#Medical Datasets

[globosetechnologysolution]

Medical Datasets represent the cornerstone of healthcare innovation in the AI era. Through careful analysis and interpretation, these datasets empower healthcare professionals to deliver more accurate diagnoses, personalized treatments, and proactive interventions. At Globose Technology Solutions, we are committed to harnessing the transformative power of medical datasets, pushing the boundaries of healthcare excellence, and ushering in a future where every patient will receive the care they deserve.

[globosetechnologysolutins]

AI Training Data For Healthcare Industry

A high-resolution image showcasing a healthcare environment, perhaps a hospital corridor, a medical lab, or a digital health interface.

[gtsaiss]

The Use of Healthcare Datasets in Developing Patient Monitoring Solutions

In recent years, healthcare datasets have emerged as a powerful tool for developing patient monitoring solutions. By leveraging these datasets, researchers and healthcare providers can gain valuable insights into patient health, treatment outcomes, and disease patterns, which can inform the development of more effective and personalized patient monitoring solutions. In this blog post, we'll explore how healthcare datasets are being used to develop patient monitoring solutions and the benefits and challenges associated with this approach.

The Role of Healthcare Datasets in Developing Patient Monitoring Solutions

Patient monitoring solutions are designed to track and analyze patient health data over time, with the goal of identifying trends, patterns, and anomalies that can inform clinical decision-making and improve patient outcomes. These solutions typically rely on data from a variety of sources, including patient medical records, diagnostic tests, and sensor data from wearables and other devices.

Healthcare datasets offer a valuable source of data for developing patient monitoring solutions. These datasets can include a wide range of data types and sources, such as electronic health records (EHRs), claims data, clinical trial data, and public health data. By analyzing these datasets, researchers and healthcare providers can gain insights into patient health and treatment outcomes, identify patterns and trends in disease incidence and prevalence, and develop more personalized and effective patient monitoring solutions.

One example of the use of healthcare datasets in developing patient monitoring solutions is the development of predictive models for patient readmissions. By analyzing data from EHRs and claims data, researchers can identify factors that increase the risk of patient readmissions, such as comorbidities, previous hospitalizations, and medication use. This information can be used to develop predictive models that can identify patients who are at high risk of readmission, enabling healthcare providers to intervene early and prevent readmissions from occurring.

Another example is the use of sensor data from wearables and other devices in patient monitoring. By collecting data on patient vital signs, activity levels, and other health metrics, these devices can provide real-time insights into patient health and enable more personalized and targeted interventions. By analyzing this data in combination with other healthcare datasets, researchers can develop more accurate and effective patient monitoring solutions that can improve patient outcomes.

Benefits of Using Healthcare Datasets in Developing Patient Monitoring Solutions

There are several key benefits to using healthcare datasets in developing patient monitoring solutions, including:

Improved accuracy: Healthcare datasets provide a rich source of data that can help improve the accuracy of patient monitoring solutions. By analyzing a wide range of data types and sources, researchers can gain a more complete picture of patient health and treatment outcomes, enabling them to develop more accurate and effective monitoring solutions.

Personalization: Healthcare datasets can be used to develop more personalized patient monitoring solutions. By analyzing data on patient demographics, medical history, and treatment outcomes, researchers can develop solutions that are tailored to individual patients' needs, improving the effectiveness of care and reducing the risk of adverse outcomes.

Cost-effectiveness: Healthcare datasets can help improve the cost-effectiveness of patient monitoring solutions. By identifying high-risk patients early and intervening before complications occur, healthcare providers can reduce the need for expensive hospitalizations and procedures, resulting in cost savings for both patients and healthcare organizations.

Challenges of Using Healthcare Datasets in Developing Patient Monitoring Solutions

While there are many benefits to using healthcare datasets in developing patient monitoring solutions, there are also several challenges associated with this approach, including:

Data quality: Healthcare datasets are often fragmented and inconsistent, which can make it challenging to ensure data quality. Data may be missing, incomplete, or contain errors, which can compromise the accuracy and effectiveness of patient monitoring solutions. Data privacy and security: Healthcare datasets contain sensitive patient information, which is subject to strict privacy and security regulations. Healthcare organizations must ensure that patient data is protected from unauthorized access, while also complying with data privacy regulations such as HIP AA. Data interoperability: Healthcare datasets are often stored in disparate systems and formats, which can make it difficult to share data and integrate it into patient monitoring solutions. This can create silos of information that limit the effectiveness of patient monitoring solutions. Ethical concerns: The use of healthcare datasets in developing patient monitoring solutions raises ethical concerns around data privacy, informed consent, and potential biases in the data. Healthcare organizations must ensure that they are transparent about the use of patient data and that they are using it in a responsible and ethical manner.

Best Practices for Using Healthcare Datasets in Developing Patient Monitoring Solutions

To overcome these challenges and realize the benefits of using healthcare datasets in developing patient monitoring solutions, healthcare organizations should follow best practices such as:

Ensuring data quality:

Healthcare organizations should implement processes to ensure data quality, including data validation, normalization, and cleaning. This can help ensure that the data used in patient monitoring solutions is accurate and reliable.

Implementing robust data privacy and security measures:

Healthcare organizations should implement robust data privacy and security measures to protect patient data from unauthorized access. This can include encryption, access controls, and data anonymization techniques.

Promoting data interoperability:

Healthcare organizations should promote data interoperability by implementing standards for data exchange and ensuring that data is stored in formats that can be easily shared and integrated into patient monitoring solutions.

Addressing ethical concerns:

Healthcare organizations should address ethical concerns around the use of patient data by being transparent about the use of data, obtaining informed consent, and ensuring that the data is used in a responsible and ethical manner.

Conclusion

Healthcare datasets are a valuable source of data for developing patient monitoring solutions that can improve patient outcomes and reduce healthcare costs. By analyzing data from a variety of sources, healthcare organizations can gain valuable insights into patient health and treatment outcomes, enabling them to develop more personalized and effective monitoring solutions. However, healthcare organizations must also address the challenges associated with healthcare datasets, including data quality, data privacy and security, data interoperability, and ethical concerns. By following best practices in the use of healthcare datasets, healthcare organizations can overcome these challenges and realize the full potential of patient monitoring solutions.

How can GTS help you?

Quality Datasets are required in AI in healthcare, which must be annotated in order for the AI algorithms to understand them. However, you cannot simply scrape data from any channel and maintain integrity standards. This is why it is critical to rely on service providers like Global Technology Solutions, who provide a diverse range of reliable and relevant healthcare datasets for enterprises to use.

[segmed]

Real-World Imaging Datasets to Enhance Precision Medicine

Healthcare is shifting gears—from one-size-fits-all approaches to precision medicine, where treatment is tailored to each patient’s unique characteristics. While genomics and EHRs have long powered this evolution, a largely untapped resource is emerging as a game changer: Real-World Imaging Datasets (RWiD). In our latest blog, we explore: ✅ How RWiD complements genomic and clinical data ✅ Its role in identifying disease subpopulations and accelerating drug development ✅ How AI and radiomics are transforming raw medical images into actionable insights ✅ Challenges in using RWiD—and how to overcome them 💡 Plus, learn how Segmed’s regulatory-grade datasets and expert support are empowering researchers and clinicians to deliver personalized treatments with greater precision and confidence. This read is for you if you're working at the intersection of AI, healthcare, or drug development.

For more details, read: https://www.segmed.ai/resources/blog/real-world-imaging-datasets-to-enhance-precision-medicine

[shaip]

Top 19 Medical Datasets to Supercharge Your Machine Learning Models

[globosetechnologysolution]

Medical Datasets represent the cornerstone of healthcare innovation in the AI era. Through careful analysis and interpretation, these datasets empower healthcare professionals to deliver more accurate diagnoses, personalized treatments, and proactive interventions. At Globose Technology Solutions, we are committed to harnessing the transformative power of medical datasets, pushing the boundaries of healthcare excellence, and ushering in a future where every patient will receive the care they deserve.

[wilwheaton]

Trump had given Musk and his operatives carte blanche to tap any unclassified system they pleased. One of their first stops: a database previously breached more than a decade ago by alleged Chinese cyberspies that contained investigative files on tens of millions of US government employees. Other storehouses thrown open to DOGE may have included federal workers’ tax records, biometric data, and private medical histories, such as treatment for drug and alcohol abuse; the cryptographic keys for restricted areas at federal facilities across the country; the personal testimonies of low-income-housing recipients; and granular detail on the locations of particularly vulnerable children. What did DOGE want with this kind of information? None of it seemed relevant to Musk’s stated aim of identifying waste and fraud, multiple government finance, IT, and security specialists told WIRED. But in treating the US government itself as a giant dataset, the experts said, DOGE could help the Trump administration accomplish another goal: to gather much of what the government knows about a given individual, whether a civil servant or an undocumented immigrant, in one easily searchable place. WIRED spoke with more than 150 current and former federal employees, experts, and Musk supporters across more than 20 agencies to expose the inner workings of DOGE. Many of these sources requested anonymity to speak candidly about what DOGE has done—and what it might do next.

Inside Elon Musk’s ‘Digital Coup’ | WIRED

This is sickening. Take the time to read this whole article, and be informed. You need to know who these criminals are, and what they are doing to our personal, private, deeply NOT THEIR FUCKING BUSINESS information.

[hylianengineer]

This is very validating. I make charts and graphs of my symptoms but have thus far resisted the urge to show them to my doctors because I thought they would think it was weird. I did infodump about the statistics of my PMS symptoms once and I think it may be the most autistic thing I've done in my entire life. I am both embarrassed and very proud of myself for that.

Also, those statistics are how I figured out my depression got worse immediately before my periods, which as it turns out is A Thing. Knowing that and being able to explain to my OBGYN what was going on has made my life so much beter. Hooray for the power of data and infodumping!

I love my patients. Like, I tend to attract former engineers, and they bring me detailed spreadsheets, and sometimes it’s unnecessary and sometimes it’s amazing. And sometimes there are graphs about their gas.

[saywhat-politics]

A federal judge has ordered federal health agencies to restore websites and datasets that were abruptly pulled down beginning in late January, prompting an outcry from medical and public health communities.

The temporary restraining order was granted in response to a lawsuit filed against the federal government by Doctors for America (DFA), a progressive advocacy group representing physicians, and the nonprofit Public Citizen, a consumer advocacy group.

Trump administration purges websites across federal health agencies

The pages that are now set to be revived include information for patients about HIV testing and HIV prevention medication, guidance on contraceptives, data on adolescent and youth mental health, and an action plan for improving enrollment of underrepresented populations in clinical trials.

Judge John Bates with the U.S. District Court for the District of Columbia, who was appointed by President George W. Bush in 2001, said the sudden loss of these resources had jeopardized the work of clinicians and public health. "It bears emphasizing who ultimately bears the harm of defendants' actions: everyday Americans, and most acutely, underprivileged Americans, seeking healthcare," he wrote in his opinion.

[segmed]

Generating Chest X-Rays with AI: Insights from Christian Bluethgen | Episode 24 - Bytes of Innovation

Join Christian Bluethgen in this 32-minute webinar as he delves into RoentGen, an AI model synthesizing chest X-ray images from textual descriptions. Learn about its potential in medical imaging, benefits for rare disease data, and considerations regarding model limitations and ethical concerns.

[gtsconsultantin]

Future Trends: The Role of Machine Learning in Advancing Medical Datasets

Introduction:

As artificial intelligence and machine learning technologies progress, their application within the healthcare sector is paving the way for unprecedented advancements. A critical element of this evolution is the enhancement and development of Machine Learning Medical Datasets, which form the backbone of machine learning algorithms. These datasets are instrumental in driving improvements in diagnosis, treatment, and overall patient care. This article examines the forthcoming trends in machine learning and the transformation of medical datasets to address the complexities of contemporary healthcare.

The Increasing Significance of Medical Datasets

Medical datasets extend beyond mere compilations of patient information; they represent vital resources that propel technological innovations in healthcare. Through the analysis of these datasets, machine learning algorithms can:

Identify diseases at earlier stages with improved precision.

Tailor treatments to align with individual patient characteristics.

Forecast public health trends and potential outbreaks.

Optimize operational processes within healthcare institutions.

As the need for these capabilities escalates, the methodologies for collecting, organizing, and leveraging medical datasets are experiencing a profound shift.

Emerging Trends in Machine Learning and Medical Datasets

Generation of Synthetic Data

In response to privacy issues and the limited availability of specific medical data types, the generation of synthetic data is becoming increasingly popular. By employing techniques such as Generative Adversarial Networks (GANs), researchers can produce artificial datasets that closely resemble authentic medical data while safeguarding patient privacy.

Impact: Enables more effective training of machine learning models without risking confidentiality.

Example: Synthetic imaging datasets for uncommon medical conditions.

Integration of Multi-Modal Datasets

Future medical datasets are expected to encompass a variety of data types, including imaging, genomic information, clinical documentation, and data from wearable devices. This comprehensive approach allows machine learning models to extract insights from a wide array of sources.

Impact: Promotes thorough patient evaluations and improved outcomes.

Example: Example: Combining MRI scans with genetic profiles for cancer treatment optimization.

Real-Time Data Streams

The rise of wearable technology and the Internet of Things (IoT) in the healthcare sector has made real-time data streams an essential element of medical datasets. These streams facilitate ongoing monitoring of patient health, which allows for timely interventions.

Impact: Supports predictive analytics and immediate health monitoring.

Example: Continuous glucose monitoring data utilized for diabetes management.

Decentralized and Federated Learning

Federated learning enables the training of machine learning models on decentralized data that is distributed across various institutions, thereby removing the necessity to centralize sensitive data.

Impact: Encourages collaboration while safeguarding data privacy.

Example: Federated learning applied to diagnostic models across hospitals.

Enhanced Annotation with AI Assistance

The process of annotating medical datasets is often labor-intensive and requires specialized knowledge. AI-assisted annotation tools are streamlining this task by automating repetitive activities and enhancing the accuracy of annotations.

Impact: Accelerates the creation of datasets with improved precision.

Example: AI tools employed for identifying anomalies in medical imaging.

Open Access and Collaborative Platforms

Platforms such as GTS.AI Healthcare Datasets are democratizing access to medical datasets, promoting innovation by allowing researchers globally to contribute to and utilize data.

Impact: Speeds up research and encourages international collaboration.

Example: Public datasets available for COVID-19 research.

Challenges and Opportunities

Despite the promising nature of these trends, several challenges need to be addressed:

Data Privacy: Striking a balance between innovation and adherence to ethical and regulatory standards.

Bias in Data: Ensuring that datasets reflect diverse populations to prevent biased results.

Integration Complexity: The amalgamation of data from various sources necessitates advanced tools and standards.

There are significant opportunities for researchers and developers who can navigate these challenges. By harnessing advanced datasets and machine learning techniques, the potential for transformative discoveries in healthcare is immense.

Conclusion

The advancement of medical datasets is central to the machine learning transformation within the healthcare sector. Emerging trends such as synthetic data, multi-modal datasets, and federated learning are facilitating the development of more precise, ethical, and significant innovations. Resources like Globose Technology Solutions. AI Healthcare Datasets play a crucial role in this progress, offering accessible tools to support the forthcoming wave of medical research.

By adopting these trends, we can envision a future in which machine learning not only improves medical research but also revolutionizes patient care worldwide.

[natsaffection]

Ohh an idea 💡 in my head and I know you are perfect to write this, basically reader is working at a company that is run by bad guys but doesn't know it, so natasha is sent on a mission to get close to her and gather Intel, so couple weeks pass and reader finds out in the most distraught way which causes her to end everything with Natasha but still have a good heart decides to give everything natasha needs to take down the company, (happy ending or sad ending either works) 💝

Showing everything. | N.R

Warnings: Just Angst?

Word count: 8,4k

A/n: I'm so grateful every time I finish a Ask that's been on my list for weeks. So thank you for your patience each time. 🫶🏼

You had always dreamed of finding a job where you could make a difference in the world, but you never thought it would come in the form of an elegant office in the heart of New York City. The building, a towering glass structure shimmering in the sunlight, housed one of the city's most prestigious companies. Kinetica Industries. They were known for their groundbreaking technology and humanitarian efforts, advancing medical equipment and energy supply that had revolutionized the industry. It was a dream job, almost impossible to turn down.

You stumbled upon the opportunity by chance. A late night scrolling through endless job listings led you to Kinetica's website. The company was looking for someone with your exact skills: data analysis and project management. The job description was vague but intriguing. Analyzing trends, managing large datasets, coordinating with various departments. It sounded challenging yet rewarding, the kind of opportunity you needed to prove yourself. The application process was quick, almost too quick. A few online assessments, a virtual interview with a charming man who headed your department, and within a week, you were offered the job. They said they were impressed by your resume, your background in bioinformatics, and your impeccable reputation. The salary was more than generous, with benefits that seemed almost too good to be true. But eager to start fresh and leave the stagnation of your previous job behind, you didn't question it further. You accepted immediately.

Your first day was a whirlwind of activity. The office itself was as impressive as the building's exterior. Elegant, modern, with floor-to-ceiling windows offering a panoramic view of the city. The air buzzed with innovation, with teams of people tirelessly working on the next big thing. You were given a tour, introduced to your colleagues. Bright, motivated people who all seemed to share your enthusiasm for the work. Your role was exactly as described, but with a small twist. You were part of a special project they called "The Initiative." It involved collecting and analyzing data from various sources to create predictive models that could be used for everything from disease prevention to energy distribution. It sounded noble, and you were thrilled to be part of something that could change the world.

But as you settled into your new role, you couldn't help but notice the layers of secrecy surrounding certain aspects of your work. Some files were restricted, accessible only with special clearance. Occasionally, your requests for specific datasets were met with vague answers or outright refusal. But whenever doubts arose, you reminded yourself that every company had its secrets, especially one as influential as Kinetica.

Meanwhile, in a dimly lit office in the underground levels of S.H.I.E.L.D. headquarters, Natasha Fury sat across from you, the tension in the air almost palpable. "Romanoff," Fury began, his single eye piercing through the twilight, "we have a problem. Kinetica Industries." Natasha leaned back in her chair, arms crossed. "The tech company? They've been on our radar for a while, haven't they?"

"They have." Fury confirmed. "But new intel suggests they're more than just a tech company. We believe they're a front for something far more dangerous. We suspect they're involved in illegal arms trading, possibly even human experimentation. But we need proof." Natasha nodded, understanding where this was going. "And that's where I come in."

"Exactly. We've identified someone on the inside, Y/N Y/L/N. She's new, only started about a week ago. As far as we can tell, she's clean. No criminal record, no ties to any organizations. She's the perfect target to infiltrate." Natasha leaned forward, studying the file Fury slid across the table. Your face stared back at her from the photo clipped to the top of the file, a bright smile, eyes full of hope. Natasha couldn't help but feel a pang of guilt, but she pushed it aside. This was a mission, and she had a job to do.

"What's the plan?" she asked, flipping through the file. "You'll go undercover as someone with a similar background, a data analyst, someone they might hire if the current employee doesn't work out. Your task is to gain her trust, find out what Y/n knows. If she's innocent, she might unknowingly be sitting on crucial information. If not.."

"I'll find out," Natasha finished, her voice cold and determined. Fury nodded, satisfied. "We need to act fast. Every day we wait is another day Kinetica could move their operations. I'm counting on you, Romanoff." Natasha stood up, tucking the file under her arm. "I won't let you down."

As she left Fury's office, her thoughts were already spinning with possibilities, strategies, and the cool detachment that came with every undercover mission. She knew this wouldn't be easy. You were innocent, or at least you seemed to be. But Natasha had learned the hard way that appearances could be deceiving. Her mission was clear: get close to you, gather the information, and expose Kinetica for what they really were. But as she prepared to step into your world, Natasha couldn't shake the feeling that this mission would become more complicated than she anticipated.

Your first weeks at Kinetica Industries were a whirlwind of new faces, complex datasets, and an overwhelming amount of information. You were slowly getting used to the office routine when you heard about the new hire. Natalie Rushman, as she was introduced, joined the team on a bright Monday morning. You first heard about her during the daily briefing. Your department head mentioned that Natalie was hired to assist with data analysis, given the increasing workload from "The Initiative."

"I want you to show her the ropes." Your boss said, his tone implying it was not a request. "She has a similar background to you, and I think you two will work well together." You nodded, trying to hide the concern you felt about being responsible for training someone so soon after starting yourself. You hadn't fully mastered your own tasks yet, and now you were supposed to mentor someone else? But you forced a smile and agreed, hoping that Natalie would be as easygoing as she seemed in her brief introduction.

It wasn't until later in the morning that you finally met her. You were in the office kitchen, struggling with the intricate espresso machine that seemed designed to torment anyone who wasn't a seasoned barista. You had managed to spill coffee grounds everywhere when you heard someone clear their throat behind you.

You turned around and saw Natalie standing there, a slight smile on her lips. Her red hair was tied back in a neat ponytail, and she wore a white blouse and tailored black pants that made her look effortlessly professional. "Need some help?" Natalie asked, her voice warm and slightly amused. You laughed, embarrassed to be caught in the middle of your coffee disaster. "I think this machine was designed by someone who hates caffeine addicts."

Natalie stepped forward, gently nudging you aside. "Mind if I give it a try? I've had my fair share of battles with these things."

"Be my guest." you replied gratefully, stepping back. Natalie moved with practiced ease, quickly coaxing the machine into cooperation and brewing two perfect cups of espresso. She handed you one, which you accepted with a wide grin. "You're a lifesaver." you said, taking a sip. The coffee was perfectm. Rich, smooth, and exactly what you needed to get through the rest of the day. "I'm Y/n, by the way. I'm supposed to show you around today."

"Natalie." she replied, her smile deepening. "And I appreciate the help. The first days are always a bit overwhelming."

"Don't I know it.." you said, rolling your eyes playfully. "I'm still trying to figure out where half the supplies are kept around here." Natalie laughed, a genuine but slightly guarded sound, as if she was still feeling out her new environment. "I'm sure we'll figure it out together. So, what exactly are we working on?" You began explaining the project to her, giving her an overview of "The Initiative" and what your roles would be. As you spoke, you noticed that Natalie was a good listener, nodding at the right moments and asking insightful questions. It was clear she knew what she was talking about, and you felt a little more at ease, knowing you weren't dealing with a complete novice.

"So," Natalie said as you walked back to the office with your coffees in hand, "what made you decide to work here?" You shrugged, trying to put your thoughts into words. "I guess I wanted to be part of something bigger, you know? Kinetica is doing some amazing things..or at least that's what they tell us. It's nice to think that the work we're doing here might actually make a difference."

Natalie nodded thoughtfully, as if considering her own reasons for being here. "I can understand that. It's nice to feel like what you're doing matters." You arrived at your desk, which was temporarily doubling as Natalie's workspace until hers was ready. You showed her how to log into the system, where to find the files she needed, and how to navigate the company's complex database. As you worked together, you noticed how quickly Natalie picked everything up. She seemed almost too proficient, as if she knew the system better than someone on their first day should. But you brushed the thought aside, some people were just quick learners, you thought.

The day passed smoothly, with the two of you working side by side and getting to know each other in small increments between tasks. Natalie was friendly but reserved, sharing just enough about herself to seem open without giving too much away. You found that you liked your new colleague, appreciating her calm demeanor and quick mind.

By the end of the day, you had made significant progress on your tasks, and you were starting to feel a sense of camaraderie with Natalie. As you prepared to leave, you turned to her with a smile. “Thanks for today, Natalie. You made my job a lot easier.” Natalie returned the smile, her green eyes sparkling in the fading daylight. “The feeling is mutual. I think we’re going to make a great team.” You nodded, feeling a warmth in your chest that you hadn’t expected. Maybe this new job wouldn’t be so overwhelming after all..

In the weeks that followed, the bond between you and Natalie deepened, evolving from a close friendship into something more intense, something charged. There was a tension between you that neither of you could ignore, a pull that grew stronger with every shared glance, every lingering touch. You had danced around your feelings for each other for a while, but the unspoken words were becoming harder to bear.

One evening, after another long day at the office, you found yourselves alone in the break room once again. The city lights cast a soft glow through the windows, the hum of the air conditioning the only sound breaking the silence. You sat closer than usual, your shoulders touching as you picked at the remnants of a shared dinner. Your heart raced, the proximity making it difficult to focus on anything other than the warmth of Natalie’s body next to yours.

“Natalie..” you began hesitantly, “I need to tell you something.” Natalie looked up from her food, her green eyes locking onto yours with an intensity that took your breath away. “What is it?”

You took a deep breath, gathering your courage. “I..I’ve been trying to understand these feelings I have for you.. I never thought I’d feel this way about someone I work with, but I can’t keep pretending it’s not there. I care about you, Natalie. More than just as a friend.” The words hung heavy in the air between you, filled with the weight of their honesty. You watched Natalie closely, searching her face for any sign of rejection or discomfort. But what you saw instead was a softening in her expression, a warmth that she hadn’t fully shown before.

“Y/n,” Natalie said softly, reaching out to take your hand, “I feel the same way. I’ve tried to keep my distance, to stay professional, but..I can’t help it. I love you.” Your heart leaped at her confession, your pulse quickening as the truth settled between you. “You.. you love me?”

Natalie nodded, her thumb gently stroking the back of your hand. “Yes, I do. And I’ve been so scared of what that means, but I can’t deny it any longer. I love you, Y/n.” The relief that washed over you was almost overwhelming, and without thinking, you leaned in and pressed your lips to Natalie’s in a kiss that was soft, tentative, and filled with all the emotions you had both been holding back.

Natalie responded immediately, her hand coming up to cup your cheek as she deepened the kiss, letting all her unspoken feelings flow into it. It was a moment of pure connection, where nothing else existed but the two of you and the love you shared. When you finally pulled away, both of you were breathless, your foreheads resting against each other as you tried to process what had just happened.

“I can’t believe this is real..” you whispered, your voice trembling with emotion. “It is,” Natalie murmured, her eyes shining with affection. “I’m here, and I’m not going anywhere.”

For a moment, everything felt perfect. But as the warmth of the moment began to fade, a sharp pang of guilt pierced Natasha’s heart. She had just confessed her love to you, but the truth was far more complicated than she could admit. She wasn’t just Natalie Rushman, a data analyst who had fallen for her colleague..she was Natasha Romanoff, a spy sent to gather information from the woman she had just professed her love to.

As you sat there, your hand still in hers, Natasha knew she was at a crossroads. She had sworn to get the information she needed, to complete the mission no matter what. But now, with the thought of betraying you, her stomach twisted with guilt. “Y/n,” Natasha began, her voice heavy with what she was about to say, “I want us to be completely honest with each other. Totally honest. I need to know..is there anything about our project, about Kinetica, that seems strange to you? Anything that doesn’t add up?”

You frowned slightly, confused by the sudden change in topic. “What do you mean?” Natasha hesitated, hating herself for what she had to do, but knowing she had no choice. “I’ve just..noticed a few things that don’t quite fit. Some files that are restricted, some data that doesn’t quite match up. I thought maybe you’d noticed it too.” Your brow furrowed as you thought back over the past few months. “Well, there have been a few things that seemed odd, but I just figured it was part of working at such a high-level company. Why do you ask?”

Natasha swallowed hard, forcing herself to keep up the pretense. “I’m just worried, that’s all. I want to make sure we’re not missing anything important.” You nodded slowly, still puzzled but trusting Natalie’s concern. “I’ll keep an eye out, and if I notice anything, I’ll let you know. But..can we not talk about work right now? I just want to enjoy this moment with you.”

Natasha’s heart clenched at your words, the guilt threatening to overwhelm her. She had just used your moment of vulnerability to fish for information, and the realization made her feel sick. But she forced herself to push the guilt aside, to focus on the mission, even as it tore her apart inside. “Of course.” Natasha said softly, pulling you closer and kissing you again, trying to lose herself in the warmth and love she felt for you.

Weeks passed, and the bond between you and Natalie grew even deeper. Your relationship had blossomed into something beautiful, a refuge in the midst of the high-pressure jobs at Kinetica Industries. You spent as much time together as possible..dinners, quiet nights with movies, and long walks through the city. For you, it felt like you had finally found someone who understood you, someone you could trust completely. But for Natasha, the lines between her mission and her feelings for you were becoming increasingly blurred.

The guilt Natasha felt was a constant companion, gnawing at her whenever she saw your trusting smile or felt the warmth of your hand in hers. Natasha knew she was deceiving you, but every time she considered telling you the truth, the weight of her duty as an agent held her back. She had a job to do, and despite her feelings, she couldn’t abandon it.

One evening, after a particularly long day at the office, you invited Natasha to your place. You were behind on some work and needed to finish a report for the next day, but you didn’t want to miss out on spending time with Natalie. Natasha agreed, glad for any excuse to spend more time with you.

Your apartment was cozy and inviting, filled with the little details Natasha had come to love. Bookshelves overflowing with novels, a small collection of plants by the window, and a few framed photos of you with your family. You settled together on the couch, you with your laptop and Natasha with a book she had picked from your shelf. “I’m sorry I have to work tonight..” you said, giving Natasha an apologetic smile. “I just need to finish this report, and then I’m all yours.”

“Don’t worry.” Natasha replied with a smile of her own. “I’m just happy to be here with you. Take your time.” As you focused on your work, Natasha found herself watching you more than reading the book in her hands. The way your brow furrowed slightly when you were deep in thought, the absent-minded way you tucked a strand of hair behind your ear. All of it made Natasha’s heart ache with affection and guilt. But as much as she wanted to lose herself in these feelings, Natasha couldn’t forget why she was there. This was an opportunity she couldn’t pass up. Your work might hold the key to the information S.H.I.E.L.D. needed, and Natasha had to take advantage of it, no matter how much it tore her up inside.

After about an hour, you stood up and stretched, yawning. “I need to make some tea. Want anything?”

Natasha nodded her head, giving you a reassuring smile. “This would be grate.” As you disappeared into the kitchen, Natasha’s heart pounded in her chest. This was her chance. She had to act quickly. She set the book aside and moved quietly to your laptop. The screen was still on, showing the report you were working on, but Natasha’s focus was on the folders and files scattered across the desktop. She opened one labeled “Project Data” her hands trembling slightly as she navigated through the documents.

Natasha scanned the files, her sharp eyes searching for anything that stood out or seemed significant. Most of the documents were routine. Xatasets, project reports, emails. But then she found something: a file titled “Confidential Research Notes.”

Her heart raced as she opened it and found a series of notes detailing experiments and datasets that she hadn’t seen before. It was more detailed than anything you had shown her at work, and as Natasha read through it, she realized it contained the kind of information S.H.I.E.L.D. had been looking for..details about Kinetica’s involvement in potentially illegal research, experiments that crossed ethical boundaries.

She heard the clink of a teacup in the kitchen, and panic surged through her. Quickly, Natasha copied the file onto a USB stick she had hidden in her bag. She had just closed the file when you returned, carrying twocups of tea. “Here you go.” you said with a smile, handing one of the cups to Natasha. “Thanks.” Natasha replied, taking the cup with slightly trembling hands and praying that you hadn’t noticed anything unusual.

You settled back down on the couch, taking a sip of your tea and letting out a contented sigh. “The report is almost done. After that, we can watch the movie you mentioned.” Natasha forced a smile, trying to push down the gnawing guilt and the tight knot in her stomach. “That sounds great.”

As you returned to your work, Natasha tried to relax, but the weight of what she had just done loomed over her. She had gathered the information she needed, but at the cost of betraying your trust. For the rest of the evening, Natasha was distant, her mind racing with thoughts of what would happen next.

You noticed the change in her demeanor and reached out to touch her arm, concern evident in your eyes. “Hey, is everything okay?” Natasha looked into your eyes, feeling her heart ache. “Yeah, I’m just..tired, I guess. It’s been a long day.”

You smiled gently and squeezed her arm. “I get it. We’ve both been working so hard lately. Let’s just relax tonight, okay? No more work, just us.” Natasha nodded, but her smile didn’t reach her eyes. “Just us.” she repeated, her voice hollow. As you both snuggled up on the couch to watch the movie, Natasha tried to focus on the moment, to lose herself in the warmth of your presence. But no matter how hard she tried, the guilt and the knowledge of what she had done weighed heavily on her.

The following days were filled with an unbearable tension for Natasha. She knew she had to pass the information to S.H.I.E.L.D., but she dreaded what would happen when the truth came out. The time she spent with you, the smiles, the laughter, all felt tainted by the lie she was living. Finally, the day came when Natasha couldn’t put it off any longer. She knew she had to deliver the USB drive to S.H.I.E.L.D. The mission needed to be completed, but the thought of what that would mean for your relationship was almost too much to bear.

That evening, as you sat together at your kitchen table, your laptop open in front of you as you worked on another report, Natasha made her decision. She had to do this, even though it meant risking everything with you. But before she could leave, something happened that changed everything.

You called Natasha over, a confused look on your face. “Nat, can you look at something for me? This report doesn’t make sense.” Natasha’s heart skipped a beat, but she kept her expression neutral. “Sure, what’s going on?” she asked, walking over to the table.

You pointed at the screen, your brow furrowed in confusion. “I just got this email from my boss, and he attached this report. It’s about a security breach at Kinetica. They’re trying to figure out who accessed some confidential files..” Natasha’s blood ran cold, but she kept her voice steady. “A security breach? What files are they talking about?”

You scrolled through the report, your frown deepening. “It doesn’t say exactly, but it has something to do with our project. They’ve narrowed down the list of suspects, but I don’t recognize most of the names..except for one.”

You paused, your eyes widening as you focused on a name in the list: Natasha Romanoff.

“Natasha Romanoff?” you whispered, confusion and disbelief clear in your voice. You looked up at Natasha, searching her face for answers. “Wait, is that you? Is this some kind of mistake?”

Natasha felt the walls closing in on her. There was no more hiding, no more pretending. The truth was out, and there was no going back. “Y/n,” she began, her voice trembling, “I need you to listen to me.” You took a step back, fear and suspicion creeping into your eyes. “What do you mean?” you asked, your voice shaking.

Natasha’s heart broke at the sight of the fear in your eyes. “I’m still the same person, Y/n. I’m still me. But..I haven’t been honest with you.” Your hands shook as you hugged yourself, desperately trying to understand what was happening. “Who are you? Have you been lying to me this whole time?”

Tears welled up in Natasha’s eyes as she took a hesitant step toward you, but you flinched and stepped back. “Please, let me explain..” Natasha pleaded, her voice breaking. “My real name is Natasha Romanoff. I’m an agent of S.H.I.E.L.D. I was sent here to gather information on Kinetica. But everything else..everything between us..it was real. My feelings for you, Y/n, are real.”

Your eyes darted around the room as if searching for something familiar, something to hold onto. But everything felt wrong. The woman you loved, the woman you trusted, was a stranger. “You used me?” you asked, your voice trembling with anger and fear. “You used me the whole time?”

“No!” Natasha said quickly, desperation creeping into her voice. “It started as a mission, yes, but I never meant to fall in love with you. I never wanted to hurt you. Please, Y/n, you have to believe me.” You shook your head, backing away until you hit the wall. “I don’t know what to believe anymore. I don’t even know who you are. Natasha Romanoff, S.H.I.E.L.D.… it sounds like something out of a Movie..”

Natasha’s heart shattered as she watched you crumble before her. She took a tentative step closer, her hands shaking. “I’m still the person you fell in love with, Y/n. I’m still the person who loves you more than anything. Please, let me explain everything.” You stared at Natasha, your heart breaking all over again. “You should have told me the truth from the beginning! But you didn’t. You lied to me, and now..now I don’t even know who you are..”

Natasha took another step forward, reaching out tentatively. “I’m so sorry, Y/n. I know I’ve hurt you, and I’ll never forgive myself for that. But I’m begging you, please give me a chance to make it right.” You looked down at Natasha’s outstretched hand, but the fear and betrayal in your heart were too overwhelming. You couldn’t bring yourself to take it. “I can’t..” you whispered, your voice breaking. “I can’t do this. I need you to leave.”

Natasha’s heart broke at your words, but she knew she had no right to ask for forgiveness, not now. “Y/n, I-”

“Just go!” you cried, your voice filled with agony. “Please, just go. I can’t look at you right now.” Natasha’s hands fell to her sides, her shoulders slumping as the weight of what she had done crashed down on her. She had lost you, and there was nothing she could do to fix it. But as much as it hurt, she knew she had to respect your wishes.

“I’m so sorry..” Natasha whispered, tears streaming down her face. “I love you, Y/n. I’ll always love you.” Without another word, Natasha turned and left your apartment, the door closing behind her with a finality that echoed through the empty space. You stood there, frozen, your heart shattered into a thousand pieces as the truth of Natasha’s betrayal washed over you. The apartment that once felt like a safe haven now felt cold and empty, the warmth of Natasha’s presence gone, replaced by a suffocating sense of loss. You slid down the wall, pulling your knees to your chest as your body shook with sobs. The woman you loved, the woman you trusted, was a lie, and you didn’t know if you could ever trust anyone again.

Hours passed, and eventually, your tears dried up, leaving you with a hollow feeling inside. But despite the pain, you couldn’t ignore the truth that Natasha had revealed. Kinetica was involved in something dangerous, something that needed to be stopped. And despite everything, you knew you couldn’t just walk away.

Slowly, you got to your feet, your resolve hardening. You would do what needed to be done, not for Natasha, but because it was the right thing to do. You walked over to your laptop and opened the files you had been working on. With a heavy heart, you gathered everything you knew about Kinetica’s activities, your hands shaking as you worked. The information you collected could help bring the company down, but it came at the cost of everything you believed in, everything you felt.

When you finished, you copied the files onto a USB stick and set it on the table. You stared at it for a long time, your thoughts filled with memories of the woman you thought you knew, the woman you loved. Finally, you took a deep breath and reached for your phone. You hesitated for a moment before dialing the number Natasha had given you, the one you were supposed to use only in an emergency.

Natasha answered on the first ring, her voice thick with emotion. “Y/n?”

“I have the information you need.” you said, your voice firm despite the storm of emotions raging inside you. “It’s on a USB stick. I’ll leave it at the café near my apartment tomorrow morning. You can pick it up there.”

“Y/n, please, can we talk-” Natasha began, but you cut her off.

“There’s nothing more to say.” you said quietly. "That's it, Natasha. After this, we're done. Don't contact me again."

A long silence followed on the other end of the line, and you could hear the pain in Natasha's voice when she finally spoke. "Thank you. I'm so sorry. For everything."

You swallowed the lump in your throat and tried to keep your emotions under control. "Goodbye, Natasha."

The mission was over. Kinetica Industries had been exposed, its leaders arrested, and the illegal activities shut down. Natasha had completed her assignment, but the victory felt hollow. As the dust settled, she could only think about you, how she had lost you and how desperate she was to make things right.

Days turned into weeks, and the absence of you in Natasha's life became unbearable. The empty silence in her apartment echoed the emptiness in her heart. She replayed the last conversation she had with you over and over in her mind, haunted by the pain in your voice, the cold finality of your words. Natasha knew she had no right to ask for forgiveness, but she couldn't live with the thought that you hated her, that the love you had shared was now just a memory tainted by lies. After much deliberation, Natasha decided she had to try one last time to explain herself and apologize in person. She knew it was a long shot..you had made it clear you didn't want to see her again but Natasha couldn't leave things the way they were. She had to try.

One evening, just as the sun was setting, Natasha made her way to your apartment. The familiar building loomed before her, but this time it felt different..colder, more intimidating. She hesitated at the entrance, her heart pounding in her chest. What if you refused to listen? What if you called the police before she even had a chance to say anything? But she knew she couldn't turn back now. She took a deep breath, entered the building, and walked to your door. She stood there for a long moment, gathering her thoughts before she finally raised her hand and knocked softly.

There was a long pause, and Natasha's heart sank as she imagined you ignoring her, refusing to even open the door. But then she heard footsteps approaching, and the door opened a crack, revealing your wary eyes. Your expression shifted from surprise to anger as soon as you saw Natasha. Your hand tightened around the doorknob, and you narrowed your eyes. "What are you doing here?" you asked, your voice cold and hard.

"Y/n, please, I just want to talk." Natasha said quickly, raising her hands in a gesture of surrender. "I know I don't deserve it, but I need to explain-" You cut her off, your voice sharp with anger. "Explain? There's nothing left to explain, Natasha. You lied to me, used me, and now you have the nerve to show up at my door?"

"Please.." Natasha pleaded, her voice breaking. "Give me five minutes." Your eyes flashed with a mix of anger, pain, and something else that Natasha couldn't quite place. You hesitated, your hand still gripping the doorknob as if you were weighing whether to slam the door in her face. "If you don't leave right now." you said, your voice trembling with barely suppressed emotion, "I'll call the police."

Natasha felt her heart sink, but she didn't move. She knew you were serious, but she also knew that if she walked away now, she would never have another chance to make things right. "Do it." Natasha said quietly, "Call them if you want. But please, hear me out first. I need to show you how sorry I am. I know I can't undo what I've done, but I can't live with myself if I don't at least try to apologize."

You stared at Natasha, your hand shaking as you gripped the doorknob. The pain in your eyes was unmistakable, and it broke Natasha's heart to see how much she had hurt you. For a long moment, neither of you spoke, the tension between you thick and suffocating. Finally, you let out a shaky breath and loosened your grip on the doorknob. "You have five minutes," you said, "But if you lie to me again, I swear I'll call the police."

Natasha nodded, relief washing over her even though she knew this was only a small victory. "Thank you." she whispered, stepping back as you opened the door just enough to let her in. You led Natasha into the living room, a space that had once felt warm and inviting but now felt cold and distant. You gestured for Natasha to sit on the sofa, but you remained standing, arms crossed over your chest as you waited for her to speak.

"Okay," Natasha began, her voice trembling, "I know I've hurt you in a way I can never fully apologize for. I deceived you and betrayed your trust. But I need you to know that every moment I spent with you, every touch, every word I said to you, was real. My feelings for you are real." Your eyes flashed with anger, and you shook your head. "How am I supposed to believe that? You're a trained spy. Lying is part of your job."

"I know.." Natasha said, her voice breaking slightly. "And that's why I'm not asking for your forgiveness. I know I don't deserve it. But I couldn't leave things the way they were. I couldn't let you believe that everything between us was just part of the mission. It wasn't. You became the most important person in my life, and I was so scared of losing you."

"Then why didn't you tell me the truth?" you asked, your voice trembling with pent-up emotion. "Why did you wait until I had to find out this way?" Natasha swallowed hard, tears welling up in her eyes. "Because I was a coward. I didn't want to lose you, and I thought that if I could just finish the mission, maybe..just maybe we could have a life together afterward. But I was wrong. I should have been honest with you from the start."

You shook your head, tears filling your eyes as well. "You should have. But you didn't. And now I don't know if I can ever trust you again." A tear rolled down Natasha's cheek, but she made no move to wipe it away. "I understand." she said softly. "I know I've broken your trust, and I have to live with that. I just wanted you to know that I love you, Y/n. I will always love you. And if you never want to see me again, I'll respect that. But please don't think that I didn't care about you, because I do."

You looked away, blinking back tears. "You should go, Natasha. There's nothing more to say." Natasha nodded, her heart breaking all over again. "I'm sorry." she whispered, her voice barely audible. "For everything."

Without another word, Natasha turned and walked to the door, her steps heavy with the weight of the finality of the situation. She paused in the doorway, casting one last look at you, hoping to find something..anything that might suggest there was still a chance for you both. But your expression remained cold and distant, your eyes avoiding hers. With a heavy heart, Natasha opened the door and stepped out into the hallway. The door clicked shut behind her with a soft thud that echoed in the silence that followed. Natasha stood there for a moment, letting the reality of what had just happened sink in. She had tried, but it was over. You were right. There was nothing more to say.

Unknown to you, the case of Kinetica’s downfall was far from over. The company’s leaders were desperately trying to cover their tracks, attempting to salvage what they could. But amid the chaos, they discovered something alarming: You, one of their employees, had been the one to pass on the damning information that had led to their downfall. And now they wanted revenge.

You were alone in your apartment one evening, your thoughts drifting as you tried to focus on the book you were reading. The quiet was soothing, a respite from the whirlwind of emotions you had been grappling with. But that peace was abruptly shattered by a sudden, insistent knocking at your door. Frowning, you set the book aside and walked to the door, peering through the peephole. Your heart skipped a beat when you saw two men standing outside, men you didn’t recognize, but something about their presence immediately set off alarm bells in your head.

“Who is it?” you called out, trying to keep your voice steady despite the unease rising within you. “Delivery.” one of the men said, but there was no package in sight, and his tone was too cold, too rehearsed.

Your instincts kicked in, and you stepped away from the door, your heart racing. These weren’t delivery men..they were here for something else, something far more sinister. Panic gripped you as you realized that Kinetica must have found out what you had done. Just as you were about to reach for your phone, the door burst open with a loud crash, the two men forcing their way in. You screamed and stumbled back, your thoughts racing with fear and desperation. But before they could reach you, another figure appeared in the doorway, moving with deadly precision. Natasha.

She had been keeping an eye on your apartment since your last conversation, knowing that Kinetica might try something. When she saw the men approaching your building, she knew immediately what their target was and she wasn’t going to let them harm you. “Get away from her.” Natasha snarled, her voice cold and dangerous.

The men turned to face Natasha, but they barely had time to react before she was on them. In a blur of motion, she disarmed the first man, sending his weapon skittering across the floor. The second man lunged at her, but she easily dodged and delivered a powerful kick to his stomach, sending him crashing into the wall. You watched in stunned silence as Natasha took down the men with brutal efficiency, her movements fluid and controlled. The fight was over in seconds, the two men lying unconscious on the floor as Natasha stood over them, breathing heavily.

For a moment, the apartment was eerily silent, the only sound the ragged breaths of the two women. Your heart pounded in your chest, your mind struggling to process what had just happened. Natasha turned to you, her expression a mixture of concern and relief. “Are you okay?” she asked, her voice softer now, laced with the fear she had tried to suppress.

You nodded slowly, your eyes wide as you stared at Natasha. “I..I think so..” you stammered, still trying to grasp everything. “What..what are you doing here?”

“I couldn’t leave you unprotected.” Natasha said, stepping closer, her eyes full of guilt and love. “I knew Kinetica might come after you. I couldn’t let that happen.” Your gaze flickered to the unconscious men on the floor, then back to Natasha. “You..you saved me.”

Natasha nodded, her heart aching at the vulnerability in your voice. “I will always protect you. No matter what’s happened between us, I’ll always be here for you.” Tears welled up in your eyes as you looked at Natasha, the woman who had lied to you, who had betrayed you, but who had also just saved your life. The fear and anger you had been holding onto began to waver, replaced by a deep, conflicting emotion you couldn’t fully understand. “Why?” you whispered, your voice trembling. “Why are you doing this?”

“Because I love you.” Natasha said, her voice heavy with emotion. “I know I’ve hurt you, and I know you may never forgive me, but I had to make sure you were safe. You mean everything to me, Y/n.”

Your heart broke at the sincerity in Natasha’s voice. Despite everything, despite the lies and betrayal, Natasha’s love for you was real. And in that moment, you realized that your own feelings were just as complicated. You were angry, you were hurt, but you still loved her..more than you wanted to admit.

The two of you stood in silence, the weight of your emotions heavy in the air. Your mind raced with conflicting thoughts, torn between the betrayal you felt and the undeniable connection that still existed between you. Finally, you took a shaky breath. “I don’t know if I can forgive you, Natasha..” you said quietly. “But I can’t ignore what you just did for me. You saved my life. And..and I still care about you. I don’t know what that means, but I need time to figure it out.”

Natasha nodded, tears glistening in her eyes as she looked at you. “Take all the time you need.” she whispered. “I’ll be here, no matter what you decide.” You nodded hesitantly, the storm of emotions inside you beginning to calm. “Thank you.” you said softly, your voice barely audible.

Natasha stepped back, giving you the space you needed. “I’ll take care of this.” she said, gesturing to the unconscious men on the floor. “And then I’ll go, if that’s what you want.” You looked at Natasha, your heart heavy with everything that had happened between you. “I don’t know what I want..” you admitted, your voice trembling. “But I think..I think I need to be alone right now.”

Natasha nodded, her eyes reflecting the understanding she felt, even though the pain was clear. “I understand.” she said quietly. “Just know that if you ever need anything, anything at all, I’m here.”

You didn’t respond, but the look in your eyes said enough. You stood there, watching as Natasha efficiently secured the two men, ensuring they wouldn’t pose any further threat. She worked in silence, the weight of the situation pressing down on both of you. When Natasha was finished, she stood by the door, hesitating for a moment as if searching for the right words, but then deciding against saying anything more. With one last, sorrowful glance in your direction, she turned and left your apartment, the door closing softly behind her.

You stood frozen in place, your mind reeling from everything that had just happened. The apartment, which had been filled with tension and violence just moments ago, now felt eerily quiet. Slowly, you sank onto the couch, your body trembling as the reality of the situation settled over you.

You were filled with so many conflicting emotions that it was hard to sort through them all. Anger, fear, relief, affection..they all swirled within you, and you didn’t know how to make sense of them. You had asked Natasha to leave because you weren’t sure of anything anymore. And though it felt like the right thing to do, now that she was gone, you felt a cold emptiness spreading through your chest. A part of you wanted to call her back, wanted her to stay so you could work through these chaotic feelings together. But another part of you knew that you needed time to be alone, to sort through everything that had happened between the two of you.

The night passed in a blur of thoughts and emotions, with sleep coming only in brief, restless intervals. When morning finally came, you felt just as exhausted as you had the night before. But with the new day came a certain clarity. You knew you couldn’t stay in this limbo forever. Natasha had told you that she would always be there for you, and you believed her. But the question was whether you could let her back into your life, whether you could ever trust her again.

As the day dragged on, you tried to focus on mundane tasks, but thoughts of Natasha kept intruding. Finally, after hours of agonizing, you decided you needed more information to figure out a path forward. If there was any chance of peace or understanding between you, you needed to know the whole truth. The next day, you called Natasha. She answered immediately, and you could hear the mix of hope and concern in her voice. “Y/n?”

“I want to know everything.” you said, your voice firm even as your heart raced. “I can’t move on without understanding everything. No more secrets, no more lies. If there’s any chance for us to find peace, you need to show me everything.”

There was a brief silence on the other end of the line before Natasha spoke, her voice filled with relief and caution. “I understand. I’ll take you to S.H.I.E.L.D. You’ll have access to everything, my reports, the mission files. Whatever you need to know.”

You nodded, even though she couldn’t see it. “Okay. When can we go?”

“Right now.” Natasha said without hesitation. “I’ll come pick you up.”

True to her word, Natasha arrived at your apartment shortly after. The drive to the S.H.I.E.L.D. building was silent, the tension between you both palpable. Natasha stole worried glances at you from time to time, but you kept your gaze fixed out the window, lost in your thoughts. When you arrived at the unassuming building that housed S.H.I.E.L.D.’s operations, Natasha guided you through a series of security checks, her presence and clearance making the process smooth. You followed her, your heart pounding with a mix of fear and curiosity. This was a world you never imagined you would be a part of.

Finally, you arrived in a large conference room. Natasha gestured for you to take a seat at the table while she went to a console on the wall and entered a series of commands. The large screen in the room flickered to life, displaying a series of files and documents. “This is everything.” Natasha said quietly, turning to face you. “My mission files, the reports I sent, the details of Kinetica’s operations. You have full access.”

You stared at the screen, your heart racing. “Why are you doing this? Why are you showing me all of this?”

“Because I owe you the truth.” Natasha replied, her voice steady but laced with emotion. “And because I want you to know that I’m not hiding anything from you anymore. I know I broke your trust, but I want to do whatever it takes to rebuild it. Even if that means showing you everything.”

The next few hours were spent going through everything, the initial mission briefing, how Natasha was assigned to get close to you to gather information on Kinetica, and how she struggled with her growing feelings for you. She explained how she tried to keep you out of harm's way even as she fulfilled her mission, and how every moment you shared, despite the circumstances, had been genuine.

You listened intently, absorbing every word, every detail. There were moments when your anger flared up again, moments when you wanted to shout at Natasha for the betrayal, for the pain she had caused. But there were also moments of understanding, moments when you saw the inner conflict Natasha had gone through, torn between her duty and her growing love for you.

When Natasha finished, she looked at you, her heart pounding in her chest. “I know this doesn’t undo the lies, but I wanted you to see that I truly cared about you. I never wanted to hurt you, Y/n.” You remained silent for a long time, processing everything you had learned. You felt raw, exposed, but also strangely relieved. This was what you had needed. the full truth, with nothing held back.

Finally, you looked at Natasha, your expression unreadable. “You were honest with me today, Natasha, and I can feel that. For the first time, I feel like I’m really seeing you..with all your strengths and flaws, with all your mistakes.” Natasha nodded, her voice soft as she responded, “That’s all I wanted. To be honest with you, even if it costs me everything.”

You sighed, rubbing your temples as you tried to organize your thoughts. “I don’t know where we go from here, Natasha. I don’t know if I can ever fully trust you again. But..I see that you’re trying. And that means something.” Natasha felt a small spark of hope ignite in her chest, but she didn’t dare let it grow too large. “Thank you, Y/n. That’s more than I deserve.”

You looked at Natasha, your eyes filled with a mix of sadness and something that resembled hope. "Maybe it’s a start. I don’t know what the future holds for us, but at least now I know the truth. And that’s more than I had before.”

Natasha nodded, her heart heavy, but she was grateful. “Whatever happens, I’m here. If you need space, I’ll give you that. If you want to talk, I’ll listen. I won’t go away.” You managed a small, tired smile. “I guess we’ll just have to see where this takes us.”

You both left the S.H.I.E.L.D. headquarters together, the tension between you eased but the future still uncertain. As you stepped out into the bright afternoon sun, Natasha glanced at you, and for the first time in weeks, she felt a cautious spark of hope. You caught her glance and sighed. “It’s going to take time, Natasha. I don’t know if things can ever be the way they were, but.. we can find something new. Something honest.”

Natasha nodded, her heart swelling with emotion. “That’s what I’d like.” As you walked side by side, the past still loomed over you, but for the first time, there was a path forward..a path that might lead to healing, to forgiveness, and maybe even to a future where you could rebuild what had been broken. The road ahead would be difficult, full of challenges and doubts, but you had taken the first step together. And for now, that was enough.

[mostlysignssomeportents]

Palantir’s NHS-stealing Big Lie

I'm on tour with my new, nationally bestselling novel The Bezzle! Catch me in TUCSON (Mar 9-10), then SAN FRANCISCO (Mar 13), Anaheim, and more!

Capitalism's Big Lie in four words: "There is no alternative." Looters use this lie for cover, insisting that they're hard-nosed grownups living in the reality of human nature, incentives, and facts (which don't care about your feelings).

The point of "there is no alternative" is to extinguish the innovative imagination. "There is no alternative" is really "stop trying to think of alternatives, dammit." But there are always alternatives, and the only reason to demand that they be excluded from consideration is that these alternatives are manifestly superior to the looter's supposed inevitability.

Right now, there's an attempt underway to loot the NHS, the UK's single most beloved institution. The NHS has been under sustained assault for decades – budget cuts, overt and stealth privatisation, etc. But one of its crown jewels has been stubbournly resistant to being auctioned off: patient data. Not that HMG hasn't repeatedly tried to flog patient data – it's just that the public won't stand for it:

https://www.theguardian.com/society/2023/nov/21/nhs-data-platform-may-be-undermined-by-lack-of-public-trust-warn-campaigners

Patients – quite reasonably – do not trust the private sector to handle their sensitive medical records.

Now, this presents a real conundrum, because NHS patient data, taken as a whole, holds untold medical insights. The UK is a large and diverse country and those records in aggregate can help researchers understand the efficacy of various medicines and other interventions. Leaving that data inert and unanalysed will cost lives: in the UK, and all over the world.

For years, the stock answer to "how do we do science on NHS records without violating patient privacy?" has been "just anonymise the data." The claim is that if you replace patient names with random numbers, you can release the data to research partners without compromising patient privacy, because no one will be able to turn those numbers back into names.

It would be great if this were true, but it isn't. In theory and in practice, it is surprisingly easy to "re-identify" individuals in anonymous data-sets. To take an obvious example: we know which two dates former PM Tony Blair was given a specific treatment for a cardiac emergency, because this happened while he was in office. We also know Blair's date of birth. Check any trove of NHS data that records a person who matches those three facts and you've found Tony Blair – and all the private data contained alongside those public facts is now in the public domain, forever.

Not everyone has Tony Blair's reidentification hooks, but everyone has data in some kind of database, and those databases are continually being breached, leaked or intentionally released. A breach from a taxi service like Addison-Lee or Uber, or from Transport for London, will reveal the journeys that immediately preceded each prescription at each clinic or hospital in an "anonymous" NHS dataset, which can then be cross-referenced to databases of home addresses and workplaces. In an eyeblink, millions of Britons' records of receiving treatment for STIs or cancer can be connected with named individuals – again, forever.

Re-identification attacks are now considered inevitable; security researchers have made a sport out of seeing how little additional information they need to re-identify individuals in anonymised data-sets. A surprising number of people in any large data-set can be re-identified based on a single characteristic in the data-set.

Given all this, anonymous NHS data releases should have been ruled out years ago. Instead, NHS records are to be handed over to the US military surveillance company Palantir, a notorious human-rights abuser and supplier to the world's most disgusting authoritarian regimes. Palantir – founded by the far-right Trump bagman Peter Thiel – takes its name from the evil wizard Sauron's all-seeing orb in Lord of the Rings ("Sauron, are we the baddies?"):

https://pluralistic.net/2022/10/01/the-palantir-will-see-you-now/#public-private-partnership

The argument for turning over Britons' most sensitive personal data to an offshore war-crimes company is "there is no alternative." The UK needs the medical insights in those NHS records, and this is the only way to get at them.

As with every instance of "there is no alternative," this turns out to be a lie. What's more, the alternative is vastly superior to this chumocratic sell-out, was Made in Britain, and is the envy of medical researchers the world 'round. That alternative is "trusted research environments." In a new article for the Good Law Project, I describe these nigh-miraculous tools for privacy-preserving, best-of-breed medical research:

https://goodlawproject.org/cory-doctorow-health-data-it-isnt-just-palantir-or-bust/

At the outset of the covid pandemic Oxford's Ben Goldacre and his colleagues set out to perform realtime analysis of the data flooding into NHS trusts up and down the country, in order to learn more about this new disease. To do so, they created Opensafely, an open-source database that was tied into each NHS trust's own patient record systems:

https://timharford.com/2022/07/how-to-save-more-lives-and-avoid-a-privacy-apocalypse/

Opensafely has its own database query language, built on SQL, but tailored to medical research. Researchers write programs in this language to extract aggregate data from each NHS trust's servers, posing medical questions of the data without ever directly touching it. These programs are published in advance on a git server, and are preflighted on synthetic NHS data on a test server. Once the program is approved, it is sent to the main Opensafely server, which then farms out parts of the query to each NHS trust, packages up the results, and publishes them to a public repository.

This is better than "the best of both worlds." This public scientific process, with peer review and disclosure built in, allows for frequent, complex analysis of NHS data without giving a single third party access to a a single patient record, ever. Opensafely was wildly successful: in just months, Opensafely collaborators published sixty blockbuster papers in Nature – science that shaped the world's response to the pandemic.

Opensafely was so successful that the Secretary of State for Health and Social Care commissioned a review of the programme with an eye to expanding it to serve as the nation's default way of conducting research on medical data:

https://www.gov.uk/government/publications/better-broader-safer-using-health-data-for-research-and-analysis/better-broader-safer-using-health-data-for-research-and-analysis

This approach is cheaper, safer, and more effective than handing hundreds of millions of pounds to Palantir and hoping they will manage the impossible: anonymising data well enough that it is never re-identified. Trusted Research Environments have been endorsed by national associations of doctors and researchers as the superior alternative to giving the NHS's data to Peter Thiel or any other sharp operator seeking a public contract.

As a lifelong privacy campaigner, I find this approach nothing short of inspiring. I would love for there to be a way for publishers and researchers to glean privacy-preserving insights from public library checkouts (such a system would prove an important counter to Amazon's proprietary god's-eye view of reading habits); or BBC podcasts or streaming video viewership.

You see, there is an alternative. We don't have to choose between science and privacy, or the public interest and private gain. There's always an alternative – if there wasn't, the other side wouldn't have to continuously repeat the lie that no alternative is possible.

Name your price for 18 of my DRM-free ebooks and support the Electronic Frontier Foundation with the Humble Cory Doctorow Bundle.

If you'd like an essay-formatted version of this post to read or share, here's a link to it on pluralistic.net, my surveillance-free, ad-free, tracker-free blog:

https://pluralistic.net/2024/03/08/the-fire-of-orodruin/#are-we-the-baddies

Image: Gage Skidmore (modified) https://commons.m.wikimedia.org/wiki/File:Peter_Thiel_(51876933345).jpg

CC BY-SA 2.0 https://creativecommons.org/licenses/by-sa/2.0/deed.en

[mariacallous]

On Saturday, an Associated Press investigation revealed that OpenAI's Whisper transcription tool creates fabricated text in medical and business settings despite warnings against such use. The AP interviewed more than 12 software engineers, developers, and researchers who found the model regularly invents text that speakers never said, a phenomenon often called a “confabulation” or “hallucination” in the AI field.

Upon its release in 2022, OpenAI claimed that Whisper approached “human level robustness” in audio transcription accuracy. However, a University of Michigan researcher told the AP that Whisper created false text in 80 percent of public meeting transcripts examined. Another developer, unnamed in the AP report, claimed to have found invented content in almost all of his 26,000 test transcriptions.

The fabrications pose particular risks in health care settings. Despite OpenAI’s warnings against using Whisper for “high-risk domains,” over 30,000 medical workers now use Whisper-based tools to transcribe patient visits, according to the AP report. The Mankato Clinic in Minnesota and Children’s Hospital Los Angeles are among 40 health systems using a Whisper-powered AI copilot service from medical tech company Nabla that is fine-tuned on medical terminology.

Nabla acknowledges that Whisper can confabulate, but it also reportedly erases original audio recordings “for data safety reasons.” This could cause additional issues, since doctors cannot verify accuracy against the source material. And deaf patients may be highly impacted by mistaken transcripts since they would have no way to know if medical transcript audio is accurate or not.

The potential problems with Whisper extend beyond health care. Researchers from Cornell University and the University of Virginia studied thousands of audio samples and found Whisper adding nonexistent violent content and racial commentary to neutral speech. They found that 1 percent of samples included “entire hallucinated phrases or sentences which did not exist in any form in the underlying audio” and that 38 percent of those included “explicit harms such as perpetuating violence, making up inaccurate associations, or implying false authority.”

In one case from the study cited by AP, when a speaker described “two other girls and one lady,” Whisper added fictional text specifying that they “were Black.” In another, the audio said, “He, the boy, was going to, I’m not sure exactly, take the umbrella.” Whisper transcribed it to, “He took a big piece of a cross, a teeny, small piece … I’m sure he didn’t have a terror knife so he killed a number of people.”

An OpenAI spokesperson told the AP that the company appreciates the researchers’ findings and that it actively studies how to reduce fabrications and incorporates feedback in updates to the model.

Why Whisper Confabulates

The key to Whisper’s unsuitability in high-risk domains comes from its propensity to sometimes confabulate, or plausibly make up, inaccurate outputs. The AP report says, "Researchers aren’t certain why Whisper and similar tools hallucinate," but that isn't true. We know exactly why Transformer-based AI models like Whisper behave this way.

Whisper is based on technology that is designed to predict the next most likely token (chunk of data) that should appear after a sequence of tokens provided by a user. In the case of ChatGPT, the input tokens come in the form of a text prompt. In the case of Whisper, the input is tokenized audio data.

The transcription output from Whisper is a prediction of what is most likely, not what is most accurate. Accuracy in Transformer-based outputs is typically proportional to the presence of relevant accurate data in the training dataset, but it is never guaranteed. If there is ever a case where there isn't enough contextual information in its neural network for Whisper to make an accurate prediction about how to transcribe a particular segment of audio, the model will fall back on what it “knows” about the relationships between sounds and words it has learned from its training data.

According to OpenAI in 2022, Whisper learned those statistical relationships from “680,000 hours of multilingual and multitask supervised data collected from the web.” But we now know a little more about the source. Given Whisper's well-known tendency to produce certain outputs like "thank you for watching," "like and subscribe," or "drop a comment in the section below" when provided silent or garbled inputs, it's likely that OpenAI trained Whisper on thousands of hours of captioned audio scraped from YouTube videos. (The researchers needed audio paired with existing captions to train the model.)

There's also a phenomenon called “overfitting” in AI models where information (in this case, text found in audio transcriptions) encountered more frequently in the training data is more likely to be reproduced in an output. In cases where Whisper encounters poor-quality audio in medical notes, the AI model will produce what its neural network predicts is the most likely output, even if it is incorrect. And the most likely output for any given YouTube video, since so many people say it, is “thanks for watching.”

In other cases, Whisper seems to draw on the context of the conversation to fill in what should come next, which can lead to problems because its training data could include racist commentary or inaccurate medical information. For example, if many examples of training data featured speakers saying the phrase “crimes by Black criminals,” when Whisper encounters a “crimes by [garbled audio] criminals” audio sample, it will be more likely to fill in the transcription with “Black."

In the original Whisper model card, OpenAI researchers wrote about this very phenomenon: "Because the models are trained in a weakly supervised manner using large-scale noisy data, the predictions may include texts that are not actually spoken in the audio input (i.e. hallucination). We hypothesize that this happens because, given their general knowledge of language, the models combine trying to predict the next word in audio with trying to transcribe the audio itself."

So in that sense, Whisper "knows" something about the content of what is being said and keeps track of the context of the conversation, which can lead to issues like the one where Whisper identified two women as being Black even though that information was not contained in the original audio. Theoretically, this erroneous scenario could be reduced by using a second AI model trained to pick out areas of confusing audio where the Whisper model is likely to confabulate and flag the transcript in that location, so a human could manually check those instances for accuracy later.

Clearly, OpenAI's advice not to use Whisper in high-risk domains, such as critical medical records, was a good one. But health care companies are constantly driven by a need to decrease costs by using seemingly "good enough" AI tools—as we've seen with Epic Systems using GPT-4 for medical records and UnitedHealth using a flawed AI model for insurance decisions. It's entirely possible that people are already suffering negative outcomes due to AI mistakes, and fixing them will likely involve some sort of regulation and certification of AI tools used in the medical field.

[globosetechnologysolution]

AI is playing a crucial role in healthcare innovation by leveraging medical datasets. At Globose Technology Solutions, we're committed to addressing challenges, embracing ethics, and collaborating with healthcare stakeholders to reshape the future of healthcare. Our AI solutions aim to improve patient outcomes and create a sustainable healthcare ecosystem. Visit GTS Healthcare for more insights.