Medical Education predictions for 2025
Some predictions for educational technology in healthcare in 2025. Mixed Reality (MR) The hardware for mixed / augmented / virtual reality is becoming more accessible and with it the opportunity for applications. There are many examples of educational technology businesses in this space - Osso...
The risks of automation of education
Unintended consequences such controlling the norms of behaviour and framing knowledge can be brought with automation ... and the problem is not a new one. "Although intended as an act of freedom, the self-instruction provided by an Automatic Teacher also habituated learners to the authoritative norms...
Markov blankets: can they help explain learning from a systems perspective?
Every now and then you find something, described a long time ago (in this case 1988), that could have helped you if only you'd known about it. In supporting pharma companies I have used several approaches to explaining why learning is complex, non-linear, and how we should look at it from a systems perspective....
"Understanding by Design" session at the 17th European CME Forum
We are proud to be presenting a workshop at the 'Core Competencies in CME/CPD' session in the forthcoming 17th European CME Forum in Madrid. This approach to instructional design is one that we champion at Outcomes Engine when our tools are used or when we advise teams on how to develop their learning...
My favourite tech hacks ... a thread
I started a thread on Bluesky of my favourite tech hacks earlier in the year and just added a couple more. Will keep a parallel list running here. Invidious (YouTube alternative front end - Not working so well Dec 2024) Pixabay (photos with appropriate Copyright) Etherpad (collaborate on a document...
Source: bsky.app
65 Reasons To Celebrate The 6502
"The legendary chip from 1975 that helped start the home computer revolution." I can remember sharing the manual for the 6502 with my school friend, Chris. He had a BBC micro computer and I had a Commodore Vic 20. To do the machine code I remember you had to: compile into 6502 instructions what you...
Source: substack.com
Nightshade, the free tool that ‘poisons’ AI models, is now available for artists to use
"The tool's creators are seeking to make it so that AI model developers must pay artists to train on data from them that is uncorrupted." Artists can now use this software to modify their art and influence the big tech owners of AI tools to properly recognise the original works. Growing the poisonous...
Source: venturebeat.com
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
Three Epochs of Artificial Intelligence in Health Care Michael D. Howell. Greg S. Corrado. Karen B. DeSalvo. JAMA.
This Special Communication examines the evolution of artificial intelligence (AI) over the years, and how developments with AI can help decision-makers improve health care while also recognizing its risks.
Source: jamanetwork.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
AI beats real doctors on 149 remote OSCE-style tests
"We tested performance in consultations with simulated patients (played by trained actors), compared to those performed by 20 real PCPs using the randomized approach described above. AMIE and PCPs were assessed from the perspectives of both specialist attending physicians and our simulated patients in...
Source: research.google
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
The Vulnerable World Hypothesis
"This paper introduces the concept of a vulnerable world: roughly, one in which there is some level of technological development at which civilization almost certainly gets devastated by default, i.e. unless it has exited the ‘semi-anarchic default condition’. Several counterfactual historical and...
Source: doi.org
AI will be deeply disruptive to Higher Education
Paul LeBlanc and George Siemens are teaming up to explore how AI is going to change higher education. "LeBlanc transformed SNHU from 2500 students in 2003 to over 200,000 students in 20 years by using technology to switch delivery online." Siemens is one of the proposers of connectivism - a theory...
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
2023: A year of groundbreaking advances in AI and computing
"This has been a year of incredible progress in the field of Artificial Intelligence (AI) research and its practical applications." A review of 2023 posted by Jeff Dean, Chief Scientist, Google DeepMind & Google Research, Demis Hassabis, CEO, Google DeepMind, and James Manyika, SVP, Google Research,...
Source: research.google
Machines may be better at assisting, not replacing us.
Journalist Kawandeep Virdee sees if he can be replaced by AI by writing some predictions for 2024. "I gave ChatGPT the last 13 years of Nieman Lab predictions ... [and asked it what I'd write about in 2024]" [ChatGPT suggested] Navigating the infodemic: Strategies for media in the era of misinformation...
Source: niemanlab.org
(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
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
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