【DL輪読会】Pervasive Label Errors in Test Sets Destabilize Machine Learning Bench...Deep Learning JP
The document summarizes a research paper that investigated the impact of label errors in test sets on machine learning benchmarks. Some key points:
1. The researchers estimated label error rates in 10 popular datasets, finding an average of 3.6% errors. They corrected labels in CIFAR10 and ImageNet.
2. Experiments showed that while test label errors did not change the relative performance of models on the full test set, models could achieve higher accuracy on the errors compared to corrected labels.
3. This suggests models may overfit to common label errors in both train and test sets, undermining the reliability of benchmarks in selecting the best model. The importance of ensuring test label accuracy is emphasized.
Formation découverte du webdocumentaire à destination des professeurs documentalistes du bassin nord de Montpellier.
Le webdocumentaire comme contenu pédagogique pour la classe et le webdocumentaire comme objet produit par les élèves.
cvpaper.challenge の Meta Study Group 発表スライド
cvpaper.challenge はコンピュータビジョン分野の今を映し、トレンドを創り出す挑戦です。論文サマリ・アイディア考案・議論・実装・論文投稿に取り組み、凡ゆる知識を共有します。2019の目標「トップ会議30+本投稿」「2回以上のトップ会議網羅的サーベイ」
http://xpaperchallenge.org/cv/
【DL輪読会】Pervasive Label Errors in Test Sets Destabilize Machine Learning Bench...Deep Learning JP
The document summarizes a research paper that investigated the impact of label errors in test sets on machine learning benchmarks. Some key points:
1. The researchers estimated label error rates in 10 popular datasets, finding an average of 3.6% errors. They corrected labels in CIFAR10 and ImageNet.
2. Experiments showed that while test label errors did not change the relative performance of models on the full test set, models could achieve higher accuracy on the errors compared to corrected labels.
3. This suggests models may overfit to common label errors in both train and test sets, undermining the reliability of benchmarks in selecting the best model. The importance of ensuring test label accuracy is emphasized.
Formation découverte du webdocumentaire à destination des professeurs documentalistes du bassin nord de Montpellier.
Le webdocumentaire comme contenu pédagogique pour la classe et le webdocumentaire comme objet produit par les élèves.
cvpaper.challenge の Meta Study Group 発表スライド
cvpaper.challenge はコンピュータビジョン分野の今を映し、トレンドを創り出す挑戦です。論文サマリ・アイディア考案・議論・実装・論文投稿に取り組み、凡ゆる知識を共有します。2019の目標「トップ会議30+本投稿」「2回以上のトップ会議網羅的サーベイ」
http://xpaperchallenge.org/cv/
This document provides an overview of Sun Knowledge, a healthcare services company. It details Sun Knowledge's services such as revenue cycle management, clinical services, IT services, and analytics. It also highlights the company's infrastructure, certifications, locations, and awards. Sun Knowledge services a variety of healthcare organizations and provides sample reports on tasks like order entry, eligibility verification, and accounts receivable management.
Welcome to Sun Knowledge for cost-effective solutions in healthcare outsourcing, including medical coding & billing, revenue cycle management, account receivables management and more.
This document provides an overview of Sun Knowledge, a healthcare services company. It details Sun Knowledge's services such as revenue cycle management, clinical services, IT services, and analytics. It also highlights the company's infrastructure, certifications, locations, and awards. Sun Knowledge services a variety of healthcare organizations and provides sample reports on tasks like order entry, eligibility verification, and accounts receivable management.
Welcome to Sun Knowledge for cost-effective solutions in healthcare outsourcing, including medical coding & billing, revenue cycle management, account receivables management and more.
This document provides an overview of Sun Knowledge, a revenue cycle management services company. It details Sun Knowledge's infrastructure, certifications, and compliance with standards like HIPAA and ISO. The document also outlines Sun Knowledge's service portfolio, which includes provider support, clinical services, administrative services, IT services, and analytics. Sun Knowledge works with providers, payors, and other clients to provide end-to-end revenue cycle management.
Revenue Cycle Management for Oncology by Sun KnowledgeMichael Smith
Sun Knowledge provides revenue cycle management services for oncology, including medical billing, coding, eligibility and authorization verification, prior authorization, and accounts receivable services. It has over 10 years of experience serving the US healthcare industry from its facilities in India. Sun Knowledge utilizes robust technology and systems, maintains various quality certifications, and employs skilled staff to efficiently handle all aspects of the revenue cycle.
Complete Durable Medical Equipment (DME) Billing Guide | Sun KnowledgeMichael Smith
Sun Knowledge – A Practice Management and Revenue Cycle Management Company.
Contact Details:
New York Office - 41 Madison Avenue, 25th Floor, NY 10010
Phone - +1 212-400-6100, Email - contact@sunknowledge.com
Website - www.sunknowledge.com
DME Billing - http://sunknowledge.com/dme-billing-services/
Facebook - https://www.facebook.com/SunKnowledge
Twitter - https://twitter.com/sunknowledge
LinkedIn - https://www.linkedin.com/company/sun-knowledge
Google plus - https://plus.google.com/+SunknowledgeInc
Sun Knowledge provides Cost-Effective Solutions in Durable Medical Equipment (DME) Billing & Collections.
Sun Knowledge has a highly capable team of DME billing experts who can make life easier for you from the very first day. With Sun Knowledge by your side, you can leave all your DME billing worries to expert care. Outsourcing your DME billing requirements to us will allow you and your staff to concentrate on marketing, growing and running business operations, rather than managing a billing and collections department.
The Sun Knowledge Advantage:
The process starts with entry of orders and ends when the account has zero balance. This includes conducting eligibility checks, obtaining authorization, creating sales orders, scheduling delivery, submitting claims, managing rejections and denials, and proactively following-up AR.
Highlights
~ Follow-up on incomplete prescription with physician’s office
~ Follow-up for document collection (diabetic verification forms, LMN, CMN etc.)
~ Error free patient entry
~ Error free sales order creation
~ 100% HIPAA compliance
~ Real time transaction audits
~ Primary and secondary insurance verification
~ Insurance verification for rental items
~ Obtaining authorizations & extending authorization
~ Open order audit and clean-up
~ CPAP user compliance tracking and counseling calls to non-compliant patients
~ Claims submission within 48 hours of receiving proof of delivery
~ Rejection follow-up within 24 hours
~ Tracking and follow-up of partial or incorrect payments
~ Denial management based on detailed analysis
~ Methodical and proactive AR follow-up
~ Timely payment posting to reflect accurate AR
~ Customized reporting
Get started today.
GoTelecare Medical Billing & Coding ServicesGoTelecare
GoTelecare is a leading global provider of Business and Knowledge Process Outsourcing services in the US healthcare domain. We deliver proprietary technologies, workflow and business processes to cater to various medical billing & coding requirements of our clients. We specialize in turnkey Revenue Cycle Management services, account receivables recovery & clean-up, DME billing and a complete range of billing & coding services for pharmacies, physicians, hospitals, nursing homes, urgent care centers, drug rehab centers and more.
This document describes the medical billing service offerings of Sun Knowledge, including durable medical equipment and orthotics/prosthetics billing. It outlines Sun Knowledge's infrastructure, certifications, and locations. The document also provides an overview of the advantages of partnering with Sun Knowledge, such as guaranteed 50% operational savings and increased collections. Finally, it describes Sun Knowledge's approach to addressing various challenges in durable medical equipment and orthotics/prosthetics billing through systematic processes and defined key performance indicators.
Coding & Billing Services for DME (Durable Medical Equipment), Prosthetics & ...GoTelecare
Overview of full range of medical coding & billing services for DME, Prosthetics & Orthotics provided by GoTelecare.
GoTelecare is a leading global provider of Business and Knowledge Process Outsourcing services in the US healthcare domain. We deliver proprietary technologies, workflow and business processes to cater to various medical billing & coding requirements of our clients. We specialize in turnkey Revenue Cycle Management services, Account Receivables collection & clean-up, DME / Prosthetics & Orthotics billing and provide a complete range of billing & coding services for pharmacies, physicians, hospitals, nursing homes, urgent care centers, drug rehab centers and more.
Sun Knowledge Revenue Cycle Management ServicesSun Knowledge
Sun Knowledge Revenue Cycle Management gives you a clear visibility of your finances through payment follow-up. Prosthetics and orthotics billing are handled diligently.
Sun Knowledge provides medical billing and administrative services from facilities in New York City and Kolkata, India. It has over 8 years of experience in the healthcare industry and handles coding, billing, and administrative functions for US healthcare organizations. Sun Knowledge utilizes HIPAA-compliant technology and processes, and has received several awards and certifications for its work. It aims to significantly reduce clients' operational costs while improving collections.
GoTelecare Medical Billing Company ServicesRalph Spencer
The document discusses revenue cycle management services provided by GoTelecare. It highlights their onshore and offshore medical billing and KPO services, robust infrastructure, skilled staff, HIPAA compliance, and experience serving the US healthcare industry since 2007. It also lists various awards and certifications they have received and describes the significant cost savings and operational benefits their services provide to clients.
Revenue cycle management by sun knowledge (labs)Nibedita Sen
To make #Accounts Receivable and #RCM less complicated, it is mandatory to go through a transcendent process of #MedicalBilling to improve sinking finances.
Accounts Receivable Management by Sun KnowledgeRonnie Hastings
The document provides an overview of Sun Knowledge, a healthcare accounts receivable management services company. It details Sun Knowledge's experience and capabilities in areas such as claims processing, billing, coding, payment posting, and accounts receivable follow up. The document also highlights Sun Knowledge's certifications and compliance with standards like HIPAA, ISO, and CMMI. It provides examples of reports used to track accounts receivable aging and agent performance on collection tasks.
Accounts Receivable Management By Sun KnowledgeRonnie Hastings
The document provides an overview of Sun Knowledge, a healthcare accounts receivable management services company. It details Sun Knowledge's experience and capabilities in areas such as claims processing, billing, coding, payment posting, and accounts receivable follow up. The document also highlights Sun Knowledge's certifications and compliance with standards like HIPAA, ISO, and CMMI. It provides examples of reports used to track accounts receivable aging and agent productivity.
We provide complete end to end solutions for Health care providers and payers.
We have rich experience in Revenue cycle Management services.
We have a strong team of AAPC certified coders, Billing Specialists and Denial management team.
We are currently looking for partner in revenue share for the business they bring in or Vendor partner relationship.
We provide complete end to end solutions for Health care providers and payers.
We have rich experience in Revenue cycle Management services.
We have a strong team of AAPC certified coders, Billing Specialists and Denial management team.
We are currently looking for partner in revenue share for the business they bring in or Vendor partner relationship.
Practice Management & Revenue Cycle Management for RadiologySaikat Mukherjee
This document provides an overview of Sun Knowledge, a provider of practice management and revenue cycle management services for radiology and imaging. It summarizes Sun Knowledge's service offerings, which include eligibility verification, medical coding, claims submission, accounts receivable management, and utilization review. The document also outlines Sun Knowledge's compliance policies, technology infrastructure, and international certifications. It positions Sun Knowledge as an experienced outsourcing partner for healthcare organizations seeking to improve revenue cycle operations.
Medical Billing Services For Urgent Care Centers And Emergency DeptRonnie Hastings
This document provides an overview of medical billing services offered by 2Sun Knowledge for urgent care centers. The company has over 10 years of experience providing onshore and offshore revenue cycle management services to US healthcare organizations. Key services include eligibility and authorization verification, medical coding and billing, accounts receivable management, and denial management. The company utilizes state-of-the-art technology and systems and has numerous certifications to ensure HIPAA compliance.
Medical Billing Services for Urgent Care Centers & Emergency Dept. by Sun Kno...Souvik Ghosh / Neil
This document provides an overview of medical billing services offered by 2Sun Knowledge for urgent care centers. Key details include:
- Eligibility and authorization verification, coding, billing, accounts receivable management, and other administrative services are offered.
- The company has been serving the US healthcare industry since 2007 and has a robust infrastructure with HIPAA compliant facilities.
- In addition to medical billing, services include provider support, utilization management, clinical services, IT services, and accounts receivable analytics.
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Sectional dentures for microstomia patients.pptxSatvikaPrasad
Microstomia, characterized by an abnormally small oral aperture, presents significant challenges in prosthodontic treatment, including limited access for examination, difficulties in impression making, and challenges with prosthesis insertion and removal. To manage these issues, customized impression techniques using sectional trays and elastomeric materials are employed. Prostheses may be designed in segments or with flexible materials to facilitate handling. Minimally invasive procedures and the use of digital technologies can enhance patient comfort. Education and training for patients on prosthesis care and maintenance are crucial for compliance. Regular follow-up and a multidisciplinary approach, involving collaboration with other specialists, ensure comprehensive care and improved quality of life for microstomia patients.
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Enhancing Hip and Knee Arthroplasty Precision with Preoperative CT and MRI Im...Pristyn Care Reviews
Precision becomes a byword, most especially in such procedures as hip and knee arthroplasty. The success of these surgeries is not just dependent on the skill and experience of the surgeons but is extremely dependent on preoperative planning. Recognizing this important need, Pristyn Care commits itself to the integration of advanced imaging technologies like CT (Computed Tomography) and MRI (Magnetic Resonance Imaging) into the surgical planning process.
India Medical Devices Market: Size, Share, and In-Depth Competitive Analysis ...Kumar Satyam
According to TechSci Research report, “India Medical Devices Market Industry Size, Share, Trends, Competition, Opportunity and Forecast, 2019-2029,” the India Medical Devices Market was valued at USD 15.35 billion in 2023 and is anticipated to witness impressive growth in the forecast period, with a Compound Annual Growth Rate (CAGR) of 5.35% through 2029. This growth is driven by various factors, including strategic collaborations and partnerships among leading companies, a growing population, and the increasing demand for advanced healthcare solutions.
Recent Trends
Strategic Collaborations and Partnerships
One of the most significant trends driving the India Medical Devices Market is the increasing number of collaborations and partnerships among leading companies. These alliances aim to merge the expertise of individual companies to strengthen their market position and enhance their product offerings. For instance, partnerships between local manufacturers and international companies bring advanced technologies and manufacturing techniques to the Indian market, fostering innovation and improving product quality.
Browse over XX market data Figures and spread through XX Pages and an in-depth TOC on " India Medical Devices Market.” - https://www.techsciresearch.com/report/india-medical-devices-market/8161.html
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This is a presentation on the overview of the role of monitoring and evaluation in public health. It describes the various components and how a robust M&E system can possitively impact the results or effectiveness of a public health intervention.
Ensure the highest quality care for your patients with Cardiac Registry Support's cancer registry services. We support accreditation efforts and quality improvement initiatives, allowing you to benchmark performance and demonstrate adherence to best practices. Confidence starts with data. Partner with Cardiac Registry Support. For more details visit https://cardiacregistrysupport.com/cancer-registry-services/
TEST BANK FOR Health Assessment in Nursing 7th Edition by Weber Chapters 1 - ...rightmanforbloodline
TEST BANK FOR Health Assessment in Nursing 7th Edition by Weber Chapters 1 - 34.
TEST BANK FOR Health Assessment in Nursing 7th Edition by Weber Chapters 1 - 34.
TEST BANK FOR Health Assessment in Nursing 7th Edition by Weber Chapters 1 - 34.
Health Tech Market Intelligence Prelim Questions -Gokul Rangarajan
The Ultimate Guide to Setting up Market Research in Health Tech part -1
How to effectively start market research in the health tech industry by defining objectives, crafting problem statements, selecting methods, identifying data collection sources, and setting clear timelines. This guide covers all the preliminary steps needed to lay a strong foundation for your research.
This lays foundation of scoping research project what are the
Before embarking on a research project, especially one aimed at scoping and defining parameters like the one described for health tech IT, several crucial considerations should be addressed. Here’s a comprehensive guide covering key aspects to ensure a well-structured and successful research initiative:
1. Define Research Objectives and Scope
Clear Objectives: Define specific goals such as understanding market needs, identifying new opportunities, assessing risks, or refining pricing strategies.
Scope Definition: Clearly outline the boundaries of the research in terms of geographical focus, target demographics (e.g., age, socio-economic status), and industry sectors (e.g., healthcare IT).
3. Review Existing Literature and Resources
Literature Review: Conduct a thorough review of existing research, market reports, and relevant literature to build foundational knowledge.
Gap Analysis: Identify gaps in existing knowledge or areas where further exploration is needed.
4. Select Research Methodology and Tools
Methodological Approach: Choose appropriate research methods such as surveys, interviews, focus groups, or data analytics.
Tools and Resources: Select tools like Google Forms for surveys, analytics platforms (e.g., SimilarWeb, Statista), and expert consultations.
5. Ethical Considerations and Compliance
Ethical Approval: Ensure compliance with ethical guidelines for research involving human subjects.
Data Privacy: Implement measures to protect participant confidentiality and adhere to data protection regulations (e.g., GDPR, HIPAA).
6. Budget and Resource Allocation
Resource Planning: Allocate resources including time, budget, and personnel required for each phase of the research.
Contingency Planning: Anticipate and plan for unforeseen challenges or adjustments to the research plan.
7. Develop Research Instruments
Survey Design: Create well-structured surveys using tools like Google Forms to gather quantitative data.
Interview and Focus Group Guides: Prepare detailed scripts and discussion points for qualitative data collection.
8. Sampling Strategy
Sampling Design: Define the sampling frame, size, and method (e.g., random sampling, stratified sampling) to ensure representation of target demographics.
Participant Recruitment: Plan recruitment strategies to reach and engage the intended participant groups effectively.
9. Data Collection and Analysis Plan
Data Collection: Implement methods for data gathering, ensuring consistency and validity.
Analysis Techniques: Decide on analytical approaches (e.g., statistical
The facial nerve, also known as cranial nerve VII, is one of the 12 cranial nerves originating from the brain. It's a mixed nerve, meaning it contains both sensory and motor fibres, and it plays a crucial role in controlling various facial muscles, as well as conveying sensory information from the taste buds on the anterior two-thirds of the tongue.
The Importance of Black Women Understanding the Chemicals in Their Personal C...bkling
Certain chemicals, such as phthalates and parabens, can disrupt the body's hormones and have significant effects on health. According to data, hormone-related health issues such as uterine fibroids, infertility, early puberty and more aggressive forms of breast and endometrial cancers disproportionately affect Black women. Our guest speaker, Jasmine A. McDonald, PhD, an Assistant Professor in the Department of Epidemiology at Columbia University in New York City, discusses the scientific reasons why Black women should pay attention to specific chemicals in their personal care products, like hair care, and ways to minimize their exposure.
This particular slides consist of- what is hypotension,what are it's causes and it's effect on body, risk factors, symptoms,complications, diagnosis and role of physiotherapy in it.
This slide is very helpful for physiotherapy students and also for other medical and healthcare students.
Here is the summary of hypotension:
Hypotension, or low blood pressure, is when the pressure of blood circulating in the body is lower than normal or expected. It's only a problem if it negatively impacts the body and causes symptoms. Normal blood pressure is usually between 90/60 mmHg and 120/80 mmHg, but pressures below 90/60 are generally considered hypotensive.
Test bank clinical nursing skills a concept based approach 4e pearson educati...rightmanforbloodline
Test bank clinical nursing skills a concept based approach 4e pearson education
Test bank clinical nursing skills a concept based approach 4e pearson education
Test bank clinical nursing skills a concept based approach 4e pearson education