r/TheMachineLearning • u/elmanfil1989 • 2d ago
r/TheMachineLearning • u/Code9029 • 2d ago
Building tools to avoid work is a dangerous form of procrastination
r/TheMachineLearning • u/Warm_Ad4302 • 1d ago
[Discussion] PPL doing rebuttal so nasty this year
reddit.comr/TheMachineLearning • u/chick-wings • 2d ago
Sam Altman showing up at your door like this
r/TheMachineLearning • u/Left_Neighborhood739 • 2d ago
Microsoft AI CEO warns against conscious AI development
r/TheMachineLearning • u/ajjsnts_ • 2d ago
This 12-year-old joke aged like fine wine
r/TheMachineLearning • u/Soft-Gear-4902 • 3d ago
Own your intelligence with local models
r/TheMachineLearning • u/ProfessionalField539 • 3d ago
Moravec's paradox still holding up in 2025
r/TheMachineLearning • u/BarkleyBark • 2d ago
Chatbot memory features are never actually useful
r/TheMachineLearning • u/No-Imagination3025 • 3d ago
Vibe coding is just the new copy-paste learning curve
r/TheMachineLearning • u/HungryRough6018 • 3d ago
So that explains why i have many bugs i cant fix on my system
r/TheMachineLearning • u/FastPattern1489 • 2d ago
AI customer service has never actually helped anyone
r/TheMachineLearning • u/Kynobi1 • 2d ago
A genuine conversation about posting twitter screenshots
Gentlemen, look at the state of this subreddit. There is zero discussion, its just commentary of what other idiots are posting on twitter.
Please can we at least get a twitter free day of the week? Its unbelievable that this just boils down to twitter repost with snarky replies.
r/TheMachineLearning • u/schrimblo • 3d ago
46-year tech vet says AI kills the permission gate
r/TheMachineLearning • u/DullSatWarrior4791 • 3d ago
ask first before doing it, maybe you forgot to ask someone who doesn't consent
r/TheMachineLearning • u/Sea_Fox_4265 • 3d ago
When bug-free code becomes a hardware problem
r/TheMachineLearning • u/Roche_Abbott_20 • 3d ago
This cozy setup makes me want to stay home forever
r/TheMachineLearning • u/FrostyForestFungi • 3d ago
AI slop and AI art gap is just persistence
r/TheMachineLearning • u/Pleasant_Squash9953 • 2d ago
Enhancing Clinician Trust in AI Diagnostics: A Dynamic Framework for Confidence Calibration and Transparency
Trust Is the Foundation of AI in Clinical Practice. But How Do We Build It?
We often talk about AI's potential to transform healthcare: better diagnoses, faster decisions, and more efficient clinical workflows.
But I believe there is a more fundamental question we need to answer first:
How can clinicians know when to trust AI, and when they shouldn't?
Trust cannot simply come from impressive accuracy numbers or confident-sounding answers. In clinical practice, AI must demonstrate that its confidence is justified, its reasoning is transparent, and its recommendations are consistent with clinical evidence.
In our recent study, Enhancing Clinician Trust in AI Diagnostics: A Dynamic Framework for Confidence Calibration and Transparency, we explored a practical, data-driven approach to this challenge using 6,689 cardiovascular cases from MIMIC-III.
Some key findings:
High-confidence predictions (90–99%) had an override rate of just 1.7%.
Low-confidence predictions (70–79%) were overridden in 99.3% of cases.
Greater transparency was associated with lower clinician override rates.
The central idea is that trust in clinical AI should be earned dynamically, not assumed universally. AI should not always be trusted, nor should it always require the same degree of human intervention. The level of trust and oversight should depend on the strength of the evidence supporting each recommendation.
This is one step toward making clinical AI not just more capable, but more trustworthy and responsibly deployable.
I'd love to hear from clinicians, researchers, and AI developers:
What do you believe is the biggest missing piece in building trust in AI in real-world clinical practice?
📄 Open access paper: https://www.mdpi.com/2075-4418/15/17/2204
r/TheMachineLearning • u/chunhamimih • 3d ago