How to Read Articles That Use Machine Learning
This Users’ Guide to the Medical Literature discusses the use of machine learning models as a diagnostic tool, and it explains the important steps needed for making these models and the outcomes they derive clinically effective.
Maarten van Smeden
237d ago
Interesting paper: a guide to reading machine learning articles in @JAMA_current: jamanetwork.com/journals/jama/…
ICYI, have a couple of thoughts to share about this paper
1/n pic.twitter.com/0eX0rw2ge7
25
For clinicians wanting to get into #AI, ML, these are the 3 recent papers I would recommend:
1.thelancet.com/journals/landi… @LancetDigitalH by @FaesLiv @pearsekeane
2. nature.com/articles/s4225… @NatMachIntell @james_y_zou @abidlabs
3.jamanetwork.com/journals/jama/… @JAMA_current @GoogleAI pic.twitter.com/AJknVhJXvQ
Clinicians should verify the validity & impact of machine learning methods just as they would any other diagnostic or prognostic tool ja.ma/2O9AM15 ja.ma/2Qcy5yA
Clinicians should verify the validity & impact of machine learning methods just as they would any other diagnostic or prognostic tool ja.ma/2O9AM15 ja.ma/2Qcy5yA
Very helpful article out today @JAMA_current for docs, researchers, (and journal reviewers!) alike...
"How to Read Articles That Use Machine Learning" -- ja.ma/3705ouN @google
cc: @boback @iamritu @bnallamo @denniskomd @MikeTPhD
How to Read Articles That Use #MachineLearning: Users’ Guides to the Medical Literature. #RADAI #AI @JAMA_current @Radiology_AI
Clinicians should verify the validity & impact of machine learning methods just as they would any other diagnostic or prognostic tool ja.ma/36ZxgOy in @JAMA_current
Medical research articles that use machine learning are not easy to read or interpret. This @JAMA_current Guide to the Medical Literature is a concise and informative article on how to read machine learning articles. jamanetwork.com/journals/jama/… pic.twitter.com/Pz8Y4IGXB2
Interesting piece @JAMA_current by authors @GoogleAI providing a user's manual for interpreting articles on #MachineLearning & #Healthcare―from study design, to validation, interpretation & considerations for clinical implementation jamanetwork.com/journals/jama/…
#AI pic.twitter.com/wNr5xBlthi
If one wants to have decent foundation for understanding #AI #ML #DNN in medicine and #pathology this is worth your time:
How to Read Articles That Use Machine Learning: Users’ Guides to the Medical Literature | Diabetic Retinopathy | JAMA | JAMA Network
How to read articles that use machine learning: Users’ Guides to the Medical Literature
How to Read Articles That Use #MachineLearning: Users’ Guides to the Medical Literature | Diabetic Retinopathy | JAMA | JAMA Network
How to Read Articles That Use Machine Learning buff.ly/370qf0U. Nice guide on how to build machine learning and deep learning models, #AI, #artificial_intelligence, #DeepLearning pic.twitter.com/fsN3KkPFFB
Correct link for how to jamanetwork.com/journals/jama/… (thanks @erikrtn)
The quote about logistic regression is from the commentary (the paper is more upbeat, mainly focused on medical image #AI study interpretation)
How to Read Articles That Use Machine Learning buff.ly/2PoZegy. Good work but missing some important information. How do you evaluate a model, is AUC the right way, i would argue it is not. We should look more closely to PRAUC, #AI, #artificialintelligence pic.twitter.com/e0zedR6aEO
How to Read Articles That Use Machine Learning: Users’ Guides to the Medical Literature
jamanetwork.com/journals/jama/… via @lhpeng et al
