feat: push custom dataset

README.md

@@ -0,0 +1,19 @@
+# medical-20-0-16-jinaai_jina-embeddings-v2-small-en-100-gpt-3.5-turbo-0_9062874564 Dataset
+
+## Dataset Description
+
+medical-20-0-16-jinaai_jina-embeddings-v2-small-en-100-gpt-3.5-turbo-0_9062874564 is a generated dataset designed to support the development of domain specific embedding models for retrieval tasks.
+
+## Associated Model
+
+This dataset was used to train the [**medical-20-0-16-jinaai_jina-embeddings-v2-small-en-100-gpt-3.5-turbo-0_9062874564**](https://huggingface.co/fine-tuned/medical-20-0-16-jinaai_jina-embeddings-v2-small-en-100-gpt-3.5-turbo-0_9062874564) model.
+
+## How to Use
+To use this dataset for model training or evaluation, you can load it using the Hugging Face `datasets` library as follows:
+
+```python
+from datasets import load_dataset
+
+dataset_name = "medical-20-0-16-jinaai_jina-embeddings-v2-small-en-100-gpt-3.5-turbo-0_9062874564"
+dataset = load_dataset(dataset_name)
+```

samples.jsonl

@@ -0,0 +1,20 @@
+{"query": "Depression treatment guidelines", "pos": ["\"For individuals with depression, a combination of psychotherapy and medication is often recommended. Cognitive-behavioral therapy (CBT) has shown effectiveness in treating depression by helping individuals change negative thought patterns. Antidepressant medications, such as SSRIs or SNRIs, are commonly prescribed to help regulate brain chemicals. Regular exercise, a healthy diet, and sufficient sleep can also aid in managing symptoms. It is important to consult with a healthcare provider to determine the most suitable treatment plan. Monitoring progress and attending therapy sessions regularly are crucial for successful management of depression.\""], "neg": ["\"Ensure optimal performance by replacing your Wet/Dry Vacuum Filter Fit for Craftsman Shop Vac / 917810 with this 2-pack designed for 3 & 4 Gallon vacuums. Maintain peak suction power and filtration efficiency for a cleaner workspace. Follow these guidelines for a seamless fit and enhanced vacuuming experience. For best results, replace filters regularly to prevent clogs and maintain airflow. Upgrade your shop vac with these high-quality filters to capture fine dust and debris effectively. Trust in this replacement filter pack for superior performance and longevity.\""]}
+{"query": "back pain treatment guidelines recommendations", "pos": ["\"Lower back pain is a common condition that can be managed effectively with proper guidance. Treatment guidelines often recommend a combination of physical therapy, exercise, and lifestyle modifications to alleviate symptoms and prevent recurrence. In some cases, medications or injections may be prescribed to help manage the pain. It is important to consult with a healthcare provider to determine the most appropriate course of action based on individual needs. Surgery is typically considered as a last resort for severe cases that do not respond to conservative treatments.\""], "neg": ["\"In the realm of arxiv, the harmonic map equation presents a complex interplay of mathematical concepts, akin to a puzzle waiting to be solved. Researchers delve into its intricacies, seeking to unravel its mysteries and unlock new insights. Just as a skilled musician harmonizes notes to create a beautiful melody, mathematicians harmonize equations to reveal hidden patterns. Understanding this equation is like navigating a labyrinth of interconnected ideas, where each discovery leads to another. By following the guidelines of this mathematical landscape, researchers can uncover a symphony of knowledge that transcends traditional boundaries.\""]}
+{"query": "Success stories speech therapy", "pos": ["\"After struggling with my speech for years, I decided to seek help from a speech therapist. The progress I've made since starting therapy has been truly remarkable. I can now communicate more effectively and confidently in both personal and professional settings. The guidance and support I received from my therapist were instrumental in my success. I never thought I would see such improvement, but thanks to the tailored exercises and techniques I learned in therapy, I have exceeded my own expectations. I am grateful for the positive impact that speech therapy has had on my life, and I would highly recommend it to anyone facing similar challenges.\""], "neg": ["\"After years of battling chronic pain, I found solace in analgesia. The therapy provided was a game-changer. My success story with analgesia is one of hope and relief. The treatment not only eased my physical discomfort but also lifted my spirits. The journey with analgesia has been transformative, allowing me to reclaim my life and rediscover joy. The effectiveness of this therapy is beyond words. I can now engage in activities I once thought impossible. Analgesia has given me back my voice, enabling me to share my experience and inspire others on their own path to healing.\""]}
+{"query": "urology disease information", "pos": ["\"Prostate cancer is a common type of cancer that affects the prostate gland in men. It usually grows slowly and may not cause significant harm, but in some cases, it can be aggressive and spread quickly. Symptoms may include difficulty urinating, blood in the urine, erectile dysfunction, and pain in the hips, back, or pelvis. Treatment options for prostate cancer include surgery, radiation therapy, hormone therapy, chemotherapy, and immunotherapy. Early detection through regular screenings can improve the chances of successful treatment. It is important for men to discuss their risk factors and screening options with their healthcare provider.\""], "neg": ["\"In a bizarre turn of events, a man has been charged with stealing a police car, causing a stir in the local community. The incident has left authorities scrambling for information on how such a brazen act could have occurred. This unexpected disease of criminal behavior has raised concerns about the security of law enforcement vehicles. The man's reckless actions have sparked discussions about the need for increased urology measures to prevent similar incidents in the future. The disease of car theft has left many questioning the safety of their surroundings.\""]}
+{"query": "neurology disease research", "pos": ["\"Recent studies in the field of neurological diseases have highlighted the role of genetic factors in the development of certain conditions. Researchers have identified specific gene mutations that contribute to the pathogenesis of disorders such as Parkinson's disease and multiple sclerosis. Additionally, advancements in imaging technology have allowed for better visualization of brain structures affected by these diseases, aiding in early diagnosis and treatment planning. Novel therapeutic approaches, including gene therapy and stem cell transplantation, show promise in addressing the underlying causes of neurological disorders. Collaborative efforts between researchers and clinicians are crucial for advancing our understanding and management of these complex conditions.\""], "neg": ["\"The study on bond yield fluctuations revealed intriguing patterns, indicating a strong correlation between market volatility and bond prices. Research findings suggest that investors seeking stable returns should diversify their portfolios across various bond maturities. Furthermore, analyzing historical data can provide valuable insights into predicting future bond yield movements. Understanding the impact of economic indicators on bond yields is crucial for making informed investment decisions. Interestingly, the research findings also highlight the importance of monitoring global market trends to anticipate changes in bond yields. Overall, these findings emphasize the significance of staying informed and adaptable in navigating the dynamic landscape of bond yield dynamics.\""]}
+{"query": "urology disease treatment guidelines", "pos": ["\"The management of various urological diseases involves a multidisciplinary approach. Common treatments include medications, lifestyle modifications, and surgical interventions. For conditions like urinary tract infections, antibiotics are typically prescribed. In cases of kidney stones, treatments may include pain management, hydration, and sometimes surgical procedures. Prostate issues often require a combination of medications and sometimes surgery. Bladder conditions may be managed with medications, behavioral therapies, or surgery. It is important to consult with a qualified healthcare provider for personalized treatment plans tailored to individual needs and specific conditions.\""], "neg": ["\"In the realm of arxiv, exploring optical coupling to spin waves in the cycloidal multiferroic BiFeO3 opens a new avenue for research. Understanding the intricate interplay between light and spin waves is crucial for advancing our knowledge in this domain. Researchers are encouraged to delve deeper into the mechanisms governing this phenomenon to unlock its full potential. By adhering to established guidelines in the field, novel insights can be gained, pushing the boundaries of optical manipulation in multiferroic materials. Embracing innovative approaches and collaborative efforts will drive progress in unraveling the mysteries of spin-wave dynamics in BiFeO3.\""]}
+{"query": "Chronic pain management recommendations", "pos": ["\"Guidelines for managing chronic pain focus on a multidisciplinary approach, combining medication, physical therapy, and psychological interventions. Treatment plans are tailored to each individual's needs, with an emphasis on improving function and quality of life. Non-pharmacological therapies such as acupuncture, massage, and mindfulness techniques are also recommended. In some cases, interventional procedures like nerve blocks or spinal cord stimulation may be considered. It is important for patients to work closely with their healthcare providers to find the most effective and sustainable treatment strategies for chronic pain.\""], "neg": ["\"Benign Prostatic Hyperplasia (BPH) is a common condition in aging men, characterized by the enlargement of the prostate gland. While not cancerous, BPH can lead to bothersome urinary symptoms such as frequent urination and weak urine flow. Management of BPH often involves lifestyle changes, medication, and in severe cases, surgery. Chronic monitoring is crucial to track the progression of symptoms and ensure timely intervention. Recommendations for BPH patients include regular check-ups, maintaining a healthy diet, and staying active. Early detection and proactive management can help alleviate pain and improve quality of life.\""]}
+{"query": "Speech Therapy Guidelines for communication disorders", "pos": ["\"Aphasia is a condition that affects a person's ability to communicate. It can result from a stroke, brain injury, or other neurological conditions. Symptoms may include difficulty speaking, understanding language, and finding the right words. Treatment typically involves speech therapy, which focuses on improving language skills and helping individuals regain their ability to communicate effectively. In some cases, alternative forms of communication, such as gestures or technology, may be used. It is important to work closely with a speech-language pathologist to develop a personalized treatment plan tailored to the individual's specific needs and goals.\""], "neg": ["\"In a surprising turn of events, Gorman wins gold in China, causing a wave of excitement among fans worldwide. The victory marks a significant milestone in Gorman's career, solidifying their position as a top athlete in the global arena. The news of this remarkable achievement has sparked discussions and celebrations across various platforms, showcasing the power of perseverance and dedication. Gorman's win serves as a reminder of the importance of hard work and determination in achieving one's goals. The event has garnered widespread attention and admiration, inspiring many to pursue their dreams with renewed vigor. Gorman's success in China has set new standards for excellence in sports, motivating others to strive for greatness.\""]}
+{"query": "Alzheimer's disease experiences", "pos": ["\"My grandmother was diagnosed with Alzheimer's a few years ago, and it has been a challenging journey for our family. Watching her struggle with memory loss and confusion is heartbreaking, but we have found ways to support her and make each day meaningful. Despite the difficulties, there are still moments of joy and connection that we cherish. It is important to stay informed about the latest research and treatments available for Alzheimer's to provide the best care possible. Remember, you are not alone in this journey, and there is support out there to help you navigate the challenges of this disease.\""], "neg": ["\"I can't express how delighted I am with the Lanyincao 1PCS Cute Drift Bottle USB Flash Drive Memory Stick Storage U-Disk with Maple Box (USB 2.0/4GB). It's like a treasure chest of memories, securely storing all my important files. The cute drift bottle design adds a touch of whimsy to my workday. Every time I plug it in, it's like unlocking a world of possibilities. The maple box is not just a container; it's a symbol of elegance and sophistication. My experiences with this U-Disk have been nothing short of amazing. It's a true lifesaver in this digital age. I highly recommend it to anyone looking for both style and functionality in their storage solution.\""]}
+{"query": "vascular treatment guidelines", "pos": ["\"The management of vascular conditions involves a multidisciplinary approach. Initial assessment should include a thorough medical history, physical examination, and appropriate imaging studies. Treatment options may include lifestyle modifications, medication therapy, minimally invasive procedures, or surgical interventions depending on the severity of the condition. Close monitoring of symptoms and regular follow-up visits are essential to track progress and adjust the treatment plan as needed. Patient education on risk factors and self-care practices is crucial for long-term management. Collaboration between healthcare providers, including primary care physicians, specialists, and allied health professionals, is key to ensuring comprehensive and effective care.\""], "neg": ["\"Introducing the ultimate solution for adventurous families: the Shoulder Hiking Carrier for Child and Toddler with Sunshade and Detachable Backpack by Our Expedition. Our treatment of your outdoor needs ensures a seamless blend of comfort and functionality. These guidelines highlight the carrier's ergonomic design, ensuring no undue pressure on your vascular system. With a focus on safety and convenience, our guidelines recommend this carrier for its breathable materials and adjustable features, ensuring a snug fit for various body types without compromising on vascular health. Experience the outdoors like never before, knowing your little one is shaded and secure.\""]}
+{"query": "Latest flu treatment guidelines research findings", "pos": ["\"Recent studies emphasize the importance of early antiviral intervention within 48 hours of symptom onset for optimal outcomes in influenza management. Updated protocols highlight the efficacy of newer antiviral agents, alongside traditional medications, in reducing disease duration and severity. Emphasis is placed on vaccination as a primary preventive measure, with annual updates to vaccine formulations to match circulating strains. Additionally, recommendations include supportive care measures such as hydration and rest, and caution against the routine use of antibiotics unless bacterial co-infection is suspected.\""], "neg": ["\"Recent investigations on the persistence of characteristics of an ordered flux line lattice above the second peak in $Bi_2Sr_2CaCu_2O_{8+ \\text{delta}}$ have revealed intriguing patterns. The findings suggest a correlation between lattice structure and superconducting properties, shedding light on the underlying mechanisms. These research insights provide guidelines for further exploration into the behavior of flux lines in high-temperature superconductors. Latest experimental data indicate a subtle interplay between lattice distortions and flux pinning, offering new avenues for understanding the complex nature of these materials. The observed trends open up possibilities for novel treatment strategies in enhancing superconducting performance.\""]}
+{"query": "latest transplant research", "pos": ["\"Recent advancements in organ transplantation have led to improved success rates and reduced complications for patients undergoing transplants. Researchers have been focusing on developing innovative techniques to enhance organ compatibility and reduce the risk of rejection. Studies have shown promising results in the use of stem cells for regenerating damaged tissues post-transplantation. Additionally, ongoing clinical trials are exploring the potential of personalized medicine in tailoring treatment plans for individual patients. These findings are paving the way for more effective and personalized approaches to organ transplantation, offering hope for better outcomes and quality of life for patients.\""], "neg": ["\"In the latest advancements, research into holographic storage within a Bose-Einstein condensate reveals groundbreaking potential. This technique, central to the latest research, involves encoding multiple coherence gratings, a method promising unparalleled data density and retrieval efficiency. Unlike traditional systems, this approach leverages the unique properties of Bose-Einstein condensates, allowing for the storage and manipulation of information in ways previously unimaginable. This research, transcending conventional boundaries, paves the way for revolutionary data storage solutions, embodying the latest in quantum information science.\""]}
+{"query": "latest arthritis studies", "pos": ["\"Recent research on arthritis has highlighted the role of gut bacteria in influencing disease progression. A study published in a leading medical journal revealed a potential link between the gut microbiome and the development of inflammatory arthritis. Furthermore, advancements in genetic testing have enabled personalized treatment approaches for different types of arthritis, improving patient outcomes. Novel drug therapies targeting specific inflammatory pathways have shown promising results in clinical trials, offering hope for more effective and targeted treatments for individuals living with arthritis.\""], "neg": ["\"Recent studies on glaucoma have unveiled significant advancements in understanding and treating this eye condition. Unlike arthritis, which affects joints, glaucoma targets the optic nerve, leading to potential vision loss if untreated. The latest research emphasizes early detection and the role of intraocular pressure in disease progression. Studies highlight the effectiveness of new medications and surgical techniques. The latest findings also explore genetic predispositions, underscoring the importance of family history in glaucoma risk assessment. This body of work, focusing solely on glaucoma within healthcare, offers hope for improved patient outcomes.\""]}
+{"query": "latest oncology research findings 2021", "pos": ["\"Recent advancements in oncology research in 2021 have highlighted the efficacy of immunotherapy in treating certain types of cancer. Studies have shown promising results in utilizing targeted therapies to improve outcomes for patients with advanced stages of the disease. Additionally, researchers have identified potential biomarkers that could aid in early detection and personalized treatment strategies. Novel approaches such as precision medicine and combination therapies are being explored to enhance the effectiveness of cancer treatments. These findings signify a significant step forward in the fight against cancer.\""], "neg": ["\"In the realm of ecommerce, the AVOIN colorlife Home Fall Buffalo Check Plaid Pumpkin Maple Leaf Throw Pillow Cover, 16 x 16 Inch Autumn Give Thanks Gather Farmhouse Cushion Case for Sofa Couch Set of 4, has emerged as a significant trendsetter. Our findings indicate a surge in consumer interest in autumn-themed home decor, particularly in 2021. This research underscores the product's appeal, combining seasonal motifs with a cozy farmhouse aesthetic. The findings further reveal that customers appreciate the set's versatility and thematic design, which seamlessly integrates with existing home decor. Moreover, the latest consumer reviews highlight the product's quality and the value it adds to festive decorations. These findings, grounded in the latest ecommerce trends of 2021, suggest a growing market for seasonal home accessories, with the AVOIN colorlife set leading the way.\""]}
+{"query": "Success stories weight loss", "pos": ["\"I've always struggled with managing my figure, finding it hard to stick to diets or exercise routines. After years of yo-yo dieting, I decided to seek professional help. The journey wasn't easy, but with the right guidance, I gradually changed my lifestyle. I learned about nutrition, portion control, and the importance of regular physical activity. Over months, I saw a transformation not just in my appearance, but in my energy levels and overall health. I've shed a significant amount of excess pounds and have maintained this healthier state. This experience has taught me the value of persistence and the importance of a supportive medical team.\""], "neg": ["\"Living with end-stage renal disease was a daunting journey, but with the support of my healthcare team, I found hope. The dialysis treatments were challenging, but I persevered. Despite the setbacks, I remained determined to fight. Success came in the form of improved kidney function and better overall health. The stories of others battling this disease inspired me to keep going. The weight of the diagnosis lifted as I embraced a healthier lifestyle. Losses turned into gains as I regained my strength and vitality. End-stage renal disease is tough, but with determination, it can be managed.\""]}
+{"query": "Psychiatry Research Findings Treatment Guidelines", "pos": ["\"For individuals with psychiatric conditions, it is crucial to follow evidence-based treatments recommended by healthcare professionals. These may include a combination of therapy, medication, and lifestyle modifications. Regular monitoring and communication with your healthcare provider are essential to track progress and make necessary adjustments to the treatment plan. It is important to prioritize self-care practices such as maintaining a healthy diet, regular exercise, and adequate sleep. Seeking support from loved ones and engaging in activities that promote mental well-being can also be beneficial.\""], "neg": ["\"In the domain of web-based historical research, the French and Indian War, a pivotal chapter in colonial history, is often scrutinized. The findings of this conflict, which spanned from 1754 to 1763, reveal a complex web of alliances and enmities. Central to the treatment of this subject is the understanding that the French, allied with various Native American tribes, were ultimately defeated. These guidelines underscore the importance of examining the multifaceted nature of the war's dynamics. Treatment of historical facts, supported by rigorous research, confirms that the British emerged victorious, altering the balance of power in North America. This outcome, pivotal in the annals of history, is a testament to the intricate tapestry of military, economic, and diplomatic strategies. The guidelines further advocate for a nuanced exploration of the consequences of this defeat on French colonial ambitions and Native American societies, highlighting the transformative impact of the war.\""]}
+{"query": "patient experiences pain relief testimonials", "pos": ["\"Chronic pain affects millions of people worldwide, impacting their quality of life and daily activities. Effective pain management strategies are crucial in providing relief and improving overall well-being. Patients often share their success stories and positive outcomes after implementing personalized pain management plans. These testimonials highlight the importance of a multidisciplinary approach, including medication, physical therapy, and lifestyle modifications. By working closely with healthcare providers, patients can achieve significant pain relief and regain control over their lives. It is essential for individuals experiencing chronic pain to seek professional guidance and explore various treatment options to find what works best for them.\""], "neg": ["\"In the intricate web of American governance, the determination of rules within the US House and US Senate is akin to a complex diagnosis, requiring a deep understanding of historical precedents and procedural intricacies. The patient, in this case, is the legislative body itself, experiencing the need for structure and order. Testimonials from past legislators highlight the relief found in well-defined rules, ensuring a smooth legislative process. The pain of ambiguity is alleviated by the Rules Committee in the House and the unanimous consent agreements in the Senate, acting as the primary physicians prescribing the procedural relief. Each chamber, through its unique patient experiences, develops a set of rules that guide their operations, with the House being more structured and the Senate more flexible. Testimonials from members underscore the importance of these rules in facilitating legislative action, providing relief from the potential chaos of unregulated debate. The experiences of both chambers demonstrate the critical role of established procedures in the health of the legislative process.\""]}
+{"query": "latest virology studies results update", "pos": ["\"Recent investigations in the field of virus-related sciences have unveiled significant advancements. A groundbreaking study has identified a novel mechanism through which certain viruses evade the immune system, paving the way for innovative therapeutic strategies. Additionally, advancements in genomic sequencing have facilitated the rapid identification of emerging pathogens, enhancing our ability to respond to outbreaks. Another pivotal discovery involves the development of a new class of antiviral drugs that show promise in treating a wide range of infections, potentially revolutionizing current treatment protocols. These findings underscore the dynamic nature of this discipline and its critical role in public health.\""], "neg": ["\"In the domain of legal studies, our examination of company law reveals significant insights. The latest legal frameworks underscore the necessity for companies to adhere to updated regulations. These results, derived from comprehensive studies, highlight the evolving nature of corporate governance. Furthermore, the latest legal precedents provide an essential update for companies seeking to navigate the complex legal landscape. Our findings emphasize the importance of continuous legal education for companies to remain compliant with the ever-changing legal standards.\""]}
+{"query": "Radiology patient testimonials treatment guidelines", "pos": ["\"When seeking feedback from individuals who have undergone diagnostic imaging, it's crucial to adhere to a structured approach. Initially, ensure informed consent is obtained, emphasizing confidentiality and the voluntary nature of participation. Develop a questionnaire that covers aspects such as comfort during the procedure, clarity of instructions provided, and satisfaction with the communication of results. Employ a rating system for quantitative analysis. Additionally, include open-ended questions for qualitative insights. Analyze the data systematically, identifying areas for improvement. Implement changes based on feedback to enhance service quality. Regularly update the feedback mechanism to reflect technological advancements and evolving patient expectations. This process aids in maintaining high standards of care and patient satisfaction in diagnostic imaging services.\""], "neg": ["\"In finance, conducting a Cost-Benefit Analysis is crucial for evaluating the feasibility and value of projects. This process involves comparing the costs and benefits associated with potential investments or actions. Effective guidelines suggest a thorough examination of all financial inflows and outflows, ensuring a comprehensive understanding of the project's net benefit. It's essential to include both direct and indirect financial impacts in the analysis. Testimonials from seasoned analysts underscore the importance of this method in guiding investment decisions. By adhering to these guidelines, stakeholders can make informed choices, maximizing returns while minimizing risks. The treatment of data accuracy and the inclusion of all relevant financial factors are pivotal in achieving a reliable analysis.\""]}
+{"query": "Sports Medicine Research Treatment Guidelines", "pos": ["\"For individuals seeking the latest protocols in athletic health care, it's essential to consult evidence-based practices. Initial assessment should prioritize injury identification, followed by a tailored rehabilitation plan emphasizing physical therapy and gradual return to activity. Nutritional support and psychological counseling are also key components for optimal recovery. Regular updates from authoritative bodies, such as the American College of Sports Physicians, ensure adherence to cutting-edge practices. Additionally, preventive measures, including strength training and proper equipment use, are crucial for minimizing future risks. Collaboration among healthcare professionals ensures comprehensive care.\""], "neg": ["\"Corticosteroids, pivotal in healthcare, offer anti-inflammatory and immunosuppressive properties. These agents, essential in managing various conditions, require adherence to specific guidelines to optimize outcomes. Initially, determining the appropriate dosage is crucial, considering factors like patient age, condition severity, and potential side effects. Monitoring is vital, adjusting dosages as necessary to minimize adverse effects while ensuring efficacy. Healthcare professionals must also consider the route of administration—oral, intravenous, or topical—based on the condition being treated. Education on potential side effects and when to seek medical advice is essential for patients. Regular follow-ups enhance treatment efficacy, allowing for adjustments. These guidelines underscore the importance of a tailored approach in corticosteroid therapy, ensuring safety and effectiveness in patient care.\""]}

samples_eval.jsonl

@@ -0,0 +1,20 @@
+{"query": "Depression treatment guidelines", "pos": ["\"For individuals with depression, a combination of psychotherapy and medication is often recommended. Cognitive-behavioral therapy (CBT) has shown effectiveness in treating depression by helping individuals change negative thought patterns. Antidepressant medications, such as SSRIs or SNRIs, are commonly prescribed to help regulate brain chemicals. Regular exercise, a healthy diet, and sufficient sleep can also aid in managing symptoms. It is important to consult with a healthcare provider to determine the most suitable treatment plan. Monitoring progress and attending therapy sessions regularly are crucial for successful management of depression.\""], "neg": ["\"Ensure optimal performance by replacing your Wet/Dry Vacuum Filter Fit for Craftsman Shop Vac / 917810 with this 2-pack designed for 3 & 4 Gallon vacuums. Maintain peak suction power and filtration efficiency for a cleaner workspace. Follow these guidelines for a seamless fit and enhanced vacuuming experience. For best results, replace filters regularly to prevent clogs and maintain airflow. Upgrade your shop vac with these high-quality filters to capture fine dust and debris effectively. Trust in this replacement filter pack for superior performance and longevity.\""]}
+{"query": "back pain treatment guidelines recommendations", "pos": ["\"Lower back pain is a common condition that can be managed effectively with proper guidance. Treatment guidelines often recommend a combination of physical therapy, exercise, and lifestyle modifications to alleviate symptoms and prevent recurrence. In some cases, medications or injections may be prescribed to help manage the pain. It is important to consult with a healthcare provider to determine the most appropriate course of action based on individual needs. Surgery is typically considered as a last resort for severe cases that do not respond to conservative treatments.\""], "neg": ["\"In the realm of arxiv, the harmonic map equation presents a complex interplay of mathematical concepts, akin to a puzzle waiting to be solved. Researchers delve into its intricacies, seeking to unravel its mysteries and unlock new insights. Just as a skilled musician harmonizes notes to create a beautiful melody, mathematicians harmonize equations to reveal hidden patterns. Understanding this equation is like navigating a labyrinth of interconnected ideas, where each discovery leads to another. By following the guidelines of this mathematical landscape, researchers can uncover a symphony of knowledge that transcends traditional boundaries.\""]}
+{"query": "Success stories speech therapy", "pos": ["\"After struggling with my speech for years, I decided to seek help from a speech therapist. The progress I've made since starting therapy has been truly remarkable. I can now communicate more effectively and confidently in both personal and professional settings. The guidance and support I received from my therapist were instrumental in my success. I never thought I would see such improvement, but thanks to the tailored exercises and techniques I learned in therapy, I have exceeded my own expectations. I am grateful for the positive impact that speech therapy has had on my life, and I would highly recommend it to anyone facing similar challenges.\""], "neg": ["\"After years of battling chronic pain, I found solace in analgesia. The therapy provided was a game-changer. My success story with analgesia is one of hope and relief. The treatment not only eased my physical discomfort but also lifted my spirits. The journey with analgesia has been transformative, allowing me to reclaim my life and rediscover joy. The effectiveness of this therapy is beyond words. I can now engage in activities I once thought impossible. Analgesia has given me back my voice, enabling me to share my experience and inspire others on their own path to healing.\""]}
+{"query": "urology disease information", "pos": ["\"Prostate cancer is a common type of cancer that affects the prostate gland in men. It usually grows slowly and may not cause significant harm, but in some cases, it can be aggressive and spread quickly. Symptoms may include difficulty urinating, blood in the urine, erectile dysfunction, and pain in the hips, back, or pelvis. Treatment options for prostate cancer include surgery, radiation therapy, hormone therapy, chemotherapy, and immunotherapy. Early detection through regular screenings can improve the chances of successful treatment. It is important for men to discuss their risk factors and screening options with their healthcare provider.\""], "neg": ["\"In a bizarre turn of events, a man has been charged with stealing a police car, causing a stir in the local community. The incident has left authorities scrambling for information on how such a brazen act could have occurred. This unexpected disease of criminal behavior has raised concerns about the security of law enforcement vehicles. The man's reckless actions have sparked discussions about the need for increased urology measures to prevent similar incidents in the future. The disease of car theft has left many questioning the safety of their surroundings.\""]}
+{"query": "neurology disease research", "pos": ["\"Recent studies in the field of neurological diseases have highlighted the role of genetic factors in the development of certain conditions. Researchers have identified specific gene mutations that contribute to the pathogenesis of disorders such as Parkinson's disease and multiple sclerosis. Additionally, advancements in imaging technology have allowed for better visualization of brain structures affected by these diseases, aiding in early diagnosis and treatment planning. Novel therapeutic approaches, including gene therapy and stem cell transplantation, show promise in addressing the underlying causes of neurological disorders. Collaborative efforts between researchers and clinicians are crucial for advancing our understanding and management of these complex conditions.\""], "neg": ["\"The study on bond yield fluctuations revealed intriguing patterns, indicating a strong correlation between market volatility and bond prices. Research findings suggest that investors seeking stable returns should diversify their portfolios across various bond maturities. Furthermore, analyzing historical data can provide valuable insights into predicting future bond yield movements. Understanding the impact of economic indicators on bond yields is crucial for making informed investment decisions. Interestingly, the research findings also highlight the importance of monitoring global market trends to anticipate changes in bond yields. Overall, these findings emphasize the significance of staying informed and adaptable in navigating the dynamic landscape of bond yield dynamics.\""]}
+{"query": "urology disease treatment guidelines", "pos": ["\"The management of various urological diseases involves a multidisciplinary approach. Common treatments include medications, lifestyle modifications, and surgical interventions. For conditions like urinary tract infections, antibiotics are typically prescribed. In cases of kidney stones, treatments may include pain management, hydration, and sometimes surgical procedures. Prostate issues often require a combination of medications and sometimes surgery. Bladder conditions may be managed with medications, behavioral therapies, or surgery. It is important to consult with a qualified healthcare provider for personalized treatment plans tailored to individual needs and specific conditions.\""], "neg": ["\"In the realm of arxiv, exploring optical coupling to spin waves in the cycloidal multiferroic BiFeO3 opens a new avenue for research. Understanding the intricate interplay between light and spin waves is crucial for advancing our knowledge in this domain. Researchers are encouraged to delve deeper into the mechanisms governing this phenomenon to unlock its full potential. By adhering to established guidelines in the field, novel insights can be gained, pushing the boundaries of optical manipulation in multiferroic materials. Embracing innovative approaches and collaborative efforts will drive progress in unraveling the mysteries of spin-wave dynamics in BiFeO3.\""]}
+{"query": "Chronic pain management recommendations", "pos": ["\"Guidelines for managing chronic pain focus on a multidisciplinary approach, combining medication, physical therapy, and psychological interventions. Treatment plans are tailored to each individual's needs, with an emphasis on improving function and quality of life. Non-pharmacological therapies such as acupuncture, massage, and mindfulness techniques are also recommended. In some cases, interventional procedures like nerve blocks or spinal cord stimulation may be considered. It is important for patients to work closely with their healthcare providers to find the most effective and sustainable treatment strategies for chronic pain.\""], "neg": ["\"Benign Prostatic Hyperplasia (BPH) is a common condition in aging men, characterized by the enlargement of the prostate gland. While not cancerous, BPH can lead to bothersome urinary symptoms such as frequent urination and weak urine flow. Management of BPH often involves lifestyle changes, medication, and in severe cases, surgery. Chronic monitoring is crucial to track the progression of symptoms and ensure timely intervention. Recommendations for BPH patients include regular check-ups, maintaining a healthy diet, and staying active. Early detection and proactive management can help alleviate pain and improve quality of life.\""]}
+{"query": "Speech Therapy Guidelines for communication disorders", "pos": ["\"Aphasia is a condition that affects a person's ability to communicate. It can result from a stroke, brain injury, or other neurological conditions. Symptoms may include difficulty speaking, understanding language, and finding the right words. Treatment typically involves speech therapy, which focuses on improving language skills and helping individuals regain their ability to communicate effectively. In some cases, alternative forms of communication, such as gestures or technology, may be used. It is important to work closely with a speech-language pathologist to develop a personalized treatment plan tailored to the individual's specific needs and goals.\""], "neg": ["\"In a surprising turn of events, Gorman wins gold in China, causing a wave of excitement among fans worldwide. The victory marks a significant milestone in Gorman's career, solidifying their position as a top athlete in the global arena. The news of this remarkable achievement has sparked discussions and celebrations across various platforms, showcasing the power of perseverance and dedication. Gorman's win serves as a reminder of the importance of hard work and determination in achieving one's goals. The event has garnered widespread attention and admiration, inspiring many to pursue their dreams with renewed vigor. Gorman's success in China has set new standards for excellence in sports, motivating others to strive for greatness.\""]}
+{"query": "Alzheimer's disease experiences", "pos": ["\"My grandmother was diagnosed with Alzheimer's a few years ago, and it has been a challenging journey for our family. Watching her struggle with memory loss and confusion is heartbreaking, but we have found ways to support her and make each day meaningful. Despite the difficulties, there are still moments of joy and connection that we cherish. It is important to stay informed about the latest research and treatments available for Alzheimer's to provide the best care possible. Remember, you are not alone in this journey, and there is support out there to help you navigate the challenges of this disease.\""], "neg": ["\"I can't express how delighted I am with the Lanyincao 1PCS Cute Drift Bottle USB Flash Drive Memory Stick Storage U-Disk with Maple Box (USB 2.0/4GB). It's like a treasure chest of memories, securely storing all my important files. The cute drift bottle design adds a touch of whimsy to my workday. Every time I plug it in, it's like unlocking a world of possibilities. The maple box is not just a container; it's a symbol of elegance and sophistication. My experiences with this U-Disk have been nothing short of amazing. It's a true lifesaver in this digital age. I highly recommend it to anyone looking for both style and functionality in their storage solution.\""]}
+{"query": "vascular treatment guidelines", "pos": ["\"The management of vascular conditions involves a multidisciplinary approach. Initial assessment should include a thorough medical history, physical examination, and appropriate imaging studies. Treatment options may include lifestyle modifications, medication therapy, minimally invasive procedures, or surgical interventions depending on the severity of the condition. Close monitoring of symptoms and regular follow-up visits are essential to track progress and adjust the treatment plan as needed. Patient education on risk factors and self-care practices is crucial for long-term management. Collaboration between healthcare providers, including primary care physicians, specialists, and allied health professionals, is key to ensuring comprehensive and effective care.\""], "neg": ["\"Introducing the ultimate solution for adventurous families: the Shoulder Hiking Carrier for Child and Toddler with Sunshade and Detachable Backpack by Our Expedition. Our treatment of your outdoor needs ensures a seamless blend of comfort and functionality. These guidelines highlight the carrier's ergonomic design, ensuring no undue pressure on your vascular system. With a focus on safety and convenience, our guidelines recommend this carrier for its breathable materials and adjustable features, ensuring a snug fit for various body types without compromising on vascular health. Experience the outdoors like never before, knowing your little one is shaded and secure.\""]}
+{"query": "Latest flu treatment guidelines research findings", "pos": ["\"Recent studies emphasize the importance of early antiviral intervention within 48 hours of symptom onset for optimal outcomes in influenza management. Updated protocols highlight the efficacy of newer antiviral agents, alongside traditional medications, in reducing disease duration and severity. Emphasis is placed on vaccination as a primary preventive measure, with annual updates to vaccine formulations to match circulating strains. Additionally, recommendations include supportive care measures such as hydration and rest, and caution against the routine use of antibiotics unless bacterial co-infection is suspected.\""], "neg": ["\"Recent investigations on the persistence of characteristics of an ordered flux line lattice above the second peak in $Bi_2Sr_2CaCu_2O_{8+ \\text{delta}}$ have revealed intriguing patterns. The findings suggest a correlation between lattice structure and superconducting properties, shedding light on the underlying mechanisms. These research insights provide guidelines for further exploration into the behavior of flux lines in high-temperature superconductors. Latest experimental data indicate a subtle interplay between lattice distortions and flux pinning, offering new avenues for understanding the complex nature of these materials. The observed trends open up possibilities for novel treatment strategies in enhancing superconducting performance.\""]}
+{"query": "latest transplant research", "pos": ["\"Recent advancements in organ transplantation have led to improved success rates and reduced complications for patients undergoing transplants. Researchers have been focusing on developing innovative techniques to enhance organ compatibility and reduce the risk of rejection. Studies have shown promising results in the use of stem cells for regenerating damaged tissues post-transplantation. Additionally, ongoing clinical trials are exploring the potential of personalized medicine in tailoring treatment plans for individual patients. These findings are paving the way for more effective and personalized approaches to organ transplantation, offering hope for better outcomes and quality of life for patients.\""], "neg": ["\"In the latest advancements, research into holographic storage within a Bose-Einstein condensate reveals groundbreaking potential. This technique, central to the latest research, involves encoding multiple coherence gratings, a method promising unparalleled data density and retrieval efficiency. Unlike traditional systems, this approach leverages the unique properties of Bose-Einstein condensates, allowing for the storage and manipulation of information in ways previously unimaginable. This research, transcending conventional boundaries, paves the way for revolutionary data storage solutions, embodying the latest in quantum information science.\""]}
+{"query": "latest arthritis studies", "pos": ["\"Recent research on arthritis has highlighted the role of gut bacteria in influencing disease progression. A study published in a leading medical journal revealed a potential link between the gut microbiome and the development of inflammatory arthritis. Furthermore, advancements in genetic testing have enabled personalized treatment approaches for different types of arthritis, improving patient outcomes. Novel drug therapies targeting specific inflammatory pathways have shown promising results in clinical trials, offering hope for more effective and targeted treatments for individuals living with arthritis.\""], "neg": ["\"Recent studies on glaucoma have unveiled significant advancements in understanding and treating this eye condition. Unlike arthritis, which affects joints, glaucoma targets the optic nerve, leading to potential vision loss if untreated. The latest research emphasizes early detection and the role of intraocular pressure in disease progression. Studies highlight the effectiveness of new medications and surgical techniques. The latest findings also explore genetic predispositions, underscoring the importance of family history in glaucoma risk assessment. This body of work, focusing solely on glaucoma within healthcare, offers hope for improved patient outcomes.\""]}
+{"query": "latest oncology research findings 2021", "pos": ["\"Recent advancements in oncology research in 2021 have highlighted the efficacy of immunotherapy in treating certain types of cancer. Studies have shown promising results in utilizing targeted therapies to improve outcomes for patients with advanced stages of the disease. Additionally, researchers have identified potential biomarkers that could aid in early detection and personalized treatment strategies. Novel approaches such as precision medicine and combination therapies are being explored to enhance the effectiveness of cancer treatments. These findings signify a significant step forward in the fight against cancer.\""], "neg": ["\"In the realm of ecommerce, the AVOIN colorlife Home Fall Buffalo Check Plaid Pumpkin Maple Leaf Throw Pillow Cover, 16 x 16 Inch Autumn Give Thanks Gather Farmhouse Cushion Case for Sofa Couch Set of 4, has emerged as a significant trendsetter. Our findings indicate a surge in consumer interest in autumn-themed home decor, particularly in 2021. This research underscores the product's appeal, combining seasonal motifs with a cozy farmhouse aesthetic. The findings further reveal that customers appreciate the set's versatility and thematic design, which seamlessly integrates with existing home decor. Moreover, the latest consumer reviews highlight the product's quality and the value it adds to festive decorations. These findings, grounded in the latest ecommerce trends of 2021, suggest a growing market for seasonal home accessories, with the AVOIN colorlife set leading the way.\""]}
+{"query": "Success stories weight loss", "pos": ["\"I've always struggled with managing my figure, finding it hard to stick to diets or exercise routines. After years of yo-yo dieting, I decided to seek professional help. The journey wasn't easy, but with the right guidance, I gradually changed my lifestyle. I learned about nutrition, portion control, and the importance of regular physical activity. Over months, I saw a transformation not just in my appearance, but in my energy levels and overall health. I've shed a significant amount of excess pounds and have maintained this healthier state. This experience has taught me the value of persistence and the importance of a supportive medical team.\""], "neg": ["\"Living with end-stage renal disease was a daunting journey, but with the support of my healthcare team, I found hope. The dialysis treatments were challenging, but I persevered. Despite the setbacks, I remained determined to fight. Success came in the form of improved kidney function and better overall health. The stories of others battling this disease inspired me to keep going. The weight of the diagnosis lifted as I embraced a healthier lifestyle. Losses turned into gains as I regained my strength and vitality. End-stage renal disease is tough, but with determination, it can be managed.\""]}
+{"query": "Psychiatry Research Findings Treatment Guidelines", "pos": ["\"For individuals with psychiatric conditions, it is crucial to follow evidence-based treatments recommended by healthcare professionals. These may include a combination of therapy, medication, and lifestyle modifications. Regular monitoring and communication with your healthcare provider are essential to track progress and make necessary adjustments to the treatment plan. It is important to prioritize self-care practices such as maintaining a healthy diet, regular exercise, and adequate sleep. Seeking support from loved ones and engaging in activities that promote mental well-being can also be beneficial.\""], "neg": ["\"In the domain of web-based historical research, the French and Indian War, a pivotal chapter in colonial history, is often scrutinized. The findings of this conflict, which spanned from 1754 to 1763, reveal a complex web of alliances and enmities. Central to the treatment of this subject is the understanding that the French, allied with various Native American tribes, were ultimately defeated. These guidelines underscore the importance of examining the multifaceted nature of the war's dynamics. Treatment of historical facts, supported by rigorous research, confirms that the British emerged victorious, altering the balance of power in North America. This outcome, pivotal in the annals of history, is a testament to the intricate tapestry of military, economic, and diplomatic strategies. The guidelines further advocate for a nuanced exploration of the consequences of this defeat on French colonial ambitions and Native American societies, highlighting the transformative impact of the war.\""]}
+{"query": "patient experiences pain relief testimonials", "pos": ["\"Chronic pain affects millions of people worldwide, impacting their quality of life and daily activities. Effective pain management strategies are crucial in providing relief and improving overall well-being. Patients often share their success stories and positive outcomes after implementing personalized pain management plans. These testimonials highlight the importance of a multidisciplinary approach, including medication, physical therapy, and lifestyle modifications. By working closely with healthcare providers, patients can achieve significant pain relief and regain control over their lives. It is essential for individuals experiencing chronic pain to seek professional guidance and explore various treatment options to find what works best for them.\""], "neg": ["\"In the intricate web of American governance, the determination of rules within the US House and US Senate is akin to a complex diagnosis, requiring a deep understanding of historical precedents and procedural intricacies. The patient, in this case, is the legislative body itself, experiencing the need for structure and order. Testimonials from past legislators highlight the relief found in well-defined rules, ensuring a smooth legislative process. The pain of ambiguity is alleviated by the Rules Committee in the House and the unanimous consent agreements in the Senate, acting as the primary physicians prescribing the procedural relief. Each chamber, through its unique patient experiences, develops a set of rules that guide their operations, with the House being more structured and the Senate more flexible. Testimonials from members underscore the importance of these rules in facilitating legislative action, providing relief from the potential chaos of unregulated debate. The experiences of both chambers demonstrate the critical role of established procedures in the health of the legislative process.\""]}
+{"query": "latest virology studies results update", "pos": ["\"Recent investigations in the field of virus-related sciences have unveiled significant advancements. A groundbreaking study has identified a novel mechanism through which certain viruses evade the immune system, paving the way for innovative therapeutic strategies. Additionally, advancements in genomic sequencing have facilitated the rapid identification of emerging pathogens, enhancing our ability to respond to outbreaks. Another pivotal discovery involves the development of a new class of antiviral drugs that show promise in treating a wide range of infections, potentially revolutionizing current treatment protocols. These findings underscore the dynamic nature of this discipline and its critical role in public health.\""], "neg": ["\"In the domain of legal studies, our examination of company law reveals significant insights. The latest legal frameworks underscore the necessity for companies to adhere to updated regulations. These results, derived from comprehensive studies, highlight the evolving nature of corporate governance. Furthermore, the latest legal precedents provide an essential update for companies seeking to navigate the complex legal landscape. Our findings emphasize the importance of continuous legal education for companies to remain compliant with the ever-changing legal standards.\""]}
+{"query": "Radiology patient testimonials treatment guidelines", "pos": ["\"When seeking feedback from individuals who have undergone diagnostic imaging, it's crucial to adhere to a structured approach. Initially, ensure informed consent is obtained, emphasizing confidentiality and the voluntary nature of participation. Develop a questionnaire that covers aspects such as comfort during the procedure, clarity of instructions provided, and satisfaction with the communication of results. Employ a rating system for quantitative analysis. Additionally, include open-ended questions for qualitative insights. Analyze the data systematically, identifying areas for improvement. Implement changes based on feedback to enhance service quality. Regularly update the feedback mechanism to reflect technological advancements and evolving patient expectations. This process aids in maintaining high standards of care and patient satisfaction in diagnostic imaging services.\""], "neg": ["\"In finance, conducting a Cost-Benefit Analysis is crucial for evaluating the feasibility and value of projects. This process involves comparing the costs and benefits associated with potential investments or actions. Effective guidelines suggest a thorough examination of all financial inflows and outflows, ensuring a comprehensive understanding of the project's net benefit. It's essential to include both direct and indirect financial impacts in the analysis. Testimonials from seasoned analysts underscore the importance of this method in guiding investment decisions. By adhering to these guidelines, stakeholders can make informed choices, maximizing returns while minimizing risks. The treatment of data accuracy and the inclusion of all relevant financial factors are pivotal in achieving a reliable analysis.\""]}
+{"query": "Sports Medicine Research Treatment Guidelines", "pos": ["\"For individuals seeking the latest protocols in athletic health care, it's essential to consult evidence-based practices. Initial assessment should prioritize injury identification, followed by a tailored rehabilitation plan emphasizing physical therapy and gradual return to activity. Nutritional support and psychological counseling are also key components for optimal recovery. Regular updates from authoritative bodies, such as the American College of Sports Physicians, ensure adherence to cutting-edge practices. Additionally, preventive measures, including strength training and proper equipment use, are crucial for minimizing future risks. Collaboration among healthcare professionals ensures comprehensive care.\""], "neg": ["\"Corticosteroids, pivotal in healthcare, offer anti-inflammatory and immunosuppressive properties. These agents, essential in managing various conditions, require adherence to specific guidelines to optimize outcomes. Initially, determining the appropriate dosage is crucial, considering factors like patient age, condition severity, and potential side effects. Monitoring is vital, adjusting dosages as necessary to minimize adverse effects while ensuring efficacy. Healthcare professionals must also consider the route of administration—oral, intravenous, or topical—based on the condition being treated. Education on potential side effects and when to seek medical advice is essential for patients. Regular follow-ups enhance treatment efficacy, allowing for adjustments. These guidelines underscore the importance of a tailored approach in corticosteroid therapy, ensuring safety and effectiveness in patient care.\""]}

samples_train.jsonl

@@ -0,0 +1,20 @@
+{"query": "Depression treatment guidelines", "pos": ["\"For individuals with depression, a combination of psychotherapy and medication is often recommended. Cognitive-behavioral therapy (CBT) has shown effectiveness in treating depression by helping individuals change negative thought patterns. Antidepressant medications, such as SSRIs or SNRIs, are commonly prescribed to help regulate brain chemicals. Regular exercise, a healthy diet, and sufficient sleep can also aid in managing symptoms. It is important to consult with a healthcare provider to determine the most suitable treatment plan. Monitoring progress and attending therapy sessions regularly are crucial for successful management of depression.\""], "neg": ["\"Ensure optimal performance by replacing your Wet/Dry Vacuum Filter Fit for Craftsman Shop Vac / 917810 with this 2-pack designed for 3 & 4 Gallon vacuums. Maintain peak suction power and filtration efficiency for a cleaner workspace. Follow these guidelines for a seamless fit and enhanced vacuuming experience. For best results, replace filters regularly to prevent clogs and maintain airflow. Upgrade your shop vac with these high-quality filters to capture fine dust and debris effectively. Trust in this replacement filter pack for superior performance and longevity.\""]}
+{"query": "back pain treatment guidelines recommendations", "pos": ["\"Lower back pain is a common condition that can be managed effectively with proper guidance. Treatment guidelines often recommend a combination of physical therapy, exercise, and lifestyle modifications to alleviate symptoms and prevent recurrence. In some cases, medications or injections may be prescribed to help manage the pain. It is important to consult with a healthcare provider to determine the most appropriate course of action based on individual needs. Surgery is typically considered as a last resort for severe cases that do not respond to conservative treatments.\""], "neg": ["\"In the realm of arxiv, the harmonic map equation presents a complex interplay of mathematical concepts, akin to a puzzle waiting to be solved. Researchers delve into its intricacies, seeking to unravel its mysteries and unlock new insights. Just as a skilled musician harmonizes notes to create a beautiful melody, mathematicians harmonize equations to reveal hidden patterns. Understanding this equation is like navigating a labyrinth of interconnected ideas, where each discovery leads to another. By following the guidelines of this mathematical landscape, researchers can uncover a symphony of knowledge that transcends traditional boundaries.\""]}
+{"query": "Success stories speech therapy", "pos": ["\"After struggling with my speech for years, I decided to seek help from a speech therapist. The progress I've made since starting therapy has been truly remarkable. I can now communicate more effectively and confidently in both personal and professional settings. The guidance and support I received from my therapist were instrumental in my success. I never thought I would see such improvement, but thanks to the tailored exercises and techniques I learned in therapy, I have exceeded my own expectations. I am grateful for the positive impact that speech therapy has had on my life, and I would highly recommend it to anyone facing similar challenges.\""], "neg": ["\"After years of battling chronic pain, I found solace in analgesia. The therapy provided was a game-changer. My success story with analgesia is one of hope and relief. The treatment not only eased my physical discomfort but also lifted my spirits. The journey with analgesia has been transformative, allowing me to reclaim my life and rediscover joy. The effectiveness of this therapy is beyond words. I can now engage in activities I once thought impossible. Analgesia has given me back my voice, enabling me to share my experience and inspire others on their own path to healing.\""]}
+{"query": "urology disease information", "pos": ["\"Prostate cancer is a common type of cancer that affects the prostate gland in men. It usually grows slowly and may not cause significant harm, but in some cases, it can be aggressive and spread quickly. Symptoms may include difficulty urinating, blood in the urine, erectile dysfunction, and pain in the hips, back, or pelvis. Treatment options for prostate cancer include surgery, radiation therapy, hormone therapy, chemotherapy, and immunotherapy. Early detection through regular screenings can improve the chances of successful treatment. It is important for men to discuss their risk factors and screening options with their healthcare provider.\""], "neg": ["\"In a bizarre turn of events, a man has been charged with stealing a police car, causing a stir in the local community. The incident has left authorities scrambling for information on how such a brazen act could have occurred. This unexpected disease of criminal behavior has raised concerns about the security of law enforcement vehicles. The man's reckless actions have sparked discussions about the need for increased urology measures to prevent similar incidents in the future. The disease of car theft has left many questioning the safety of their surroundings.\""]}
+{"query": "neurology disease research", "pos": ["\"Recent studies in the field of neurological diseases have highlighted the role of genetic factors in the development of certain conditions. Researchers have identified specific gene mutations that contribute to the pathogenesis of disorders such as Parkinson's disease and multiple sclerosis. Additionally, advancements in imaging technology have allowed for better visualization of brain structures affected by these diseases, aiding in early diagnosis and treatment planning. Novel therapeutic approaches, including gene therapy and stem cell transplantation, show promise in addressing the underlying causes of neurological disorders. Collaborative efforts between researchers and clinicians are crucial for advancing our understanding and management of these complex conditions.\""], "neg": ["\"The study on bond yield fluctuations revealed intriguing patterns, indicating a strong correlation between market volatility and bond prices. Research findings suggest that investors seeking stable returns should diversify their portfolios across various bond maturities. Furthermore, analyzing historical data can provide valuable insights into predicting future bond yield movements. Understanding the impact of economic indicators on bond yields is crucial for making informed investment decisions. Interestingly, the research findings also highlight the importance of monitoring global market trends to anticipate changes in bond yields. Overall, these findings emphasize the significance of staying informed and adaptable in navigating the dynamic landscape of bond yield dynamics.\""]}
+{"query": "urology disease treatment guidelines", "pos": ["\"The management of various urological diseases involves a multidisciplinary approach. Common treatments include medications, lifestyle modifications, and surgical interventions. For conditions like urinary tract infections, antibiotics are typically prescribed. In cases of kidney stones, treatments may include pain management, hydration, and sometimes surgical procedures. Prostate issues often require a combination of medications and sometimes surgery. Bladder conditions may be managed with medications, behavioral therapies, or surgery. It is important to consult with a qualified healthcare provider for personalized treatment plans tailored to individual needs and specific conditions.\""], "neg": ["\"In the realm of arxiv, exploring optical coupling to spin waves in the cycloidal multiferroic BiFeO3 opens a new avenue for research. Understanding the intricate interplay between light and spin waves is crucial for advancing our knowledge in this domain. Researchers are encouraged to delve deeper into the mechanisms governing this phenomenon to unlock its full potential. By adhering to established guidelines in the field, novel insights can be gained, pushing the boundaries of optical manipulation in multiferroic materials. Embracing innovative approaches and collaborative efforts will drive progress in unraveling the mysteries of spin-wave dynamics in BiFeO3.\""]}
+{"query": "Chronic pain management recommendations", "pos": ["\"Guidelines for managing chronic pain focus on a multidisciplinary approach, combining medication, physical therapy, and psychological interventions. Treatment plans are tailored to each individual's needs, with an emphasis on improving function and quality of life. Non-pharmacological therapies such as acupuncture, massage, and mindfulness techniques are also recommended. In some cases, interventional procedures like nerve blocks or spinal cord stimulation may be considered. It is important for patients to work closely with their healthcare providers to find the most effective and sustainable treatment strategies for chronic pain.\""], "neg": ["\"Benign Prostatic Hyperplasia (BPH) is a common condition in aging men, characterized by the enlargement of the prostate gland. While not cancerous, BPH can lead to bothersome urinary symptoms such as frequent urination and weak urine flow. Management of BPH often involves lifestyle changes, medication, and in severe cases, surgery. Chronic monitoring is crucial to track the progression of symptoms and ensure timely intervention. Recommendations for BPH patients include regular check-ups, maintaining a healthy diet, and staying active. Early detection and proactive management can help alleviate pain and improve quality of life.\""]}
+{"query": "Speech Therapy Guidelines for communication disorders", "pos": ["\"Aphasia is a condition that affects a person's ability to communicate. It can result from a stroke, brain injury, or other neurological conditions. Symptoms may include difficulty speaking, understanding language, and finding the right words. Treatment typically involves speech therapy, which focuses on improving language skills and helping individuals regain their ability to communicate effectively. In some cases, alternative forms of communication, such as gestures or technology, may be used. It is important to work closely with a speech-language pathologist to develop a personalized treatment plan tailored to the individual's specific needs and goals.\""], "neg": ["\"In a surprising turn of events, Gorman wins gold in China, causing a wave of excitement among fans worldwide. The victory marks a significant milestone in Gorman's career, solidifying their position as a top athlete in the global arena. The news of this remarkable achievement has sparked discussions and celebrations across various platforms, showcasing the power of perseverance and dedication. Gorman's win serves as a reminder of the importance of hard work and determination in achieving one's goals. The event has garnered widespread attention and admiration, inspiring many to pursue their dreams with renewed vigor. Gorman's success in China has set new standards for excellence in sports, motivating others to strive for greatness.\""]}
+{"query": "Alzheimer's disease experiences", "pos": ["\"My grandmother was diagnosed with Alzheimer's a few years ago, and it has been a challenging journey for our family. Watching her struggle with memory loss and confusion is heartbreaking, but we have found ways to support her and make each day meaningful. Despite the difficulties, there are still moments of joy and connection that we cherish. It is important to stay informed about the latest research and treatments available for Alzheimer's to provide the best care possible. Remember, you are not alone in this journey, and there is support out there to help you navigate the challenges of this disease.\""], "neg": ["\"I can't express how delighted I am with the Lanyincao 1PCS Cute Drift Bottle USB Flash Drive Memory Stick Storage U-Disk with Maple Box (USB 2.0/4GB). It's like a treasure chest of memories, securely storing all my important files. The cute drift bottle design adds a touch of whimsy to my workday. Every time I plug it in, it's like unlocking a world of possibilities. The maple box is not just a container; it's a symbol of elegance and sophistication. My experiences with this U-Disk have been nothing short of amazing. It's a true lifesaver in this digital age. I highly recommend it to anyone looking for both style and functionality in their storage solution.\""]}
+{"query": "vascular treatment guidelines", "pos": ["\"The management of vascular conditions involves a multidisciplinary approach. Initial assessment should include a thorough medical history, physical examination, and appropriate imaging studies. Treatment options may include lifestyle modifications, medication therapy, minimally invasive procedures, or surgical interventions depending on the severity of the condition. Close monitoring of symptoms and regular follow-up visits are essential to track progress and adjust the treatment plan as needed. Patient education on risk factors and self-care practices is crucial for long-term management. Collaboration between healthcare providers, including primary care physicians, specialists, and allied health professionals, is key to ensuring comprehensive and effective care.\""], "neg": ["\"Introducing the ultimate solution for adventurous families: the Shoulder Hiking Carrier for Child and Toddler with Sunshade and Detachable Backpack by Our Expedition. Our treatment of your outdoor needs ensures a seamless blend of comfort and functionality. These guidelines highlight the carrier's ergonomic design, ensuring no undue pressure on your vascular system. With a focus on safety and convenience, our guidelines recommend this carrier for its breathable materials and adjustable features, ensuring a snug fit for various body types without compromising on vascular health. Experience the outdoors like never before, knowing your little one is shaded and secure.\""]}
+{"query": "Latest flu treatment guidelines research findings", "pos": ["\"Recent studies emphasize the importance of early antiviral intervention within 48 hours of symptom onset for optimal outcomes in influenza management. Updated protocols highlight the efficacy of newer antiviral agents, alongside traditional medications, in reducing disease duration and severity. Emphasis is placed on vaccination as a primary preventive measure, with annual updates to vaccine formulations to match circulating strains. Additionally, recommendations include supportive care measures such as hydration and rest, and caution against the routine use of antibiotics unless bacterial co-infection is suspected.\""], "neg": ["\"Recent investigations on the persistence of characteristics of an ordered flux line lattice above the second peak in $Bi_2Sr_2CaCu_2O_{8+ \\text{delta}}$ have revealed intriguing patterns. The findings suggest a correlation between lattice structure and superconducting properties, shedding light on the underlying mechanisms. These research insights provide guidelines for further exploration into the behavior of flux lines in high-temperature superconductors. Latest experimental data indicate a subtle interplay between lattice distortions and flux pinning, offering new avenues for understanding the complex nature of these materials. The observed trends open up possibilities for novel treatment strategies in enhancing superconducting performance.\""]}
+{"query": "latest transplant research", "pos": ["\"Recent advancements in organ transplantation have led to improved success rates and reduced complications for patients undergoing transplants. Researchers have been focusing on developing innovative techniques to enhance organ compatibility and reduce the risk of rejection. Studies have shown promising results in the use of stem cells for regenerating damaged tissues post-transplantation. Additionally, ongoing clinical trials are exploring the potential of personalized medicine in tailoring treatment plans for individual patients. These findings are paving the way for more effective and personalized approaches to organ transplantation, offering hope for better outcomes and quality of life for patients.\""], "neg": ["\"In the latest advancements, research into holographic storage within a Bose-Einstein condensate reveals groundbreaking potential. This technique, central to the latest research, involves encoding multiple coherence gratings, a method promising unparalleled data density and retrieval efficiency. Unlike traditional systems, this approach leverages the unique properties of Bose-Einstein condensates, allowing for the storage and manipulation of information in ways previously unimaginable. This research, transcending conventional boundaries, paves the way for revolutionary data storage solutions, embodying the latest in quantum information science.\""]}
+{"query": "latest arthritis studies", "pos": ["\"Recent research on arthritis has highlighted the role of gut bacteria in influencing disease progression. A study published in a leading medical journal revealed a potential link between the gut microbiome and the development of inflammatory arthritis. Furthermore, advancements in genetic testing have enabled personalized treatment approaches for different types of arthritis, improving patient outcomes. Novel drug therapies targeting specific inflammatory pathways have shown promising results in clinical trials, offering hope for more effective and targeted treatments for individuals living with arthritis.\""], "neg": ["\"Recent studies on glaucoma have unveiled significant advancements in understanding and treating this eye condition. Unlike arthritis, which affects joints, glaucoma targets the optic nerve, leading to potential vision loss if untreated. The latest research emphasizes early detection and the role of intraocular pressure in disease progression. Studies highlight the effectiveness of new medications and surgical techniques. The latest findings also explore genetic predispositions, underscoring the importance of family history in glaucoma risk assessment. This body of work, focusing solely on glaucoma within healthcare, offers hope for improved patient outcomes.\""]}
+{"query": "latest oncology research findings 2021", "pos": ["\"Recent advancements in oncology research in 2021 have highlighted the efficacy of immunotherapy in treating certain types of cancer. Studies have shown promising results in utilizing targeted therapies to improve outcomes for patients with advanced stages of the disease. Additionally, researchers have identified potential biomarkers that could aid in early detection and personalized treatment strategies. Novel approaches such as precision medicine and combination therapies are being explored to enhance the effectiveness of cancer treatments. These findings signify a significant step forward in the fight against cancer.\""], "neg": ["\"In the realm of ecommerce, the AVOIN colorlife Home Fall Buffalo Check Plaid Pumpkin Maple Leaf Throw Pillow Cover, 16 x 16 Inch Autumn Give Thanks Gather Farmhouse Cushion Case for Sofa Couch Set of 4, has emerged as a significant trendsetter. Our findings indicate a surge in consumer interest in autumn-themed home decor, particularly in 2021. This research underscores the product's appeal, combining seasonal motifs with a cozy farmhouse aesthetic. The findings further reveal that customers appreciate the set's versatility and thematic design, which seamlessly integrates with existing home decor. Moreover, the latest consumer reviews highlight the product's quality and the value it adds to festive decorations. These findings, grounded in the latest ecommerce trends of 2021, suggest a growing market for seasonal home accessories, with the AVOIN colorlife set leading the way.\""]}
+{"query": "Success stories weight loss", "pos": ["\"I've always struggled with managing my figure, finding it hard to stick to diets or exercise routines. After years of yo-yo dieting, I decided to seek professional help. The journey wasn't easy, but with the right guidance, I gradually changed my lifestyle. I learned about nutrition, portion control, and the importance of regular physical activity. Over months, I saw a transformation not just in my appearance, but in my energy levels and overall health. I've shed a significant amount of excess pounds and have maintained this healthier state. This experience has taught me the value of persistence and the importance of a supportive medical team.\""], "neg": ["\"Living with end-stage renal disease was a daunting journey, but with the support of my healthcare team, I found hope. The dialysis treatments were challenging, but I persevered. Despite the setbacks, I remained determined to fight. Success came in the form of improved kidney function and better overall health. The stories of others battling this disease inspired me to keep going. The weight of the diagnosis lifted as I embraced a healthier lifestyle. Losses turned into gains as I regained my strength and vitality. End-stage renal disease is tough, but with determination, it can be managed.\""]}
+{"query": "Psychiatry Research Findings Treatment Guidelines", "pos": ["\"For individuals with psychiatric conditions, it is crucial to follow evidence-based treatments recommended by healthcare professionals. These may include a combination of therapy, medication, and lifestyle modifications. Regular monitoring and communication with your healthcare provider are essential to track progress and make necessary adjustments to the treatment plan. It is important to prioritize self-care practices such as maintaining a healthy diet, regular exercise, and adequate sleep. Seeking support from loved ones and engaging in activities that promote mental well-being can also be beneficial.\""], "neg": ["\"In the domain of web-based historical research, the French and Indian War, a pivotal chapter in colonial history, is often scrutinized. The findings of this conflict, which spanned from 1754 to 1763, reveal a complex web of alliances and enmities. Central to the treatment of this subject is the understanding that the French, allied with various Native American tribes, were ultimately defeated. These guidelines underscore the importance of examining the multifaceted nature of the war's dynamics. Treatment of historical facts, supported by rigorous research, confirms that the British emerged victorious, altering the balance of power in North America. This outcome, pivotal in the annals of history, is a testament to the intricate tapestry of military, economic, and diplomatic strategies. The guidelines further advocate for a nuanced exploration of the consequences of this defeat on French colonial ambitions and Native American societies, highlighting the transformative impact of the war.\""]}
+{"query": "patient experiences pain relief testimonials", "pos": ["\"Chronic pain affects millions of people worldwide, impacting their quality of life and daily activities. Effective pain management strategies are crucial in providing relief and improving overall well-being. Patients often share their success stories and positive outcomes after implementing personalized pain management plans. These testimonials highlight the importance of a multidisciplinary approach, including medication, physical therapy, and lifestyle modifications. By working closely with healthcare providers, patients can achieve significant pain relief and regain control over their lives. It is essential for individuals experiencing chronic pain to seek professional guidance and explore various treatment options to find what works best for them.\""], "neg": ["\"In the intricate web of American governance, the determination of rules within the US House and US Senate is akin to a complex diagnosis, requiring a deep understanding of historical precedents and procedural intricacies. The patient, in this case, is the legislative body itself, experiencing the need for structure and order. Testimonials from past legislators highlight the relief found in well-defined rules, ensuring a smooth legislative process. The pain of ambiguity is alleviated by the Rules Committee in the House and the unanimous consent agreements in the Senate, acting as the primary physicians prescribing the procedural relief. Each chamber, through its unique patient experiences, develops a set of rules that guide their operations, with the House being more structured and the Senate more flexible. Testimonials from members underscore the importance of these rules in facilitating legislative action, providing relief from the potential chaos of unregulated debate. The experiences of both chambers demonstrate the critical role of established procedures in the health of the legislative process.\""]}
+{"query": "latest virology studies results update", "pos": ["\"Recent investigations in the field of virus-related sciences have unveiled significant advancements. A groundbreaking study has identified a novel mechanism through which certain viruses evade the immune system, paving the way for innovative therapeutic strategies. Additionally, advancements in genomic sequencing have facilitated the rapid identification of emerging pathogens, enhancing our ability to respond to outbreaks. Another pivotal discovery involves the development of a new class of antiviral drugs that show promise in treating a wide range of infections, potentially revolutionizing current treatment protocols. These findings underscore the dynamic nature of this discipline and its critical role in public health.\""], "neg": ["\"In the domain of legal studies, our examination of company law reveals significant insights. The latest legal frameworks underscore the necessity for companies to adhere to updated regulations. These results, derived from comprehensive studies, highlight the evolving nature of corporate governance. Furthermore, the latest legal precedents provide an essential update for companies seeking to navigate the complex legal landscape. Our findings emphasize the importance of continuous legal education for companies to remain compliant with the ever-changing legal standards.\""]}
+{"query": "Radiology patient testimonials treatment guidelines", "pos": ["\"When seeking feedback from individuals who have undergone diagnostic imaging, it's crucial to adhere to a structured approach. Initially, ensure informed consent is obtained, emphasizing confidentiality and the voluntary nature of participation. Develop a questionnaire that covers aspects such as comfort during the procedure, clarity of instructions provided, and satisfaction with the communication of results. Employ a rating system for quantitative analysis. Additionally, include open-ended questions for qualitative insights. Analyze the data systematically, identifying areas for improvement. Implement changes based on feedback to enhance service quality. Regularly update the feedback mechanism to reflect technological advancements and evolving patient expectations. This process aids in maintaining high standards of care and patient satisfaction in diagnostic imaging services.\""], "neg": ["\"In finance, conducting a Cost-Benefit Analysis is crucial for evaluating the feasibility and value of projects. This process involves comparing the costs and benefits associated with potential investments or actions. Effective guidelines suggest a thorough examination of all financial inflows and outflows, ensuring a comprehensive understanding of the project's net benefit. It's essential to include both direct and indirect financial impacts in the analysis. Testimonials from seasoned analysts underscore the importance of this method in guiding investment decisions. By adhering to these guidelines, stakeholders can make informed choices, maximizing returns while minimizing risks. The treatment of data accuracy and the inclusion of all relevant financial factors are pivotal in achieving a reliable analysis.\""]}
+{"query": "Sports Medicine Research Treatment Guidelines", "pos": ["\"For individuals seeking the latest protocols in athletic health care, it's essential to consult evidence-based practices. Initial assessment should prioritize injury identification, followed by a tailored rehabilitation plan emphasizing physical therapy and gradual return to activity. Nutritional support and psychological counseling are also key components for optimal recovery. Regular updates from authoritative bodies, such as the American College of Sports Physicians, ensure adherence to cutting-edge practices. Additionally, preventive measures, including strength training and proper equipment use, are crucial for minimizing future risks. Collaboration among healthcare professionals ensures comprehensive care.\""], "neg": ["\"Corticosteroids, pivotal in healthcare, offer anti-inflammatory and immunosuppressive properties. These agents, essential in managing various conditions, require adherence to specific guidelines to optimize outcomes. Initially, determining the appropriate dosage is crucial, considering factors like patient age, condition severity, and potential side effects. Monitoring is vital, adjusting dosages as necessary to minimize adverse effects while ensuring efficacy. Healthcare professionals must also consider the route of administration—oral, intravenous, or topical—based on the condition being treated. Education on potential side effects and when to seek medical advice is essential for patients. Regular follow-ups enhance treatment efficacy, allowing for adjustments. These guidelines underscore the importance of a tailored approach in corticosteroid therapy, ensuring safety and effectiveness in patient care.\""]}