Gary Collins
@gscollins.bsky.social
2.7K followers 450 following 130 posts
Statistician • Professor • University of Birmingham • NIHR Senior Investigator • 🚴‍♂️ TRIPOD+AI: tinyurl.com/2dsb9e75 EQUATOR Network: tinyurl.com/5dw4rcy5 Google scholar: tinyurl.com/ysv3zwek #prediction #machinelearning #AI #openscience #metascience
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gscollins.bsky.social
Periodic reminder....😀

#Transparency is one of the six core principles underpinning the WHO guidance on #ethics and #governance of #ArtificialIntelligence for health

--> who.int/publications...

Important to adhere to the TRIPOD+AI reporting standards🙏
--> bmj.com/content/385/...

#trustworthyAI
gscollins.bsky.social
NEW PAPER "The STARD-AI reporting guideline for diagnostic accuracy studies using #artificialintelligence"

--> www.nature.com/articles/s41...

#machinelearning #MLsky #statssky #digitalhealth #transparency
Reposted by Gary Collins
jama.com
JAMA @jama.com · Aug 10
📌 The SPIRIT 2025 statement updates the guidelines for randomized trial protocols to enhance their completeness, transparency, and consistency, benefiting stakeholders involved in clinical research.

ja.ma/4fzMVZS
Figure.  SPIRIT 2025 Diagram of the Schedule of Enrollment, Interventions, and Assessments
gscollins.bsky.social
TRIPOD+AI and CHART target different studies.

TRIPOD+AI is for studies describing the development/evaluation of non-generative AI models for diagnosis/prognosis.

CHART is for studies evaluating generative AI driven chatbots that summarise clinical evidence and providing health advice.
gscollins.bsky.social
NEW PAPER: the CHART reporting guideline for studies evaluating generative AI models like #ChatGPT & other #LLMs for providing health advice

--> bmjmedicine.bmj.com/content/4/1/...

The explanation & elaboration paper

--> www.bmj.com/content/390/...

#genAI #chatbots #healthadvice #reporting
Reposted by Gary Collins
bmj.com
The BMJ @bmj.com · Jul 25
Many high street health tests are unfit for purpose and need greater regulation, warn researchers in two studies.

These studies highlight issues over accuracy and suitability for public use, they say
www.bmj.com/content/390/...
www.bmj.com/content/390/...
Self tests
Reposted by Gary Collins
timpmorris.bsky.social
Post just up: Is multiple imputation making up information?

tldr: no.

Includes a cheeky simulation study to demonstrate the point.
open.substack.com/pub/tpmorris...
Cover picture with blog title & subtitle, and results graph in the background
Reposted by Gary Collins
bmj.com
The BMJ @bmj.com · Jul 21
This article provides an overview of the current state of handling continuous variables in healthcare research.

It discusses the potential limitations of assuming a linear relationship between independent and dependent variables
www.bmj.com/content/390/...
Linear predictor plot for three modelling approaches to analyse continuous variables in a case study of cerebrospinal fluid glucose and acute bacterial meningitis
gscollins.bsky.social
NEW PAPER in @bmj.com "Dealing with continuous variables and modelling non-linear associations in healthcare data: practical guide"

--> www.bmj.com/content/390/...

#methodologymatters #StatsSky #EpiSky
Reposted by Gary Collins
richarddriley.bsky.social
**NEW OPEN-ACCESS PAPER**

“A decomposition of Fisher’s information to inform sample size for developing or updating fair and precise clinical prediction models for individual risk—part 1: binary outcomes"

- published in Diagnostic & Prognostic Research
- implemented in pmstabilityss

1/n
gscollins.bsky.social
NEW PAPER in @jclinepi.bsky.social looking at the content of open peer-review reports of RCTs in the field of oncology

www.jclinepi.com/article/S089...

Peer review reports [...] were short (median 276 words), superficial, and rarely constructive

#metascience #peerreview #RCTs
Reposted by Gary Collins
matloff.bsky.social
Very nice summary of the confusing and often ill-posed metrics.
gscollins.bsky.social
NEW PREPRINT "Critical Appraisal of Fairness Metrics in Clinical Predictive AI"

-> arxiv.org/abs/2506.17035

We identified 62 fairness metrics (and growing) - unsurprisingly it's all a bit of a mess...with most metrics not fit for purpose

#predictiveAI #fairness #machinelearning #StatsSky #MLSky
Reposted by Gary Collins
richarddriley.bsky.social
* New preprint led by Joao Matos & @gscollins.bsky.social

"Critical Appraisal of Fairness Metrics in Clinical Predictive AI"

- Important, rapidly growing area
- But confusion exists
- 62 fairness metrics identified so far
- Better standards & metrics needed for healthcare
arxiv.org/abs/2506.17035
gscollins.bsky.social
NEW PREPRINT "Critical Appraisal of Fairness Metrics in Clinical Predictive AI"

-> arxiv.org/abs/2506.17035

We identified 62 fairness metrics (and growing) - unsurprisingly it's all a bit of a mess...with most metrics not fit for purpose

#predictiveAI #fairness #machinelearning #StatsSky #MLSky
Reposted by Gary Collins
wcrifoundation.bsky.social
And the exciting announcement! The 9th WCRI is set to take place in Vancouver, Canada, in 2026! Look forward to seeing you all there!
Reposted by Gary Collins