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Researchers are using artificial intelligence (AI) to “digitally mimic” households struggling with the impact of the cost of living crisis to simulate the most effective ways to help.

It’s one of more than a dozen projects spanning data analysis to machine learning that have been launched to help counter the winter pressures facing the NHS.

It comes as the health service buckles under the strain of large numbers of flu and COVID cases, a huge backlog exacerbated by the pandemic, and mounting wait times for ambulances and emergency and routine care.

The 16 projects, launched by Health Data Research UK (HDR), hope to deliver findings by the end of March.

Health Secretary Steve Barclay said the goal was to channel “the spirit of innovation” that led to the rapid rollout of coronavirus vaccines, with the government providing £800,000 in funding.

If you are an NHS worker and would like to share your experiences with us anonymously, please email NHSstories@sky.uk

While many of the projects seek to find ways of using technology to relieve pressure on hospital staff, others seek to address some of the root causes of the troubles facing the NHS.

One such initiative uses existing data and AI to “digitally mimic” household environments and simulate interventions that might improve the standard of people’s health at home – especially children.

Dr Martin Chapman, from King’s College London, explained: “Living in cold, damp, and mouldy homes leads to chest conditions in children and mental health problems in adolescents, and rising energy costs mean more people than ever are living with heat poverty.

“We’re investigating the effectiveness of interventions like support for energy bills on the health of young people by using AI to digitally mimic their household environments and evaluate the impact of simulated interventions.

“This will help guide future policy changes to improve health conditions, reduce inequalities, and in turn reduce pressures on NHS services.”

Read more:
Ambulance response times worst on record
How many spare beds does your local hospital have?

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‘I couldn’t believe what I was seeing’

What are some of the projects?

Using the same infrastructure that powered Siren, which collated and published regular public data on COVID at the peak of the pandemic, the winter pressures sub-study will see it expand to include flu and a common children’s illness called Respiratory Syncytial Virus (RSV).

Another project aims to use AI to help clinicians more easily identify high-risk patients.

By analysing patient data, an AI model could suggest the most suitable ward for a patient to be on, those at most immediate risk of deterioration, and when someone should be discharged or not.

Also focused on hospital discharge times is a project called DS4SmartDischarge.

This uses machine learning (the process of teaching a computer to do something by itself) to help computers categorise patients based on the risk of different discharge outcomes.

Another team made up of health care workers, hospital leaders and the Society of Acute Medicine is also using machine learning to help build a model that identifies patients in need of same day emergency care.

Patients would be graded based on data like blood pressure, medications and bedside tests, helping staff make a decision within four hours of them coming to hospital.

Project lead Professor Elizabeth Sapey said the work would help with “reducing inequalities in care and relieving pressure on emergency services”.

‘Rapid response to evolving pressures’

While the projects come too late for the current crisis enveloping the health service, it is hoped they will produce results that help it better cope in the long term.

Professor Cathie Sudlow, chief scientist at HDR, said they would hone in on “key pain points” in the NHS.

“By using existing data, research teams, and infrastructure, these projects are able to respond rapidly to evolving pressures on the NHS,” she added.

Each of the projects has been partnered with analysts in the Department of Health, which sponsored the plans; the Office for National Statistics; and the UK Health Security Agency.

Once findings are delivered in March, it is hoped they will be published later in the year.

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The latest migration stats are going in the wrong direction – and the argument might get more vicious

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The latest migration stats are going in the wrong direction - and the argument might get more vicious

The UK government won’t find much in the latest dump of migration data to back up its claim that it is restoring order to a broken asylum system.

In a competitive field, perhaps the most damaging stat is the rising number of small boat crossings – up 38% on 12 months previously and close to the peaks of 2023.

That has helped push up asylum applications to record levels, which in turn has led to a rise in the use of hotel accommodation.

The latest figures are a setback for Sir Keir Starmer's government. Pic: PA
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The latest figures are a setback for Sir Keir Starmer’s government. Pic: PA


Politics live: Read about the latest migration stats

Deportations are up, but more than half of the total figure is foreign national offenders rather than failed asylum seekers.

The backlog for initial decisions is coming down.

But the approval rate for those applying for asylum after arriving on a small boat is still hovering around the 65% mark.

More on Asylum

Another bottleneck is also forming as more people appeal their initial rejections – and require accommodation while they wait for an outcome.

This all helps explain why people are still taking the risk of crossing the channel in the first place.

It’s still highly likely that if you get to the UK, you’ll be able to stay.

The row over the use of hotels is a product of this underlying problem.

And if you thought that argument was vicious, just wait for the one that could follow if asylum seekers start to be moved out of hotels and into houses and flats in areas that already have a shortage of homes.

It’s why the only real endgame for the government is to find a way to stop people coming in the first place.

Increased numbers of returns, including through the UK-France deal, could provide some deterrent.

Read more:
Where can asylum seekers go if not hotels?
Labour smell dirty tricks over asylum court ruling
8% rise in asylum seeker hotel usage

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Unease over male migrant plan

Beefed-up action to dismantle smuggling gangs and reforms to the time it takes for appeals to be heard will help too.

So far though, all the figures that count are going in the wrong direction.

What’s more, there’s some evidence that the data is looking particularly painful for Labour in some of its most vulnerable areas.

A look down the list of councils with relatively high numbers of asylum seekers reveals several key election battlegrounds in the Midlands and North.

These are regions where Reform is already campaigning hard.

The stakes are high, and as it stands the government is being found wanting.

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Inequalities in GCSE results stubbornly persistent – here’s what the data tells us

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Inequalities in GCSE results stubbornly persistent - here's what the data tells us

As over one million students receive their GCSE results, Sky News has found gender and factors linked to deprivation remain troubling predictors of students’ performance.

Overall GCSE grades are relatively consistent with last year’s results, indicating stability has returned following the end of pandemic grading.

The compulsory courses, Level 2 English and Mathematics, continue to be a hurdle for many GCSE students – with Thursday’s results showing the highest failure rates for the two subjects in a decade.

Yet, while overall grades are stable, so too are key attainment gaps that experts say point to deprivation.

Education Secretary Bridget Phillipson denounced attainment gaps for white working-class children in an article for The Telegraph.

“It’s appalling, and I won’t stand by and watch those numbers continue to grow,” Ms Phillipson wrote. “It’s not just the life chances of those children that are being damaged – it’s also the health of our society as a whole.”

While the data does not share deprivation status or ethnicity of students, other strongly correlated factors such as English region and school type show stark inequalities.

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Some 48.1% of GCSE exams sat at fee-paying schools in England received grades of 7 or above, compared with 18.2% at non-selective state schools.

Fiona Spellman, CEO of education charity SHINE, said, “The primary difference that drives the attainment gap between those who attend independent schools and those who don’t really comes from the circumstances in those children’s lives.”

Regional inequalities across England also remain significant. In London, 28.4% of GCSE exams were awarded a grade 7 or higher compared with just 17.8% of exams in the North East of England.

But even students in London were outperformed by Northern Ireland, where 31.6% of GCSE students received a 7 or above.

“Deprivation is a major driver of the gap we see between the different regions and in terms of the attainment children achieve in all phases of education,” said Ms Spellman.

This year’s cohort had both a disrupted primary and secondary school experience due to the pandemic – a factor that may be influencing some of these inequality gaps.

“We know that the pandemic affected all children, but we know that it didn’t affect all children equally,” added Ms Spellman. “The legacy of COVID is still very much still alive today and how that had a disproportionate effect on the children who most need support is still working its way through.”

Gender gap stubbornly persistent

One of the clearest divides in the results – and not mentioned by the education secretary – is gaps based on gender.

Girls continue to receive a greater proportion of the top grades compared with boys. Among students receiving a 7/A or above, 55.8% were girls while 44.2% were boys.

In England, the gap is wider when looking just at 16-year-old students taking 7 or more GCSEs. 60.7% of those in this cohort receiving top grades were girls while 39.3% were boys.

But, Jill Duffy, the chair of one of the main qualifications body, the OCR, pointed out the overall gender gap this year is the narrowest since 2000.

However, Claire Thomson and Cath Jadhav, both board members of the Joint Council for Qualifications alongside Ms Duffy, cautioned that the decrease in the gender gap was too small to confirm any concrete trend.

“The change is relatively small, at fractions of percentage points, so there will be lots of individual factors which affect that,” said Ms Jadhav.

Certain subjects showed large gender imbalances between boys and girls.

Girls were the most overrepresented in home economics, followed by performing/expressive arts, health & social care, hospitality, and social science subjects.

In contrast, boys were disproportionately more likely to take other technology, construction, engineering, computing, and economics.

Working-class boys facing hurdles

So, is Ms Phillipson right to highlight white working-class children as falling behind? And should we be more concerned about white working-class boys in particular?

While the data does not include sufficient detail on how these inequalities stack on each other, data published by the Department for Education (DfE) based on last year’s results suggest white working-class boys are among the most disadvantaged in education.

Among all children eligible for free school meals, White British boys were much less likely to receive a grade of 4 – a pass – or above on their GCSEs.

Black Caribbean and mixed white/black Caribbean boys on free school meals had similarly poor pass rates.

“It’s not all boys. And it’s not all white working-class boys,” said David Spendlove, professor at the University of Manchester’s Institute for Education. But, “boys top all of those key indicators: likely to be diagnosed with special needs, likely to be excluded from school.”

“The system is stacked against them and at every single hurdle they are going to face challenges which mount increasingly over time,” said Prof Spendlove.

Beyond A-levels

What’s next for students receiving results on Thursday?

According to DfE’s 2024 numbers, just over 40% of 16-year-olds started an A-level course the following year.

More than 20% started other Level 3 qualifications, such as T-levels or BTECs. Around 3.5% started apprenticeships.

However, 6.2% were classified as not in education, employment, or training (“NEET”).

Simon Ashworth, deputy CEO and head of policy for the Association of Employment and Learning Providers (AELP), said, “The number of young people who are not in education, employment or training has got worse, not better.”

“We’re nearly to a million young people who are NEET,” he said. “That is a worry.”

Boys between the ages of 16 and 18 are more likely than their female counterparts to have NEET status, DfE data reveals.

Furthermore, individuals from disadvantaged backgrounds “tend to be the young people who will be closest to the job market or the risk of becoming NEET once they leave education,” shared Mr Ashworth.

Mr Ashworth also added that some young people who pursue apprenticeships fail to complete them because they struggle to pass mandatory Level 2 Mathematics.

Students who receive lower-than-desired results on Thursday, however, should stay optimistic that many doors remain open to them.

This year saw a 12.1% rise in students 17 or older resitting exams this year.

SHINE’s Dr Helen Rafferty said that the resit rate is likely due to the pandemic as “many students have come to the end of their secondary school journey having had the most chaotic and disrupted educational journey that you can imagine.”

Nonetheless, Ms Rafferty said, “I do think it’s encouraging that so many students are choosing to move on to an educational pathway which still provides them with that opportunity to get their English and maths results.”

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Lucy Connolly: Councillor’s wife jailed for inciting racial hatred on X after Southport murders released

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Lucy Connolly: Councillor's wife jailed for inciting racial hatred on X after Southport murders released

A Northampton childminder who was jailed for inciting racial hatred after the Southport murders has been released from prison.

Lucy Connolly, the wife of Conservative councillor Raymond Connolly, was handed a 31-month sentence in October last year after she admitted publishing and distributing “threatening or abusive” written material on the X social media site.

In an apparent reference to asylum seekers staying in UK hotels, Connolly posted on the day of the murder of three girls in Southport on 29 July last year: “Mass deportation now, set fire to all the f****** hotels full of the bastards for all I care… if that makes me racist so be it.”

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Riots a year on: ‘It looked like a modern-day lynching’

The mother-of-three, who was working as a childminder at the time, had shared the post after false rumours circulated online that the Southport murderer was an asylum seeker. He was later named as UK-born teenager Axel Rudakubana.

Connolly’s post was viewed 310,000 times in three-and-a-half hours before she deleted it.

More on Southport Stabbings

Her release means she has served nine months of a 31-month sentence.

Her sentence which was handed down at Birmingham Crown Court has been criticised as being too harsh and some argued she should not have been jailed as she was exercising freedom of speech.

Lucy Connolly. Pic: Facebook
Image:
Lucy Connolly. Pic: Facebook

Conservative leader Kemi Badenoch challenged Lucy Connolly’s charges, saying that “protecting people from words should not be given greater weight in law than public safety”.

“If the law does this, then the law itself is broken – and it’s time Parliament looked again at the Public Order Act,” she said in a post on X on Thursday.

The Tory leader said: “Lucy Connolly finally returns home to her family today. At last.

“Her punishment was harsher than the sentences handed down for bricks thrown at police or actual rioting.

“At that time, after Southport, Keir Starmer branded all protesters ‘far-right’ and called for ‘fast-track prosecutions’.

“Days later, Lucy was charged with stirring up racial hatred – an offence that doesn’t even require intent to incite violence. Why exactly did the Attorney General think that was in the public interest?”

Rupert Lowe, who was an MP for Reform at the time, described her as a “political prisoner” in a Facebook post and said “jailing a young mother over a social media post is not fair play”.

Conservative West Northamptonshire councillor Raymond Connolly. Pic: PA
Image:
Conservative West Northamptonshire councillor Raymond Connolly. Pic: PA

However, Prime Minister Sir Keir Starmer defended the sentencing earlier this year, addressing Connolly’s case in May after her Court of Appeal application against her jail term was dismissed.

Asked during Prime Minister’s Questions whether her imprisonment was an “efficient or fair use” of prison, Sir Keir said: “Sentencing is a matter for our courts, and I celebrate the fact that we have independent courts in this country.

“I am strongly in favour of free speech, we’ve had free speech in this country for a very long time and we protect it fiercely.

“But I am equally against incitement to violence against other people. I will always support the action taken by our police and courts to keep our streets and people safe.”

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Lord Young of Acton, founder and director of the Free Speech Union, said: “The fact that Lucy Connolly has spent more than a year in prison for a single tweet that she quickly deleted and apologised for is a national scandal, particularly when Labour MPs, councillors and anti-racism campaigners who’ve said and done much worse have avoided jail.

“The same latitude they enjoyed should have been granted to Lucy.”

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