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BEREAVED families have hit out as shamed Dr Catherine Calderwood dodged a Covid probe grilling. They raised “serious questions” over the UK pandemic inquiry after the disgraced ex-Scots chief medical officer was excused from giving evidence on health grounds. 2 Disgraced Dr Catherine Calderwood will dodge a Covid probe grilling on health grounds Credit: Getty - Pool 2 The medic was caught flouting lockdown rules in April 2020 Credit: The Sun It comes after she failed to appear at probe hearings in Edinburgh earlier this year despite her key role in the early months of the crisis. She quit in April 2020 after we revealed she illegally visited her holiday pad in Fife while fronting ads telling Scots to stay at home . Scottish Covid Bereaved’s lawyer Aamer Anwar said: “Families believe Dr Calderwood should have given evidence at the inquiry’s Scotland module and were extremely disappointed she did not. "That she cannot give evidence due to medical reasons has opened up a whole new can of worms. Serious questions will be asked.” READ MORE ON THE SCOTTISH SUN CON THE BUS SNP ministers 'quietly ditch' bus pledge as funding cut by 98 per cent COUNCIL STORM Scots Labour council boss QUITS after 'sending refugees sex messages' The Scottish Government said it could not explain her absence. Inquiry chair, Baroness Hallett, said: “Having reviewed medical evidence, I’m satisfied Dr Calderwood should be excused from further participation.” Meanwhile, a Covid widow branded the UK's chief medical officers "shameful" for their support of disgraced Dr Calderwood. Sir Chris Whitty, Sir Jonathan Van Tam and others urged her not to resign after we exposed her lockdown-busting visit to her Fife holiday home in April 2020. Most read in The Scottish Sun FAIR CARNAGE Horror as Birmingham fairground ride 'collapses' with several people injured STAYING POSITIVE Max George to undergo major heart surgery after terrifying health scare ALL CHANGE Another Rangers executive quits club just a week after key role at club's AGM NEWBORN JOY Huge Scots DJ becomes dad as he reveals baby boy in emotional social media post Messages sent between the CMOs showed them backing Dr Calderwood after she said she'd "try to ride out" the scandal. Maggie Waterton, from the Scottish Covid Bereaved Families Group, slammed the exchanges as a "betrayal of trust". Nicola Sturgeon backs apologetic CMO Catherine Calderwood after she was caught flouting lockdown rules Ms Waterton lost both her husband and mother during the pandemic. She said: "Dr Calderwood's error of judgment was breaching the rules she had helped set. "For her colleagues not to understand and recognise that breach of trust was shameful. "Covid impacted on every citizen in Scotland and they placed their trust not only in Dr Calderwood but the government of the day - and this, to me, seems to be a betrayal of that trust."treasures of aztec pg soft 。

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For understanding a patient’s illness, a doctor typically analyses several physiological indicators as well as reports generated following diagnostic tests. The advent of artificial intelligence (AI), however, is set to change the practices in vogue since decades. AI can correlate the patient’s symptoms and diagnostic results using health records in the database to identify the cause of illness within a few seconds — helping the doctor to save time and increase operational efficiency of a hospital. According to a comprehensive report published in August by the Indian School of Business (ISB), AI's real transformation in healthcare is in patient care and clinical research. In medical imaging, it accelerates diagnosis, while in surgeries, AI-driven robotics enhance precision. During the pandemic, AI played a critical role in tracking outbreaks and assisting in treatment planning. Initiatives such as Wadhwani AI’s media scanning solution for disease surveillance and Artelus’s image recognition for early diagnosis highlight the technology’s versatility. The doctor to patient ratio is abysmally low in rural India, with one doctor having to treat 2,000 people. The advent of AI is a morale-booster for doctors. The central government is reportedly keen on promoting AI applications in the healthcare sector. Several state governments are investing heavily in AI rollout in the healthcare sector. An advanced healthcare AI can help the government or private hospitals to roll out telemedicine to make healthcare more accessible, especially in remote regions. AI can also revolutionise preventive healthcare as it can identify patterns early, which will help the doctors to begin treatment at the earliest. In 2022, the Indian healthcare industry was estimated to be worth $372 billion. It is expected to grow at around 20 per cent till 2030. The use of AI will propel the growth rate. But how does AI work and how does one deploy AI for healthcare purposes? AI uses various advanced technologies such as machine learning, natural language processing (NLP), expert systems, and image and signal processing for diagnosis. Machine learning automates data analysis to identify patterns, while NLP aids in processing medical records and transcription. Expert systems, on the other hand, specialise in solving specific problems like diagnosing chronic conditions. Image and signal processing refine medical imaging data, allowing for accurate and timely diagnosis. NITI Aayog has deployed AI for early detection of diabetes and eye-related ailments. Radiology was among the first fields to adopt AI. Startups like Dozee, which developed India’s first AI-powered remote patient monitoring system, and Augnito, a speech recognition tool for medical transcription, are setting benchmarks in healthcare innovation. IIIT Hyderabad is also using AI for detecting sleep quality and sleep-related disorders. While AI can study sleep stages to precise levels, deep learning (DL) can automate the sleep stage data through supervised and unsupervised learning models, said Prof. S. Bapi Raju, lead researcher and head of Cognitive Sciences Lab at IIIT Hyderabad. AI could be a boon for remote ICU assistance, says Dr D.V.R. Seshadri, director, centre for business markets, ISB. "Once a technology such as the one for remote ICU assistance (CloudPhysician), breast cancer detection (Niramai) or scanning through millions of x-rays to detect TB are scaled up, many companies will inevitably spring up to deploy these technologies on a massive scale," he said. However, the widespread adoption of AI in healthcare is not without challenges. A lack of comprehensive electronic health records (EHR) and high infrastructure costs are the hindrances. There is also a significant skill gap, as professionals proficient in both healthcare and AI, are scarce. Additionally, concerns about data privacy, accountability, and ethical use persist. An even wider concern is the possibility of AI replacing doctors. However, Dr Seshadri allayed these concerns: "This is very unlikely in the foreseeable future. At the end of the day, the patient would like the assurance of a human doctor. While AI tools may be leveraged to enhance the efficacy of the doctors, it cannot replace doctors any time soon." "There is convergence of multiple disciplines happening on a massive scale. It may be hard to isolate the application of AI in disease surveillance from its other applications. The regulatory systems to prevent such convergence typically lag behind the application of these technologies, and hence we cannot rule out the misuse of AI technologies in healthcare for purposes other than what was originally intended," Dr Seshadri explained. AI uses various advanced technologies such as machine learning (ML), natural language processing (NLP), expert systems, and image and signal processing for diagnosis. Machine learning automates data analysis to identify patterns, while NLP aids in processing medical records and transcription. Expert systems, on the other hand, specialise in solving specific problems like diagnosing chronic conditions. Image and signal processing refine medical imaging data, allowing for accurate and timely diagnosis.Canaan Inc. Signs Agreement with AGM Group Holdings Inc.

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The University of Colorado Boulder has created a free resource to help people recover their loved ones' digital accounts or make plans for their own after death.The Himalayas, often referred to as the “third pole,” serve as the ecological backbone of South Asia, regulating climate patterns and sustaining millions of livelihoods. Within this vast expanse, Kashmir occupies a unique position, not only as a region of unparalleled beauty but also as a critical component in the battle against climate change. With its lush valleys, expansive glaciers, and biodiverse ecosystems, Kashmir’s role in preserving the Himalayan ecological balance is indispensable. However, the region faces mounting environmental challenges that demand urgent attention and collective action. Climate Change and Its Impact on the Himalayan Ecosystem The Himalayan ecosystem is one of the most climate-sensitive regions in the world. Rising temperatures have accelerated the melting of glaciers in Kashmir, threatening water security for millions. According to recent studies, Kolahoi Glacier, the largest in the Kashmir Valley, has shrunk by over 23% in the last five decades. This alarming retreat has far-reaching consequences for agriculture, hydropower, and biodiversity. Erratic weather patterns have exacerbated these issues. Unseasonal rainfall and prolonged droughts are disrupting traditional farming practices, leading to decreased yields of iconic crops like saffron and apples. Additionally, the region’s rich biodiversity is under threat. Species like the Kashmir stag (Hangul) and the snow leopard face habitat loss, endangering their survival. Challenges in Kashmir’s Ecosystem Deforestation and urbanization have significantly disrupted the region’s ecological balance. Illegal logging, often driven by short-term economic gains, has stripped forests of their ability to act as carbon sinks. This deforestation not only accelerates soil erosion but also heightens the risk of landslides and floods. Water scarcity is another pressing issue. Reduced snowmelt from receding glaciers has diminished the flow of rivers like the Jhelum, impacting both agriculture and daily living. Pollution in water bodies such as Dal Lake and Wular Lake further exacerbates the crisis. Once pristine, these lakes now face contamination from untreated sewage and agricultural runoff. A stark example of climate change’s impact is the declining yield of saffron, a crop deeply intertwined with Kashmiri identity. Over the past decade, irregular rainfall and temperature fluctuations have reduced saffron cultivation by nearly 40%, threatening the livelihoods of thousands of farmers. Community Initiatives and Local Solutions Despite these challenges, local communities in Kashmir are at the forefront of ecological conservation. Afforestation drives, led by grassroots organizations, have successfully restored degraded lands. For instance, initiatives in South Kashmir’s Shopian district have seen the plantation of thousands of native trees, revitalizing the local ecosystem. Traditional water management systems like kuhls (ancient irrigation channels) are being revived. These systems, maintained collaboratively by communities, ensure equitable water distribution for agriculture and domestic use, even during periods of scarcity. Additionally, Kashmiri youth and NGOs are playing a pivotal role in creating awareness about climate change and promoting sustainable practices. The reforestation project in the Lidder Valley stands out as a notable success story. Passive restoration efforts, such as fencing off degraded forests in the region, have significantly improved soil health, increased tree density, and enhanced carbon storage. These initiatives not only combat deforestation but also create sustainable livelihoods through eco-tourism. Policy and Governmental Efforts Recognizing the urgency of the situation, the Jammu and Kashmir administration has launched several initiatives to combat climate change. The Green Jammu and Kashmir Drive aims to increase forest cover by planting millions of saplings annually. Meanwhile, wetland preservation programs are being implemented to protect vital ecosystems like Hokersar and Shallabugh wetlands. Renewable energy solutions are also gaining traction. Mini-hydropower projects and solar energy installations are being deployed to reduce dependency on fossil fuels. For instance, the government’s partnership with private firms has led to the establishment of solar power plants in remote villages, ensuring energy access while minimizing environmental impact. Cross-border cooperation is another promising avenue. Given that the Himalayas span multiple nations, regional collaboration on glacier monitoring, water resource management, and afforestation efforts can significantly bolster conservation efforts. Global Perspective and Opportunities for Kashmir Kashmir’s environmental challenges mirror global climate issues, making the region a microcosm of the broader struggle against climate change. However, this also presents opportunities for innovation and leadership. Eco-tourism is emerging as a sustainable development pathway. By leveraging its natural beauty and cultural heritage, Kashmir can attract environmentally conscious travelers. Initiatives like homestays in ecologically sensitive areas not only promote sustainable tourism but also provide economic benefits to local communities. International collaborations have also begun to bear fruit. Partnerships with organizations like the World Bank and UNDP have facilitated funding and technical expertise for conservation projects. Digital platforms are being used to create awareness and mobilize global support for preserving Kashmir’s fragile ecosystem. A Personal Vision for Preservation Having spent considerable time in Kashmir, I have witnessed both its unparalleled beauty and the urgent need for ecological preservation. Local communities’ efforts to restore balance, from planting saplings to reviving traditional water channels, are both inspiring and instructive. However, the scale of the challenge demands broader participation. Looking Ahead: A Collective Responsibility The path forward requires a collective approach. Expanding grassroots initiatives, integrating advanced technologies like AI for climate monitoring, and fostering global partnerships can accelerate progress. Education also plays a crucial role; by empowering the next generation with knowledge about sustainability, we can ensure lasting change. The establishment of eco-parks, development of renewable energy hubs, and strengthening policies against deforestation are tangible steps that can make a significant impact. Moreover, incentivizing sustainable agricultural practices can help farmers adapt to changing climates while preserving traditional crops like saffron. A Call to Action As the Himalayas face unprecedented environmental challenges, Kashmir’s role in preserving ecological balance is more critical than ever. The stakes are high, but so are the opportunities. By uniting local wisdom, governmental efforts, and global collaborations, we can forge a sustainable future for this fragile region. Kashmir’s story is not just one of challenges but also of resilience and hope. As stewards of one of the world’s most vital ecosystems, it is our collective duty to ensure that the Himalayas continue to thrive, sustaining life and inspiring generations to come. About the Author Arhan Bagati is a distinguished Kashmiri Pandit and a prominent figure in social work and public policy, focusing on the development of Jammu & Kashmir. He has a notable academic background, with studies at Pomona College, the University of Cambridge, and currently at Harvard, pursuing a Master’s in Public Policy. Arhan’s leadership extends beyond academia, particularly through his role as the Awareness and Impact Ambassador for the Paralympic Committee of India, and as the founder of KYARI, which addresses critical issues in Kashmir, from education to sustainable development​.

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