Predicting students’ academic progress and related attributes in first-year medical students: an analysis with artificial
"Background Dropout and poor academic performance are persistent problems in medical schools in emerging economies. Identifying at-risk students early and knowing the factors that contribute to their success would be useful for designing educational interventions. Educational Data Mining (EDM) methods...
Source: biomedcentral.com
Integrating basic sciences into clerkship rotation utilizing Kern’s six-step model of instructional design: lessons learned
Worked example of curriculum design using Kern's six-step approach. "Background It is generally agreed that basic and clinical sciences should be integrated throughout the undergraduate medical education, however, there is still need for continued formal integration of basic sciences into clinical...
Source: biomedcentral.com
A checklist for reporting, reading and evaluating Artificial Intelligence Technology Enhanced Learning (AITEL) research
"This paper proposes a checklist for reporting on AI systems, and covers the initial protocols and scoping, modelling and code, algorithm design, training data, testing and validation, usage, comparisons, real-world requirements, results and limitations, and ethical considerations. The aim is to have...
Source: tandfonline.com
What (else) happened? A key question for learning programmes.
Good paper from 2013 on the need to go beyond just asking 'did our programme work?' "It is clear that programme evaluations using traditional ‘outcomes-based’ models are inadequate for the health professions context. Consequently, the scholarship in health professions education has begun to incorporate...
Source: wiley.com
How the Post Office's Horizon system failed: a technical breakdown
"From bugs to unqualified staff, the Post Office's point-of-sale system was inadequate on many levels." The code was poor from the start and the small team of developers were not up to the job. However, the problems were apparent in 1999 before it was launched. Includes a discussion of the Dalmellington...
Source: theguardian.com
Elevated genetic risk for multiple sclerosis emerged in steppe pastoralist populations
"The last 10,000 years have seen some of the most extreme global changes in lifestyle, with the emergence of farming in some regions and pastoralism in others. While 5,000 years ago farmer ancestry predominated across Europe, a relatively diverged genetic ancestry arrived with the steppe migrations around...
Source: nature.com
Mozilla launches a new startup focused on 'trustworthy' AI | TechCrunch
Mozilla, the nonprofit behind software like Firefox, has launched a new startup, Mozilla.ai, focused on developing trustworthy AI systems.
Source: techcrunch.com
20 Years Later, the Y2K Bug Seems Like a Joke—Because Those Behind the Scenes Took It Seriously
Some of the fixes put in place in 1999 are still used today to keep the world’s computer systems running smoothly
Source: time.com
The Internet Is About to Get Weird Again
The internet seems ripe for change, and millions of people seem poised to connect in new ways, as they reconsider their relationship to technology.
Source: rollingstone.com
Why Are Alaska's Rivers Turning Orange?
Streams in Alaska are turning orange with iron and sulfuric acid. Scientists are trying to figure out why
Source: scientificamerican.com
Discovery of a structural class of antibiotics with explainable deep learning.
One of the challenges with deep learning (neural networks) is that although they find patterns the reasoning disappears into an endless detail of numbers. In this paper the researchers built an 'explainable' AI to discover antibiotics instead of such a 'black box'. "The discovery of novel structural...
Source: nature.com
NFTs died a slow, painful death in 2023 as most are now worthless
A reminder that early adoption of technology is not without risk. "Non-fungible tokens promised to revolutionise the concept of ownership using the blockchain technology behind bitcoin, but the market seems to have all but collapsed."
Source: newscientist.com
Innovating Pedagogy 2023
Looking for something innovative to try in 2024? MedEd professionals would benefit by looking through these ideas first. Open University's, Institute of Educational Technology's latest innovating pedagogy report from August 2023. This is the 11th annual report on emerging technologies in education...
Source: open.ac.uk
(We are not) using eHealth Data to Inform CPD for Medical Practitioners
"There is no formal or well-established correlation between individual performance data obtained through eHealth data analysis and CPD planning and programming for medical practitioners; in particular, the literature shows no consistency in type of eHealth data to analyze, software and tools to use,...
Source: nih.gov
Development of a statistical analysis software for determining effectiveness of a comprehensive fall risk management protocol
"This quality improvement project resulted in the development of a computer application that allows clinicians and medical professionals to conduct data analysis in an in-clinic setting without the help of external statistical teams, and with minimal prior training in coding or mathematics."
Source: bmj.com
Coding excursions
Anonymity with encryption At Outcomes Engine we are working on techniques to gather data from learners, analyse the data, and share the data whilst maintaining anonymity. I was involved in some work in my previous company (pharmaceutical) with the security of personal data - in our case it was data...
The Biggest Discoveries in Computer Science in 2023
"Artificial intelligence learned how to generate text and art better than ever before, while computer scientists developed algorithms that solved long-standing problems." Links to further papers and discussion on topics including: Tackling "P versus NP" Emergent behaviours in large language models...
Source: quantamagazine.org
Opinion: OpenAI's drama marks a new and scary era in artificial intelligence
Daron Acemoglu and Simon Johnson, professors at MIT, lend their insight to the recent drama at OpenAI. "Sam Altman’s dismissal and rapid reinstatement as CEO of OpenAI, the creator of ChatGPT, confirms that the future of AI is firmly in the hands of people focused on speed and profits, at the expense...
Source: latimes.com
Development and validation of Simulation Scenario Quality Instrument (SSQI)
A validated scale for measuring quality of simulation scenarios in medical education. "Background Due to the unmet need for valid instruments that evaluate critical components of simulation scenarios, this research aimed to develop and validate an instrument that measures the quality of healthcare...
Source: biomedcentral.com
Artificial intelligence for healthcare and medical education: a systematic review
"After searching and reading a large amount of literature, we were surprised to find that most of the literature related to “AI+medical/medical education” was of low quality... This suggests us to conduct new research or improve the quality of research related to AI and medical/medical education....
Source: nih.gov
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