473NHLBI NIH HHS R01 HL133137NHLBI NIH HHS R01 HL149861NHLBI NIH HHS R01 HL149877NHLBI NIH HHS R01 HL164824NHLBI NIH HHS U01 HL089856NHLBI NIH HHS U01 HL089897NLM NIH HHS R21 LM013670
6 · The paper itself

Abstract

Background CT is the standard method used to assess bronchiectasis. A higher airway-to-artery diameter ratio (AAR) is typically used to identify enlarged bronchi and bronchiectasis; however, current imaging methods are limited in assessing the extent of this metric in CT scans. Purpose To determine the extent of AARs using an artificial intelligence-based chest CT and assess the association of AARs with exacerbations over time. Materials and Methods In a secondary analysis of ever-smokers from the prospective, observational, multicenter COPDGene study, AARs were quantified using an artificial intelligence tool. The percentage of airways with AAR greater than 1 (a measure of airway dilatation) in each participant on chest CT scans was determined. Pulmonary exacerbations were prospectively determined through biannual follow-up (from July 2009 to September 2021). Multivariable zero-inflated regression models were used to assess the association between the percentage of airways with AAR greater than 1 and the total number of pulmonary exacerbations over follow-up. Covariates included demographics, lung function, and conventional CT parameters. Results Among 4192 participants (median age, 59 years; IQR, 52-67 years; 1878 men [45%]), 1834 had chronic obstructive pulmonary disease (COPD). During a 10-year follow-up and in adjusted models, the percentage of airways with AARs greater than 1 (quartile 4 vs 1) was associated with a higher total number of exacerbations (risk ratio [RR], 1.08; 95% CI: 1.02, 1.15;

Indexed as

Artificial IntelligenceBronchiectasisPulmonary Disease, Chronic ObstructiveTomography, Emission-ComputedAgedBronchiCohort StudiesFemaleFollow-Up StudiesHumansMaleMiddle AgedRegression AnalysisSmokers

Identifiers

PMID36511808
PMCPMC10068886
OpenAlexW4311243820

What OpenQuestion holds

Textmetadata
LicenceTDM
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.