ChatGPT Summaries
DUOS Survey: Americans Lack Confidence in Medicare/Medicaid and Face Economic HardshipHIT Consultant - (Friday August 29, 2025) - Frequent Updates/ HIT Consultant | |
![]() | Image Credit: mrsirapholWhat You Should Know:– A new survey conducted by Dynata and commissioned by DUOS, a digital health company for Medicare beneficiaries, reveals a significant level of consumer concern about the future of... A recent DUOS survey reveals that economic hardships significantly impact Americans' confidence in Medicare and Medicaid. With 73% citing financial barriers to care, concerns are particularly high among Gen Z (88%) and Millennials (80%). Notably, 42% lack confidence in future coverage, and 67% fear losing essential benefits. A staggering 69% are unaware of Medicare Advantage's supplemental offerings. Communication gaps exacerbate these issues, with 53% believing the government fails to convey available resources effectively. As we navigate these challenges, addressing rising costs and enhancing awareness of benefits is crucial for improving healthcare access. #HealthcareIT #Medicare #Medicaid #HealthEquity #DigitalHealth #PatientAccess #AIinHealthcare 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-CA1BgxO81jwUzzWoCTtvU77az1ftU", "object": "chat.completion", "created": 1756503880, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "A recent DUOS survey reveals that economic hardships significantly impact Americans' confidence in Medicare and Medicaid. With 73% citing financial barriers to care, concerns are particularly high among Gen Z (88%) and Millennials (80%). Notably, 42% lack confidence in future coverage, and 67% fear losing essential benefits. A staggering 69% are unaware of Medicare Advantage's supplemental offerings. Communication gaps exacerbate these issues, with 53% believing the government fails to convey available resources effectively. As we navigate these challenges, addressing rising costs and enhancing awareness of benefits is crucial for improving healthcare access. #HealthcareIT #Medicare #Medicaid #HealthEquity #DigitalHealth #PatientAccess #AIinHealthcare", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 952, "completion_tokens": 144, "total_tokens": 1096, "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_560af6e559" } Prompt Tokens - 952 |
KLAS Report: Commure Ambient AI Earns High Marks for Reducing Provider BurnoutHIT Consultant - (Friday August 29, 2025) - AI/ Frequent Updates/ HIT Consultant | |
![]() | What You Should Know:– A new “First Look” report from KLAS Research examines the effectiveness of Commure Ambient AI in improving provider workflows and patient care outcomes. – The report, which is based on interviews... Exciting insights from the latest KLAS report reveal that Commure Ambient AI is a game-changer for healthcare providers. With an impressive score of 93.3, this AI solution significantly reduces burnout by streamlining clinical documentation and enhancing patient interactions. Key features like multilingual support, customizable templates, and dedicated support are driving positive outcomes in clinical operations. Providers are experiencing improved quality of life and increased patient capacity, with some seeing two additional patients daily. Commure's commitment to innovation positions it at the forefront of healthcare technology.#HealthcareIT #AIinHealthcare #ProviderBurnout #ClinicalDocumentation #HealthTech #PatientCare #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-CA1G4BBTvHjkVuVEcTEIPspaGCWyk", "object": "chat.completion", "created": 1756504152, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Exciting insights from the latest KLAS report reveal that Commure Ambient AI is a game-changer for healthcare providers. With an impressive score of 93.3, this AI solution significantly reduces burnout by streamlining clinical documentation and enhancing patient interactions. Key features like multilingual support, customizable templates, and dedicated support are driving positive outcomes in clinical operations. Providers are experiencing improved quality of life and increased patient capacity, with some seeing two additional patients daily. Commure's commitment to innovation positions it at the forefront of healthcare technology. nn#HealthcareIT #AIinHealthcare #ProviderBurnout #ClinicalDocumentation #HealthTech #PatientCare #DigitalHealth", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 618, "completion_tokens": 129, "total_tokens": 747, "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_560af6e559" } Prompt Tokens - 618 |
Eyebot Raises $20M to Scale 90-Second Vision Test and Doctor-Verified PrescriptionsHIT Consultant - (Friday August 29, 2025) - Digital Health/ Frequent Updates/ HIT Consultant | |
![]() | What You Should Know:– Eyebot, the company behind the 90-second vision test kiosk that delivers doctor-verified glasses prescriptions, today announced it has raised $20 million in Series A funding. The round was led by General Catalyst,... Eyebot has raised $20M in Series A funding to revolutionize vision care with its 90-second, doctor-verified vision test kiosks. By eliminating barriers such as appointment delays and insurance issues, Eyebot has already conducted over 45,000 free tests and aims to exceed half a million annually. With plans to expand into more retail locations and enhance partnerships with eye care professionals, Eyebot is committed to making quality vision care accessible to millions. This innovative approach not only empowers patients but also supports clinicians, ensuring high satisfaction and safety in vision care.#HealthcareIT #VisionCare #Telemedicine #HealthTech #Innovation #PatientExperience #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-C9x8ibMMYfQV8LNvvDlZEG7hmVvxi", "object": "chat.completion", "created": 1756488320, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Eyebot has raised $20M in Series A funding to revolutionize vision care with its 90-second, doctor-verified vision test kiosks. By eliminating barriers such as appointment delays and insurance issues, Eyebot has already conducted over 45,000 free tests and aims to exceed half a million annually. With plans to expand into more retail locations and enhance partnerships with eye care professionals, Eyebot is committed to making quality vision care accessible to millions. This innovative approach not only empowers patients but also supports clinicians, ensuring high satisfaction and safety in vision care.nn#HealthcareIT #VisionCare #Telemedicine #HealthTech #Innovation #PatientExperience #DigitalHealth", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 820, "completion_tokens": 135, "total_tokens": 955, "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_560af6e559" } Prompt Tokens - 820 |
Canada: regional profile for digital health innovatorsDigitalHealth.London - (Friday August 29, 2025) - Daily Reads/ DigitalHealth.London | |
![]() | Are you a UK-based health innovator looking to explore international markets? Throughout 2025 and 2026, the Health Innovation Network (HIN) South London and its DigitalHealth.London programmes will be supporting innovators considering international expansion. If you’re... Canada presents a promising landscape for UK health innovators seeking international expansion. With its universal healthcare system, cultural similarities, and shared challenges, Canada offers a unique opportunity to test innovations before scaling them to the US market. The healthcare system emphasizes accessibility, mental health services, and digital modernization. However, the fragmented digital landscape requires tailored regional strategies. Innovators should focus on partnerships with universities and local networks to enhance adoption. By addressing health equity and chronic disease management, UK innovators can effectively contribute to Canada’s evolving healthcare needs.#DigitalHealth #HealthInnovation #HealthcareIT #Canada #GlobalHealth #Telehealth #HealthEquity 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-C9wWpYIlUtynkTNuIkqkVZbf3tSTw", "object": "chat.completion", "created": 1756485971, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Canada presents a promising landscape for UK health innovators seeking international expansion. With its universal healthcare system, cultural similarities, and shared challenges, Canada offers a unique opportunity to test innovations before scaling them to the US market. The healthcare system emphasizes accessibility, mental health services, and digital modernization. However, the fragmented digital landscape requires tailored regional strategies. Innovators should focus on partnerships with universities and local networks to enhance adoption. By addressing health equity and chronic disease management, UK innovators can effectively contribute to Canada’s evolving healthcare needs. nn#DigitalHealth #HealthInnovation #HealthcareIT #Canada #GlobalHealth #Telehealth #HealthEquity", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 1580, "completion_tokens": 125, "total_tokens": 1705, "prompt_tokens_details": { "cached_tokens": 1536, "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_560af6e559" } Prompt Tokens - 1580 |
Canada: regional profile for digital health innovatorsDigitalHealth.London - (Friday August 29, 2025) - Daily Reads/ DigitalHealth.London | |
![]() | Are you a UK-based health innovator looking to explore international markets? Throughout 2025 and 2026, the Health Innovation Network (HIN) South London and its DigitalHealth.London programmes will be supporting innovators considering international expansion. If you’re... Canada presents a unique opportunity for UK health innovators eyeing international expansion. With a shared commitment to universal healthcare, Canada faces similar challenges, such as an ageing population and rising health inequalities. The digital health landscape is diverse, with each province managing its own electronic health records and digital strategies. Innovators should focus on regional strategies, as uptake can vary significantly. Key considerations include regulatory alignment, data governance, and cultural adoption factors. Collaborating with universities and leveraging trade agreements can enhance market entry. Canada’s healthcare system is ripe for innovation, especially in addressing health equity and chronic disease management.#DigitalHealth #HealthInnovation #HealthcareIT #Canada #GlobalHealth #HealthEquity #Telehealth 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-C9wV1iN40OKq35q7BjbkYluzJD6Lb", "object": "chat.completion", "created": 1756485859, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Canada presents a unique opportunity for UK health innovators eyeing international expansion. With a shared commitment to universal healthcare, Canada faces similar challenges, such as an ageing population and rising health inequalities. The digital health landscape is diverse, with each province managing its own electronic health records and digital strategies. Innovators should focus on regional strategies, as uptake can vary significantly. Key considerations include regulatory alignment, data governance, and cultural adoption factors. Collaborating with universities and leveraging trade agreements can enhance market entry. Canada’s healthcare system is ripe for innovation, especially in addressing health equity and chronic disease management. nn#DigitalHealth #HealthInnovation #HealthcareIT #Canada #GlobalHealth #HealthEquity #Telehealth", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 1580, "completion_tokens": 139, "total_tokens": 1719, "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_560af6e559" } Prompt Tokens - 1580 |
HeartFocus by DESKi Launches in U.S. on Butterfly Network Handheld UltrasoundHIT Consultant - (Friday August 29, 2025) - Digital Health/ Frequent Updates/ HIT Consultant | |
![]() | What You Should Know:– HeartFocus, the revolutionary, AI-enabled cardiac imaging software developed by data-driven medtech company DESKi, today announced its U.S. commercial launch.– HeartFocus will initially be available on Butterfly Network’s handheld ultrasound devices, the FDA-cleared... Exciting news in cardiac imaging! HeartFocus, an innovative AI-enabled software by DESKi, has launched in the U.S. on Butterfly Network's handheld ultrasound devices. This FDA-cleared solution allows healthcare professionals to perform diagnostic-quality heart ultrasounds with just hours of training, addressing critical challenges like limited access to trained sonographers and long wait times. With successful clinical trials validating its efficacy, HeartFocus promises to revolutionize cardiac assessments in diverse settings—from rural clinics to high-volume triage environments. This launch is a significant step towards enhancing accessibility and transforming cardiac care delivery.#HealthcareIT #CardiacImaging #AIinHealthcare #DigitalHealth #MedTech #Ultrasound #PatientCare 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-C9x7Wf4DOMfLNCOzBN989vUA2D3M9", "object": "chat.completion", "created": 1756488246, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Exciting news in cardiac imaging! HeartFocus, an innovative AI-enabled software by DESKi, has launched in the U.S. on Butterfly Network's handheld ultrasound devices. This FDA-cleared solution allows healthcare professionals to perform diagnostic-quality heart ultrasounds with just hours of training, addressing critical challenges like limited access to trained sonographers and long wait times. With successful clinical trials validating its efficacy, HeartFocus promises to revolutionize cardiac assessments in diverse settings—from rural clinics to high-volume triage environments. This launch is a significant step towards enhancing accessibility and transforming cardiac care delivery. nn#HealthcareIT #CardiacImaging #AIinHealthcare #DigitalHealth #MedTech #Ultrasound #PatientCare", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 537, "completion_tokens": 140, "total_tokens": 677, "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_560af6e559" } Prompt Tokens - 537 |
Therapeutic Response with Genialis – Life Sciences Today Podcast Episode 24Healthcare IT Today - (Friday August 29, 2025) - Healthcare IT Today/ Videos | |
![]() | We're excited to be back for another episode of the Life Sciences Today Podcast by Healthcare IT Today. My guest today is Miha Štajdohar, Co-Founder and CTO at Genialis. Genialis develops and markets an... Exciting advancements in cancer treatment are on the horizon! In the latest episode of the Life Sciences Today Podcast, Miha Štajdohar, Co-Founder and CTO of Genialis, discusses their groundbreaking AI supermodel designed to predict therapeutic responses for cancer patients. This innovative approach could revolutionize personalized medicine, enhancing treatment efficacy and patient outcomes. Tune in to explore how AI is transforming the landscape of oncology and the future of healthcare.#HealthcareIT #AIinHealthcare #CancerTreatment #PersonalizedMedicine #HealthTech #LifeSciences #Innovation 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-C9yzwd3Bm5JAhXbpNWR4ebA4Ed0cB", "object": "chat.completion", "created": 1756495464, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Exciting advancements in cancer treatment are on the horizon! In the latest episode of the Life Sciences Today Podcast, Miha Štajdohar, Co-Founder and CTO of Genialis, discusses their groundbreaking AI supermodel designed to predict therapeutic responses for cancer patients. This innovative approach could revolutionize personalized medicine, enhancing treatment efficacy and patient outcomes. Tune in to explore how AI is transforming the landscape of oncology and the future of healthcare. nn#HealthcareIT #AIinHealthcare #CancerTreatment #PersonalizedMedicine #HealthTech #LifeSciences #Innovation", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 244, "completion_tokens": 111, "total_tokens": 355, "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_560af6e559" } Prompt Tokens - 244 |
We have a long way to go to make people healthy in the first place. #healthtech #ushealthcare | |
![]() | We have a long way to go to make people healthy in the first place. We have to think differently.... Transforming healthcare requires a shift in mindset. To truly enhance population health, we must prioritize preventive measures and innovative solutions that address root causes rather than just symptoms. Emphasizing technology's role in this evolution, we can leverage data and digital tools to empower individuals and improve outcomes. The journey to better health is complex, but with a collaborative approach, we can pave the way for a healthier future. Let's rethink our strategies and embrace change to foster a healthier society.#HealthTech #USHealthcare #DigitalHealth #PreventiveCare #InnovationInHealthcare #HealthIT #PopulationHealth 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-CA1UnocDTAYbhpebpnqiOmSFGtjdw", "object": "chat.completion", "created": 1756505065, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Transforming healthcare requires a shift in mindset. To truly enhance population health, we must prioritize preventive measures and innovative solutions that address root causes rather than just symptoms. Emphasizing technology's role in this evolution, we can leverage data and digital tools to empower individuals and improve outcomes. The journey to better health is complex, but with a collaborative approach, we can pave the way for a healthier future. Let's rethink our strategies and embrace change to foster a healthier society. nn#HealthTech #USHealthcare #DigitalHealth #PreventiveCare #InnovationInHealthcare #HealthIT #PopulationHealth", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 171, "completion_tokens": 117, "total_tokens": 288, "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_560af6e559" } Prompt Tokens - 171 |
Rethinking suicide related searches and their association with suicide rates, attempts, and self harm hospitalisationnpj Digital Medicine - (Friday August 29, 2025) - Frequent Updates/ npj Digital Medicine | |
![]() | This study explored the relationship between Google search volumes for suicide-related keywords and suicide, attempt, and self-harm hospitalisation rates across three investigations in Indonesia and Australia. While past research suggested a link between suicide-related... Understanding the relationship between online suicide-related searches and actual suicide rates is crucial for effective intervention strategies. Recent research reveals that while search volumes for suicide methods correlate with suicide attempts and self-harm hospitalizations, they do not consistently predict suicide rates. This highlights the importance of keyword categorization in assessing risk. By leveraging insights from the Integrated Motivational-Volitional Model of Suicidal Behavior, we can better tailor prevention efforts. As healthcare IT professionals, let's explore how digital trends can inform our strategies for mental health support.#MentalHealth #SuicidePrevention #HealthcareIT #DigitalHealth #DataAnalytics #PublicHealth #Epidemiology 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-C9tks475UuXX5PG9lkWikirTA67uX", "object": "chat.completion", "created": 1756475310, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "Understanding the relationship between online suicide-related searches and actual suicide rates is crucial for effective intervention strategies. Recent research reveals that while search volumes for suicide methods correlate with suicide attempts and self-harm hospitalizations, they do not consistently predict suicide rates. This highlights the importance of keyword categorization in assessing risk. By leveraging insights from the Integrated Motivational-Volitional Model of Suicidal Behavior, we can better tailor prevention efforts. As healthcare IT professionals, let's explore how digital trends can inform our strategies for mental health support. nn#MentalHealth #SuicidePrevention #HealthcareIT #DigitalHealth #DataAnalytics #PublicHealth #Epidemiology", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 24961, "completion_tokens": 130, "total_tokens": 25091, "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_560af6e559" } Prompt Tokens - 24961 |
Robustness tests for biomedical foundation models should tailor to specificationsnpj Digital Medicine - (Friday August 29, 2025) - Frequent Updates/ npj Digital Medicine | |
![]() | The rise of biomedical foundation models creates new hurdles in model testing and authorization, given their broad capabilities and susceptibility to complex distribution shifts. We suggest tailoring robustness tests according to task-dependent priorities and... The rise of biomedical foundation models (BFMs) necessitates robust testing tailored to specific applications. This blog emphasizes the importance of customizing robustness assessments to address task-dependent priorities, enhancing model reliability in dynamic healthcare environments. By integrating granular notions of robustness into predefined specifications, we can standardize evaluations throughout the model lifecycle, bridging abstract regulatory frameworks with practical testing procedures. This approach not only mitigates risks associated with model deployment but also fosters a culture of accountability among developers and users alike.#HealthcareIT #MachineLearning #AIinHealthcare #BiomedicalEngineering #RobustnessTesting #DigitalHealth #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-C9tiZZ0SyvMstUyxBjL6bH9PHV9qP", "object": "chat.completion", "created": 1756475167, "model": "gpt-4o-mini-2024-07-18", "choices": [ { "index": 0, "message": { "role": "assistant", "content": "The rise of biomedical foundation models (BFMs) necessitates robust testing tailored to specific applications. This blog emphasizes the importance of customizing robustness assessments to address task-dependent priorities, enhancing model reliability in dynamic healthcare environments. By integrating granular notions of robustness into predefined specifications, we can standardize evaluations throughout the model lifecycle, bridging abstract regulatory frameworks with practical testing procedures. This approach not only mitigates risks associated with model deployment but also fosters a culture of accountability among developers and users alike. nn#HealthcareIT #MachineLearning #AIinHealthcare #BiomedicalEngineering #RobustnessTesting #DigitalHealth #HealthTech", "refusal": null, "annotations": [] }, "logprobs": null, "finish_reason": "stop" } ], "usage": { "prompt_tokens": 21258, "completion_tokens": 120, "total_tokens": 21378, "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_560af6e559" } Prompt Tokens - 21258 |












