Personalized content generation in family education based on deep learning.

Zhao F, Lin Y, Li Y, Meng X, Yang H

DOI: 10.1038/s41598-026-61833-8
Published: 2026 Jul 21
Container: Scientific reports
Publisher: Not recorded
Open access: no

Credibility signals

limited evidence Score 43/100 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
not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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:10.1038/s41598-026-61833-8,
  title = {Personalized content generation in family education based on deep learning.},
  author = {Zhao F and Lin Y and Li Y and Meng X and Yang H},
  year = {2026},
  journal = {Scientific reports},
  doi = {10.1038/s41598-026-61833-8},
  url = {https://doi.org/10.1038/s41598-026-61833-8}
}

RIS

TY  - JOUR
TI  - Personalized content generation in family education based on deep learning.
AU  - Zhao F
AU  - Lin Y
AU  - Li Y
AU  - Meng X
AU  - Yang H
PY  - 2026
JO  - Scientific reports
DO  - 10.1038/s41598-026-61833-8
UR  - https://doi.org/10.1038/s41598-026-61833-8
ER  -

APA

F, Z., Y, L., Y, L., X, M., & H, Y. (2026). Personalized content generation in family education based on deep learning.. Scientific reports. https://doi.org/10.1038/s41598-026-61833-8

Source records

pubmed · retrieved 2026-09-26T10:10:03.069Z
europe-pmc · retrieved 2026-09-26T10:10:03.077Z