Thinking Allowed

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65 Reasons To Celebrate The 6502

blog post image "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

blog post image "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

blog post image "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

blog post image "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.

blog post image 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

blog post image "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

blog post image 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

blog post image 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

These six questions will dictate the future of generative AI

Generative AI took the world by storm in 2023. Its future—and ours—will be shaped by what we do next. TL;DR 1. Will we ever mitigate the bias problem? (Probably) 2. How will AI change the way we apply copyright? (A lot) 3. How will it change our jobs? (Maybe not as much as feared but things will...
Source: technologyreview.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

High Pay Centre analysis of FTSE 350 pay ratios • High Pay Centre

Pay inequalities at UK's largest companies remain constant, despite ‘cost of living’ crisis. "The companies with lowest-paid UK employees (based on pay at the 25th percentile) were retailer JD Sports, where the lower quartile threshold was £11,240, pub chain Mitchells & Butlers (£15,161) and...
Source: highpaycentre.org

Randomised trial of general practitioner online education for prescribing and test ordering Andrew Bonney. Conrad Kobel.

Potentially inappropriate medicine prescriptions and low-value diagnostic testing pose risks to patient safety and increases in health system costs. The aim of the Clinical and Healthcare Improvement through My Health Record usage and Education in General Practice study was to evaluate a scalable online...
Source: nih.gov

“Meet the patient” session: a strategy to teach medical students about autonomic dysfunction after spinal cord injury

Dysregulation of the autonomic nervous system is an important long-term consequence of spinal cord injury (SCI). Yet, there is a scarcity of teaching resources about this topic for preclinical medical students. Given the association of SCI sequelae with emergency complications and mortality, it is imperative...
Source: biomedcentral.com