ChatGPT Summaries
AHPs urged to ‘be brave’ on digital as maturity gaps revealedDigital Health - (Monday December 22, 2025) - Digital Health/ Frequent Updates | |
![]() | Prabha Vijayakumar, national chief AHP information officer, NHS England, Emma Jackson, chief AHP and nursing information officer, Norfolk Community Health and Care NHS Trust, and Amy Freeman, chief digital information officer, University Hospitals of... Allied Health Professionals (AHPs) are urged to embrace digital leadership to fulfill the NHS's 10-year health plan. Experts highlighted a recent digital maturity assessment revealing significant gaps in digital leadership, AI literacy, and data analytics capabilities among AHPs, with only 28% maturity nationally. They emphasized the importance of collaboration and innovation, such as the rollout of electronic med fit notes. AHPs are encouraged to engage with digital leads and regional interest groups, ensuring they are active participants in the digital transformation. The future of patient care relies on AHPs stepping up and leveraging data-driven decisions. #HealthcareIT #DigitalHealth #AHPs #Leadership #AI #DataAnalytics #NHS As a healthcare IT expert, write a 100-word extractive summarization based on a blog post from the given text for posting on LinkedIn. The summary should capture key ideas from the entire post and its headings while staying focused, clear, and engaging. Use 5-7 relevant and popular online hashtags that are most likely to drive visibility and engagement. Avoid adding URLs or calls to action, and ensure the language is optimized for LinkedIn engagement style with a variable potential hook or attention-grabbing statement. The target audience is other healthcare IT professionals. Following is the title and text. { "id": "chatcmpl-CpYTyjQwsYV7CijhKAFgusmscqx1o", "object": "chat.completion", "created": 1766403314, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Allied Health Professionals (AHPs) are urged to embrace digital leadership to fulfill the NHS's 10-year health plan. Experts highlighted a recent digital maturity assessment revealing significant gaps in digital leadership, AI literacy, and data analytics capabilities among AHPs, with only 28% maturity nationally. They emphasized the importance of collaboration and innovation, such as the rollout of electronic med fit notes. AHPs are encouraged to engage with digital leads and regional interest groups, ensuring they are active participants in the digital transformation. The future of patient care relies on AHPs stepping up and leveraging data-driven decisions. #HealthcareIT #DigitalHealth #AHPs #Leadership #AI #DataAnalytics #NHS", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 912, "completion_tokens": 142, "total_tokens": 1054, "prompt_tokens_details": { "cached_tokens": 0, "audio_tokens": 0 }, "completion_tokens_details": { "reasoning_tokens": 0, "audio_tokens": 0, "accepted_prediction_tokens": 0, "rejected_prediction_tokens": 0 } }, "service_tier": "default", "system_fingerprint": "fp_644f11dd4d" } Prompt Tokens - 912 |
Why Rural Health Transformation Must Include Maternal HealthHIT Consultant - (Monday December 22, 2025) - Digital Health/ Frequent Updates/ HIT Consultant | |
![]() | Anish Sebastian, CEO and co-founder of BabyscriptsCongress’ most recent budget reconciliation bill included controversial cuts to Medicaid spending. The legislation slashed hundreds of billions of dollars from the program over the next decade, a move that is... Rural health transformation is critical, especially for maternal health, as recent Medicaid cuts threaten care access. The $50 billion Rural Health Transformation Program (RHTP) aims to innovate rural healthcare delivery, focusing on maternal health challenges like hypertensive disorders of pregnancy. Remote patient monitoring (RPM) offers a practical solution, enabling expectant mothers to transmit vital health data from home, ensuring timely interventions. By aligning with RHTP goals, maternal RPM can catalyze sustainable change in rural healthcare. Let’s leverage this opportunity to enhance care for women and families in underserved areas. #RuralHealth #MaternalHealth #HealthInnovation #RemotePatientMonitoring #HealthcareIT #Medicaid #PublicHealth As a healthcare IT expert, write a 100-word extractive summarization based on a blog post from the given text for posting on LinkedIn. The summary should capture key ideas from the entire post and its headings while staying focused, clear, and engaging. Use 5-7 relevant and popular online hashtags that are most likely to drive visibility and engagement. Avoid adding URLs or calls to action, and ensure the language is optimized for LinkedIn engagement style with a variable potential hook or attention-grabbing statement. The target audience is other healthcare IT professionals. Following is the title and text. { "id": "chatcmpl-CpemJCBzDfHlZe6uPVdQTJePYAAyu", "object": "chat.completion", "created": 1766427515, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Rural health transformation is critical, especially for maternal health, as recent Medicaid cuts threaten care access. The $50 billion Rural Health Transformation Program (RHTP) aims to innovate rural healthcare delivery, focusing on maternal health challenges like hypertensive disorders of pregnancy. Remote patient monitoring (RPM) offers a practical solution, enabling expectant mothers to transmit vital health data from home, ensuring timely interventions. By aligning with RHTP goals, maternal RPM can catalyze sustainable change in rural healthcare. Let’s leverage this opportunity to enhance care for women and families in underserved areas. #RuralHealth #MaternalHealth #HealthInnovation #RemotePatientMonitoring #HealthcareIT #Medicaid #PublicHealth", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 1558, "completion_tokens": 139, "total_tokens": 1697, "prompt_tokens_details": { "cached_tokens": 0, "audio_tokens": 0 }, "completion_tokens_details": { "reasoning_tokens": 0, "audio_tokens": 0, "accepted_prediction_tokens": 0, "rejected_prediction_tokens": 0 } }, "service_tier": "default", "system_fingerprint": "fp_ee69c2ef48" } Prompt Tokens - 1558 |
NHS England quietly removes open source policy web pagesDigital Health - (Monday December 22, 2025) - Digital Health/ Frequent Updates | |
![]() | NHS England has removed open source policy pages from its websites without any announcement or explanation to the public. Open source software allows source code to be publicly available to view and scrutinise, in contrast... 🚨 The recent removal of open source policy pages by NHS England raises significant concerns within the healthcare IT community. Dr. Marcus Baw highlights the critical role of open source software in driving innovation, reducing costs, and enhancing transparency in our systems. The lack of public announcement or explanation for this decision is troubling, especially given the potential benefits of open source in avoiding catastrophic failures like the Horizon IT scandal. As we navigate the future of healthcare technology, embracing open source could be pivotal for improving patient safety and operational efficiency. #HealthIT #OpenSource #Innovation #PatientSafety #NHS #HealthcareTechnology #DigitalHealth As a healthcare IT expert, write a 100-word extractive summarization based on a blog post from the given text for posting on LinkedIn. The summary should capture key ideas from the entire post and its headings while staying focused, clear, and engaging. Use 5-7 relevant and popular online hashtags that are most likely to drive visibility and engagement. Avoid adding URLs or calls to action, and ensure the language is optimized for LinkedIn engagement style with a variable potential hook or attention-grabbing statement. The target audience is other healthcare IT professionals. Following is the title and text. { "id": "chatcmpl-CpW3HZcY09RmohK6tbM9zu4mCEkV7", "object": "chat.completion", "created": 1766393971, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "🚨 The recent removal of open source policy pages by NHS England raises significant concerns within the healthcare IT community. Dr. Marcus Baw highlights the critical role of open source software in driving innovation, reducing costs, and enhancing transparency in our systems. The lack of public announcement or explanation for this decision is troubling, especially given the potential benefits of open source in avoiding catastrophic failures like the Horizon IT scandal. As we navigate the future of healthcare technology, embracing open source could be pivotal for improving patient safety and operational efficiency. #HealthIT #OpenSource #Innovation #PatientSafety #NHS #HealthcareTechnology #DigitalHealth", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 723, "completion_tokens": 123, "total_tokens": 846, "prompt_tokens_details": { "cached_tokens": 0, "audio_tokens": 0 }, "completion_tokens_details": { "reasoning_tokens": 0, "audio_tokens": 0, "accepted_prediction_tokens": 0, "rejected_prediction_tokens": 0 } }, "service_tier": "default", "system_fingerprint": "fp_644f11dd4d" } Prompt Tokens - 723 |
NSW Health audit flags systemic IT security failures and more briefsHealthcare IT news - (Monday December 22, 2025) - Frequent Updates/ Healthcare IT News | |
![]() | NSW Health audit flags systemic IT security failures and more briefs | Healthcare IT News Skip to main content... A recent NSW Health audit has revealed alarming systemic IT security failures, highlighting critical vulnerabilities within healthcare systems. The report emphasizes the urgent need for enhanced cybersecurity measures to protect sensitive patient data and ensure operational integrity. As healthcare IT professionals, we must prioritize robust security frameworks and proactive risk management strategies to address these challenges. The findings serve as a wake-up call to the industry, reminding us of our responsibility to safeguard healthcare technology.#HealthIT #Cybersecurity #DataProtection #HealthcareInnovation #ITAudit #PatientSafety #HealthTech As a healthcare IT expert, write a 100-word extractive summarization based on a blog post from the given text for posting on LinkedIn. The summary should capture key ideas from the entire post and its headings while staying focused, clear, and engaging. Use 5-7 relevant and popular online hashtags that are most likely to drive visibility and engagement. Avoid adding URLs or calls to action, and ensure the language is optimized for LinkedIn engagement style with a variable potential hook or attention-grabbing statement. The target audience is other healthcare IT professionals. Following is the title and text. { "id": "chatcmpl-CpVQmabLQYDoCXVfv2hfzjN0mIFEd", "object": "chat.completion", "created": 1766391584, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "A recent NSW Health audit has revealed alarming systemic IT security failures, highlighting critical vulnerabilities within healthcare systems. The report emphasizes the urgent need for enhanced cybersecurity measures to protect sensitive patient data and ensure operational integrity. As healthcare IT professionals, we must prioritize robust security frameworks and proactive risk management strategies to address these challenges. The findings serve as a wake-up call to the industry, reminding us of our responsibility to safeguard healthcare technology. nn#HealthIT #Cybersecurity #DataProtection #HealthcareInnovation #ITAudit #PatientSafety #HealthTech", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 277, "completion_tokens": 105, "total_tokens": 382, "prompt_tokens_details": { "cached_tokens": 0, "audio_tokens": 0 }, "completion_tokens_details": { "reasoning_tokens": 0, "audio_tokens": 0, "accepted_prediction_tokens": 0, "rejected_prediction_tokens": 0 } }, "service_tier": "default", "system_fingerprint": "fp_644f11dd4d" } Prompt Tokens - 277 |
$9M funding to power mental health with AI and more briefsMobiHealthNews - (Monday December 22, 2025) - Frequent Updates/ MobiHealthNews | |
![]() | $9M funding to power mental health with AI and more briefs | MobiHealthNews Skip to main content... Exciting developments in mental health tech! A recent $9M funding round is set to enhance AI-driven solutions for mental health care, promising improved patient outcomes and accessibility. This investment underscores the growing recognition of technology's role in mental health support. Additionally, the blog highlights other notable industry updates, emphasizing the ongoing innovation in healthcare IT. As we navigate these advancements, collaboration and knowledge-sharing among professionals will be key to maximizing impact.#MentalHealth #HealthTech #AI #HealthcareIT #Innovation #DigitalHealth #FundingNews As a healthcare IT expert, write a 100-word extractive summarization based on a blog post from the given text for posting on LinkedIn. The summary should capture key ideas from the entire post and its headings while staying focused, clear, and engaging. Use 5-7 relevant and popular online hashtags that are most likely to drive visibility and engagement. Avoid adding URLs or calls to action, and ensure the language is optimized for LinkedIn engagement style with a variable potential hook or attention-grabbing statement. The target audience is other healthcare IT professionals. Following is the title and text. { "id": "chatcmpl-CpVB6las6dEW87JcRktftV4v7sNoN", "object": "chat.completion", "created": 1766390612, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Exciting developments in mental health tech! A recent $9M funding round is set to enhance AI-driven solutions for mental health care, promising improved patient outcomes and accessibility. This investment underscores the growing recognition of technology's role in mental health support. Additionally, the blog highlights other notable industry updates, emphasizing the ongoing innovation in healthcare IT. As we navigate these advancements, collaboration and knowledge-sharing among professionals will be key to maximizing impact. nn#MentalHealth #HealthTech #AI #HealthcareIT #Innovation #DigitalHealth #FundingNews", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 282, "completion_tokens": 106, "total_tokens": 388, "prompt_tokens_details": { "cached_tokens": 0, "audio_tokens": 0 }, "completion_tokens_details": { "reasoning_tokens": 0, "audio_tokens": 0, "accepted_prediction_tokens": 0, "rejected_prediction_tokens": 0 } }, "service_tier": "default", "system_fingerprint": "fp_644f11dd4d" } Prompt Tokens - 282 |
DXS International Cyberattack Threatens NHS Patient DataDistilINFO Hospital IT - (Monday December 22, 2025) - Daily Reads/ DistilINFO Hospital IT | |
![]() | DXS International, a United Kingdom-based healthcare technology provider serving England’s National Health Service (NHS), has become the latest victim of a significant cybersecurity breach that potentially compromises sensitive patient information and highlights growing vulnerabilities... The recent cyberattack on DXS International has raised alarms about the vulnerability of NHS patient data. The breach, detected on December 14, involved a sophisticated ransomware group, DevMan, claiming responsibility for extracting around 300 gigabytes of sensitive information. While DXS International has initiated emergency response protocols and collaborated with NHS cybersecurity teams, the full extent of compromised data remains under investigation. This incident highlights the pressing need for robust cybersecurity measures in healthcare technology, as providers face increasing threats. As we navigate these challenges, safeguarding patient information must remain a top priority. #Cybersecurity #HealthIT #NHS #Ransomware #PatientSafety #DataProtection #HealthcareSecurity As a healthcare IT expert, write a 100-word extractive summarization based on a blog post from the given text for posting on LinkedIn. The summary should capture key ideas from the entire post and its headings while staying focused, clear, and engaging. Use 5-7 relevant and popular online hashtags that are most likely to drive visibility and engagement. Avoid adding URLs or calls to action, and ensure the language is optimized for LinkedIn engagement style with a variable potential hook or attention-grabbing statement. The target audience is other healthcare IT professionals. Following is the title and text. { "id": "chatcmpl-CpVYIhuHKoT5PjNjafudvHGDGxX4u", "object": "chat.completion", "created": 1766392050, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "The recent cyberattack on DXS International has raised alarms about the vulnerability of NHS patient data. The breach, detected on December 14, involved a sophisticated ransomware group, DevMan, claiming responsibility for extracting around 300 gigabytes of sensitive information. While DXS International has initiated emergency response protocols and collaborated with NHS cybersecurity teams, the full extent of compromised data remains under investigation. This incident highlights the pressing need for robust cybersecurity measures in healthcare technology, as providers face increasing threats. As we navigate these challenges, safeguarding patient information must remain a top priority. #Cybersecurity #HealthIT #NHS #Ransomware #PatientSafety #DataProtection #HealthcareSecurity", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 1408, "completion_tokens": 133, "total_tokens": 1541, "prompt_tokens_details": { "cached_tokens": 0, "audio_tokens": 0 }, "completion_tokens_details": { "reasoning_tokens": 0, "audio_tokens": 0, "accepted_prediction_tokens": 0, "rejected_prediction_tokens": 0 } }, "service_tier": "default", "system_fingerprint": "fp_644f11dd4d" } Prompt Tokens - 1408 |
NBFC Status Protected Despite RBI Lending RestrictionsDistilINFO Hospital IT - (Monday December 22, 2025) - Daily Reads/ DistilINFO Hospital IT | |
![]() | NCLAT Ruling on NBFC Status The National Company Law Appellate Tribunal (NCLAT) in New Delhi has delivered a landmark judgment clarifying the regulatory status of non-banking financial companies facing lending restrictions. The tribunal categorically held... The NCLAT's recent ruling clarifies that non-banking financial companies (NBFCs) retain their financial service provider status despite lending restrictions imposed by the RBI. This landmark decision ensures that temporary regulatory actions do not alter an NBFC's classification under the Insolvency and Bankruptcy Code (IBC), thus maintaining stability in the financial services sector. Creditors cannot initiate insolvency proceedings against these entities, as only the RBI has the authority to do so, reinforcing the need for specialized oversight in financial distress situations. This ruling is pivotal for the regulatory landscape, ensuring that NBFCs are protected during challenging times.#HealthcareIT #FinancialServices #NBFC #Insolvency #RBI #RegulatoryCompliance #FinancialStability As a healthcare IT expert, write a 100-word extractive summarization based on a blog post from the given text for posting on LinkedIn. The summary should capture key ideas from the entire post and its headings while staying focused, clear, and engaging. Use 5-7 relevant and popular online hashtags that are most likely to drive visibility and engagement. Avoid adding URLs or calls to action, and ensure the language is optimized for LinkedIn engagement style with a variable potential hook or attention-grabbing statement. The target audience is other healthcare IT professionals. Following is the title and text. { "id": "chatcmpl-CpT2VyX9kEqDy4IkFXgCb5qJfw7Ht", "object": "chat.completion", "created": 1766382391, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "The NCLAT's recent ruling clarifies that non-banking financial companies (NBFCs) retain their financial service provider status despite lending restrictions imposed by the RBI. This landmark decision ensures that temporary regulatory actions do not alter an NBFC's classification under the Insolvency and Bankruptcy Code (IBC), thus maintaining stability in the financial services sector. Creditors cannot initiate insolvency proceedings against these entities, as only the RBI has the authority to do so, reinforcing the need for specialized oversight in financial distress situations. This ruling is pivotal for the regulatory landscape, ensuring that NBFCs are protected during challenging times. nn#HealthcareIT #FinancialServices #NBFC #Insolvency #RBI #RegulatoryCompliance #FinancialStability", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 1123, "completion_tokens": 149, "total_tokens": 1272, "prompt_tokens_details": { "cached_tokens": 0, "audio_tokens": 0 }, "completion_tokens_details": { "reasoning_tokens": 0, "audio_tokens": 0, "accepted_prediction_tokens": 0, "rejected_prediction_tokens": 0 } }, "service_tier": "default", "system_fingerprint": "fp_644f11dd4d" } Prompt Tokens - 1123 |
Monday Morning Update 12/22/25HIStalk - (Sunday December 21, 2025) - Daily Reads/ HIStalk | |
![]() | Top News New Mountain Capital private equity president Matt Holt leaves the firm after nearly 25 years to combine five of New Mountain’s healthcare portfolio companies into Thoreau, which will use AI to... In this week's update, New Mountain Capital's Matt Holt departs to merge five healthcare companies into Thoreau, leveraging AI to cut costs. Notably, Leona Health secures $14M to launch an AI copilot for WhatsApp, enhancing physician-patient communication. Meanwhile, HHS seeks input on boosting healthcare AI adoption, and concerns arise over the VA's EHR rollout amidst unresolved issues. Additionally, generous donations support STEM education in underfunded schools. As we navigate these developments, the integration of technology and compassionate care remains crucial.#HealthcareIT #AIinHealthcare #HealthTech #DigitalHealth #STEMEducation #HealthcareInnovation #EHR As a healthcare IT expert, write a 100-word extractive summarization based on a blog post from the given text for posting on LinkedIn. The summary should capture key ideas from the entire post and its headings while staying focused, clear, and engaging. Use 5-7 relevant and popular online hashtags that are most likely to drive visibility and engagement. Avoid adding URLs or calls to action, and ensure the language is optimized for LinkedIn engagement style with a variable potential hook or attention-grabbing statement. The target audience is other healthcare IT professionals. Following is the title and text. { "id": "chatcmpl-CpHhEEXR0gJqD8e1zEOlIpn4IRObu", "object": "chat.completion", "created": 1766338788, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "In this week's update, New Mountain Capital's Matt Holt departs to merge five healthcare companies into Thoreau, leveraging AI to cut costs. Notably, Leona Health secures $14M to launch an AI copilot for WhatsApp, enhancing physician-patient communication. Meanwhile, HHS seeks input on boosting healthcare AI adoption, and concerns arise over the VA's EHR rollout amidst unresolved issues. Additionally, generous donations support STEM education in underfunded schools. As we navigate these developments, the integration of technology and compassionate care remains crucial. nn#HealthcareIT #AIinHealthcare #HealthTech #DigitalHealth #STEMEducation #HealthcareInnovation #EHR", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 1310, "completion_tokens": 135, "total_tokens": 1445, "prompt_tokens_details": { "cached_tokens": 0, "audio_tokens": 0 }, "completion_tokens_details": { "reasoning_tokens": 0, "audio_tokens": 0, "accepted_prediction_tokens": 0, "rejected_prediction_tokens": 0 } }, "service_tier": "default", "system_fingerprint": "fp_644f11dd4d" } Prompt Tokens - 1310 |
Educational Psychologist Dr. Tere Linzey on What Students Can Do to Optimize Their BrainseHealth Radio Network - (Sunday December 21, 2025) - eHealth Radio Network/ Podcasts | |
![]() | Dr. Tere Linzey, a Licensed Educational Psychologist and the founder of BrainMatterZ, a program meant to improve auditory processing, executive functioning skills, attention/focus, and memory in youths joins eHealth Radio and the Brain Health... In a rapidly evolving educational landscape, Dr. Tere Linzey emphasizes the importance of "brain optimization" for students. With over 30 years of experience, she explores the impact of AI on cognitive abilities, the concept of neuroplasticity, and effective strategies to enhance test-taking skills. Dr. Linzey advocates for a balanced approach to technology use, promoting activities like puzzles and social engagement to strengthen cognitive functions. Her insights are invaluable for educators and parents looking to empower students in a hyper-competitive environment.#BrainHealth #Neuroplasticity #Education #CognitiveSkills #AI #MentalWellness #EdTech As a healthcare IT expert, write a 100-word extractive summarization based on a blog post from the given text for posting on LinkedIn. The summary should capture key ideas from the entire post and its headings while staying focused, clear, and engaging. Use 5-7 relevant and popular online hashtags that are most likely to drive visibility and engagement. Avoid adding URLs or calls to action, and ensure the language is optimized for LinkedIn engagement style with a variable potential hook or attention-grabbing statement. The target audience is other healthcare IT professionals. Following is the title and text. { "id": "chatcmpl-Cp46Q15lRKE6sM5SkXA0qHJ103CJI", "object": "chat.completion", "created": 1766286534, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "In a rapidly evolving educational landscape, Dr. Tere Linzey emphasizes the importance of "brain optimization" for students. With over 30 years of experience, she explores the impact of AI on cognitive abilities, the concept of neuroplasticity, and effective strategies to enhance test-taking skills. Dr. Linzey advocates for a balanced approach to technology use, promoting activities like puzzles and social engagement to strengthen cognitive functions. Her insights are invaluable for educators and parents looking to empower students in a hyper-competitive environment. nn#BrainHealth #Neuroplasticity #Education #CognitiveSkills #AI #MentalWellness #EdTech", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 838, "completion_tokens": 128, "total_tokens": 966, "prompt_tokens_details": { "cached_tokens": 0, "audio_tokens": 0 }, "completion_tokens_details": { "reasoning_tokens": 0, "audio_tokens": 0, "accepted_prediction_tokens": 0, "rejected_prediction_tokens": 0 } }, "service_tier": "default", "system_fingerprint": "fp_644f11dd4d" } Prompt Tokens - 838 |
Predicting Invasiveness of Lung Adenocarcinoma from Chest CT with Few-shot Vision-Language Ternary Classification Modelnpj Digital Medicine - (Saturday December 20, 2025) - Frequent Updates/ npj Digital Medicine | |
![]() | Preoperative differentiation of preinvasive lesions, minimally invasive adenocarcinomas, and invasive adenocarcinomas within pure ground-glass nodules (pGGNs) is challenging. Herein, this study investigated the potential of vision-language models to assist radiologists in noninvasively predicting pGGN... Exciting advancements in lung cancer diagnostics! A recent study explores the use of a Few-shot Vision-Language Ternary Classification Model to predict the invasiveness of lung adenocarcinoma from chest CT scans. By analyzing 848 patients with pathologically confirmed pure ground-glass nodules (pGGNs), the model outperformed traditional methods, enhancing radiologists' ability to differentiate between preinvasive, minimally invasive, and invasive lesions. This innovative approach could significantly improve early diagnosis and treatment planning in oncology.#HealthcareIT #AIinMedicine #LungCancer #Radiology #MachineLearning #DigitalHealth #CancerDiagnosis As a healthcare IT expert, write a 100-word extractive summarization based on a blog post from the given text for posting on LinkedIn. The summary should capture key ideas from the entire post and its headings while staying focused, clear, and engaging. Use 5-7 relevant and popular online hashtags that are most likely to drive visibility and engagement. Avoid adding URLs or calls to action, and ensure the language is optimized for LinkedIn engagement style with a variable potential hook or attention-grabbing statement. The target audience is other healthcare IT professionals. Following is the title and text. { "id": "chatcmpl-Cp1WZ3kMMqaCfANhDmfGrOr7761ws", "object": "chat.completion", "created": 1766276623, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Exciting advancements in lung cancer diagnostics! A recent study explores the use of a Few-shot Vision-Language Ternary Classification Model to predict the invasiveness of lung adenocarcinoma from chest CT scans. By analyzing 848 patients with pathologically confirmed pure ground-glass nodules (pGGNs), the model outperformed traditional methods, enhancing radiologists' ability to differentiate between preinvasive, minimally invasive, and invasive lesions. This innovative approach could significantly improve early diagnosis and treatment planning in oncology. nn#HealthcareIT #AIinMedicine #LungCancer #Radiology #MachineLearning #DigitalHealth #CancerDiagnosis", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 12078, "completion_tokens": 126, "total_tokens": 12204, "prompt_tokens_details": { "cached_tokens": 0, "audio_tokens": 0 }, "completion_tokens_details": { "reasoning_tokens": 0, "audio_tokens": 0, "accepted_prediction_tokens": 0, "rejected_prediction_tokens": 0 } }, "service_tier": "default", "system_fingerprint": "fp_644f11dd4d" } Prompt Tokens - 12078 |










