Let's Talk Systems - What Do We Really Mean by a Systems Approach in AI-Enhanced Medical Education?

Surapaneni KM

DOI: 10.1007/s40670-026-02783-8
Published: 2026 Aug
Container: Medical science educator
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:10.1007/s40670-026-02783-8,
  title = {Let's Talk Systems - What Do We Really Mean by a Systems Approach in AI-Enhanced Medical Education?},
  author = {Surapaneni KM},
  year = {2026},
  journal = {Medical science educator},
  doi = {10.1007/s40670-026-02783-8},
  url = {https://doi.org/10.1007/s40670-026-02783-8}
}

RIS

TY  - JOUR
TI  - Let's Talk Systems - What Do We Really Mean by a Systems Approach in AI-Enhanced Medical Education?
AU  - Surapaneni KM
PY  - 2026
JO  - Medical science educator
DO  - 10.1007/s40670-026-02783-8
UR  - https://doi.org/10.1007/s40670-026-02783-8
ER  -

APA

KM, S. (2026). Let's Talk Systems - What Do We Really Mean by a Systems Approach in AI-Enhanced Medical Education?. Medical science educator. https://doi.org/10.1007/s40670-026-02783-8

Source records

pubmed · retrieved 2026-09-25T11:27:45.737Z
europe-pmc · retrieved 2026-09-25T11:27:45.749Z