Best practices in the real-world data life cycle.

Zhang J, Symons J, Agapow P, Teo JT, Paxton CA, Abdi J, Mattie H, Davie C, Torres AZ, Folarin A, Sood H, Celi LA, Halamka J, Eapen S, Budhdeo S

Open source

DOI: 10.1371/journal.pdig.0000003
Published: 2022 Jan
Container: PLOS digital health
Publisher: Not recorded
Open access: yes

Credibility signals

limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1371/journal.pdig.0000003,
  title = {Best practices in the real-world data life cycle.},
  author = {Zhang J and Symons J and Agapow P and Teo JT and Paxton CA and Abdi J and Mattie H and Davie C and Torres AZ and Folarin A and Sood H and Celi LA and Halamka J and Eapen S and Budhdeo S},
  year = {2022},
  journal = {PLOS digital health},
  doi = {10.1371/journal.pdig.0000003},
  url = {https://doi.org/10.1371/journal.pdig.0000003}
}

RIS

TY  - JOUR
TI  - Best practices in the real-world data life cycle.
AU  - Zhang J
AU  - Symons J
AU  - Agapow P
AU  - Teo JT
AU  - Paxton CA
AU  - Abdi J
AU  - Mattie H
AU  - Davie C
AU  - Torres AZ
AU  - Folarin A
AU  - Sood H
AU  - Celi LA
AU  - Halamka J
AU  - Eapen S
AU  - Budhdeo S
PY  - 2022
JO  - PLOS digital health
DO  - 10.1371/journal.pdig.0000003
UR  - https://doi.org/10.1371/journal.pdig.0000003
ER  -

APA

J, Z., J, S., P, A., JT, T., CA, P., J, A., H, M., C, D., AZ, T., A, F., H, S., LA, C., J, H., S, E., & S, B. (2022). Best practices in the real-world data life cycle.. PLOS digital health. https://doi.org/10.1371/journal.pdig.0000003

Source records

pubmed · retrieved 2026-09-27T09:45:36.690Z