Cal Sutherland

@calsutherland.bsky.social

—PhD Researcher at the Centre for Eighteenth Century Studies, University of York —Wordsworth, Property, and Marxist Ecocriticism

Cognitive effects of AI [over]use: * Never-skilling - Failure to learn * Deskilling - Degradation of competency * Mis-skilling - Acquisition of poor reasoning (false AI info) * Automation bias - Over-reliance on AI * False proficiency - Absence of competency revealed when Al is unavailable.

* Never-skilling- Failure to develop foundational linical reasoning competencies during formative training due to excessive Al substitution for coanitive effort. This produces an inability to dlemonstrate Al-independent competence required for progression, gracluation o licensure.
* Deskilling- Degradation of established competencies in already trained clinicians due to prolonaed Al reliance Existing neural pathways weaken from disuse, but foundational architecture romains intact
* Mis-skilling- Acquisition of incorrect clinical reasoning patterns through uncritical adoption of erroneous or biased AI outputs. Clinical schemas become contaminated by Al errors or bias. leadina to svstematic distortion of diagnostic or management reasonina
* Metacognitive calibration- Accurate internal modelina of one's own comnetence boundaries and the alianment between subiective confidence and obiective performance that enables appropriate help-seeking behavior.
* Automation bias - The tendency to over-rely on automated decision support systems, accenting their outnuts uncriticallv even when contradictory clinical evidence exists; susceptibility is heightened among novices who lack the foundational schemas needed to evaluate A recommendations.
* False proficiency- A transient performance state in which Al-assisted clinical reasoning appears adequate during training masking the absence of underlving independent competency that becomes evident only when Al support is withdrawn or unavailable.

*article is free to read but it has tiny text, no zoom function. 
Not #accessible

https://www.nature.com/articles/s41591-026-04438-y.epdf?sharing_token=cl_yjnjshnNPkPVLXXNyOtRgN0jAjWel9jnR3ZoTv0M-R7Z2fqSSV9K-eBwkiUuHE27tqdUQzSOB2DvNxXFO9g3bOQHweUDhrn32j1TQPF6VWZ-K9MPe013HaJ8s6BKiLuvk9RKnI2GXYTMNsuZgiE0g0ZvL3bVlCSRvByNF44k%3D
Nature Portfolio@natureportfolio.nature.com · 5mo ago

Will medical trainees who rely on AI fail to develop foundational independent clinical reasoning? A Perspective in Nature Medicine outlines a precautionary framework to preserve foundational competence while supporting safe and effective AI integration in medical training. #medsky #Academicsky 🧪

Scenes from the Picket Line: Day 3 of the UCU workers' strike at the University of Edinburgh, following hundreds of job losses and thousands more to come. Here are our wonderful workers, staying strong: (1) Craft-making on the picket line ...

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A new arrival, just in time for the second anniversary of Jameson's passing. Built around the old opposition between Heideggerian and Marxist (critical) theories, these seminars could have much to say about areas where this opposition still runs beneath the surface---not least in ecological thought.

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***URGENT PLEASE SHARE*** University of Brighton management have announced today that they ‘give notice of termination of all collective agreements’. This is a fundamental erasure of workers' rights. Management have announced the termination of all contractual documents, which includes:

University and College Union (UCU)@ucu.org.uk · last mo.

UCU members at Brighton University face the threat of derecognition. We have called an emergency rally tomorrow at 1:15pm. It would be amazing to see as many #TUC26 delegates as possible in attendance. 58-67 Grand Parade, Brighton and Hove, Brighton BN2 0JY

UCU members at Brighton University face the threat of derecognition. We have called an emergency rally tomorrow at 1:15pm. It would be amazing to see as many #TUC26 delegates as possible in attendance. 58-67 Grand Parade, Brighton and Hove, Brighton BN2 0JY

Trump today: "There’s very little happening right now in Gaza." At least 10 Palestinians were killed in Gaza over the past 48 hours, along with a pregnant woman who succumbed to her wounds after being shot by Israeli forces three days ago. His disregard for human life is despicable.

‘One of the main differences between today’s far right and the fascism of the mid-20th century is the absence of a uniformed paramilitary street wing. The anti-migrant protests in Dover and Portsmouth at the weekend mark an attempt to create one.’ Daniel Trilling: www.lrb.co.uk/blog/2026/se...

Daniel Trilling | Masks Off

One of the main differences between today’s far right and the fascism of the mid-20th century is the absence of a...

lrb.co.uk

Also working-class autodidacts didn't just read alone - they read in groups, set up libraries and reading rooms, and battled for Mechanics' Institutes (many long ago merged into unis) to teach music, history, and politics. They built the public adult education infrastructure that's being destroyed

Peter Whitewood@pwhitewood.bsky.social · 4mo ago

This misses the point. Self-education has become more accessible in the last 20 years than at any point in history, though not through ‘amateur reading’. The problem isn’t access to information but learning how to evaluate it critically - and that brings us back to universities (and Humanities)

Both the government and the Court of Appeal now treat protesters as terrorists and terrorists as protesters. It's hard to accept that a "Labour" government is imposing rightwing authoritarianism on the UK, but please read this column to see what's happening.+🧵 www.theguardian.com/commentisfre...

The Belfast riots, Palestine Action protests. What is terrorism now – and why the hypocrisy? | George Monbiot

The right is obsessed with ‘two-tier policing’. This is indeed a two-tier government – but the real victims are progressives, says Guardian columnist George Monbiot

theguardian.com

It was through this joint statement that I learned the authors of the hit piece "concede that their conclusions are 'not yet supported by the kind of quantitative evidence that would be expected in a peer-reviewed study'"

Phillip Maciak@pjmaciak.bsky.social · 5mo ago

WashU and Vanderbilt AAUP chapters have issued a *joint* statement on the "State of Scholarship in the Humanities" report commissioned by our university leadership. bpb-us-e2.wpmucdn.com/sites.wustl....

Albanese's latest report on the systematic, ubiquitous, soul crushing, permanent torture of Palestinians by Israeli authorities, soldiers & settlers is one that we can only turn our eyes away from at the price of losing what is left of our souls. END THE GENOCIDE. NOW! www.ohchr.org/en/press-rel...

UN expert warns torture has become ‘state doctrine’ in Israel, making prisons instruments of genocide and torture

GENEVA – Israel’s systematic torture of Palestinians, long shielded by decades of impunity and political cover, has become a defining instrument of ongoing genocide in the occupied Palestinian territo...

ohchr.org

It’s truly incredible that with the Americans and Israelis making up claims of potential Iranian WMDs, there is virtually no mention anywhere in most of the mainstream coverage so far that the *only* Middle Eastern state with undeclared nuclear weapon is Israel.