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Comparing ChatGPT-5 and other GenAI tools in doctoral confirmation: variability, persona effects, and alignment with human feedback

Overview of attention for article published in Assessment & Evaluation in Higher Education, February 2026
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  • Good Attention Score compared to outputs of the same age (68th percentile)
  • Average Attention Score compared to outputs of the same age and source

Mentioned by

twitter
1 X user
bluesky
2 Bluesky users

Readers on

mendeley
10 Mendeley
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Article details
Title
Comparing ChatGPT-5 and other GenAI tools in doctoral confirmation: variability, persona effects, and alignment with human feedback
Published in
Assessment & Evaluation in Higher Education, February 2026
DOI 10.1080/02602938.2026.2619902
Authors

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Timeline Attention over time Attention Score history
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Activity
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X Demographics

X Demographics

The data shown below were collected from the profile of 1 X user who shared this research output. Click here to find out more about how the information was compiled.
Mendeley demographics

Mendeley demographics

The data shown below were compiled from readership statistics for 10 Mendeley readers of this research output. Click here to see the associated Mendeley record.
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Geographical breakdown

Geographical breakdown
Country Count As %
Unknown 10 100%

Demographic breakdown

Readers by professional status
Readers by professional status Count As %
Professor 3 30%
Student > Ph. D. Student 1 10%
Lecturer 1 10%
Unknown 5 50%
Readers by discipline
Readers by discipline Count As %
Business, Management and Accounting 2 20%
Environmental Science 1 10%
Biochemistry, Genetics and Molecular Biology 1 10%
Economics, Econometrics and Finance 1 10%
Unknown 5 50%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 3. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 10 February 2026.
All research outputs
#21,307,885
of 34,394,092 outputs
Outputs from Assessment & Evaluation in Higher Education
#727
of 1,051 outputs
Outputs of similar age
#115,029
of 376,354 outputs
Outputs of similar age from Assessment & Evaluation in Higher Education
#7
of 10 outputs
Altmetric has tracked 34,394,092 research outputs across all sources so far. This one is in the 37th percentile – i.e., 37% of other outputs scored the same or lower than it.
So far Altmetric has tracked 1,051 research outputs from this source. They typically receive a lot more attention than average, with a mean Attention Score of 13.1. This one is in the 30th percentile – i.e., 30% of its peers scored the same or lower than it.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 376,354 tracked outputs that were published within six weeks on either side of this one in any source. This one has gotten more attention than average, scoring higher than 68% of its contemporaries.
We're also able to compare this research output to 10 others from the same source and published within six weeks on either side of this one. This one has scored higher than 3 of them.