Health Care Provider Fraud Detection Analysis

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Fraud Detection in Healthcare - Towards Data Science

(3 days ago) WEBAn overview of overall healthcare provider/prescriber scenario in the US; the charts also act as filters for other charts, so we …

https://towardsdatascience.com/fraud-detection-in-healthcare-1801bf19d36c

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Using Data Mining to Detect Health Care Fraud and Abuse: A …

(3 days ago) WEBIn traditional methods of health care fraud and abuse detection, a few auditors handle thousands of paper health care claims. In reality, they have little time …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4796421/

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Data-Centric AI for Healthcare Fraud Detection - Springer

(8 days ago) WEBAutomated methods for detecting fraudulent healthcare providers have the potential to save billions of dollars in healthcare costs and improve the overall quality of patient …

https://link.springer.com/content/pdf/10.1007/s42979-023-01809-x.pdf

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Unsupervised Machine Learning for Explainable Health Care Fraud …

(4 days ago) WEBOur proposed approach for fraud detection is fully unsupervised, not relying on any labeled training data, and is explainable to end users, providing reasoning and interpretable …

https://www.nber.org/papers/w30946

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A Systematic Review and Qualitative Assessment of Fraud …

(6 days ago) WEBApplying a previously validated approach that has not been taken by prior health care fraud reviews, our qualitative method showed high validity in terms of …

https://www.tandfonline.com/doi/full/10.1080/10920277.2021.1895843

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Healthcare Provider Fraud Detection Analysis using …

(6 days ago) WEBTable of Contents: 1. Introduction 2. Types of Healthcare Provider Fraud 3. Business Problem 4. ML Formulation 5. Business Constraints 6. Dataset Column Analysis 7. Performance metric 8.

https://medium.com/analytics-vidhya/healthcare-provider-fraud-detection-analysis-using-machine-learning-81ebf09ed955

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How to detect healthcare fraud? “A systematic review”

(7 days ago) WEBdetection. Most physicians are detected to act on Abuse and a small portion of more than 2% of doctors take part in fraud practices that harm the healthcare …

https://www.sciencedirect.com/science/article/pii/S0213911121002661

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Unsupervised Machine Learning for Explainable Health Care …

(2 days ago) WEB2 Shekhar, Leder-Luis, Akoglu: Unsupervised ML for Explainable Health Care Fraud Detection 1. Introduction Fraud in health care is hard to detect. Insurers face …

https://arxiv.org/pdf/2211.02927

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Provider profiling and labeling of fraudulent health - Springer

(Just Now) WEB3.1 Methods of provider fraud detection in health insurance claims. Li et al. (2017) A survey on the state of healthcare upcoding fraud analysis and …

https://link.springer.com/article/10.1007/s12652-021-03481-6

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Machine Learning Based Approaches for Healthcare Fraud …

(8 days ago) WEBJan 2023. Keshav Kaushik. Several studies have employed machine learning methods to detect fraudulent claims by health facility providers, e.g., the …

https://www.researchgate.net/publication/353373369_Machine_Learning_Based_Approaches_for_Healthcare_Fraud_Detection_A_Comparative_Analysis

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Big Data fraud detection using multiple medicare data sources

(6 days ago) WEBA survey on the state of healthcare upcoding fraud analysis and detection. Health Serv Outcomes Res Methodol. 2017;17(1):31–55. Article Google Scholar …

https://journalofbigdata.springeropen.com/articles/10.1186/s40537-018-0138-3

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Healthcare insurance fraud detection using data mining

(2 days ago) WEBHealthcare programs and insurance initiatives play a crucial role in ensuring that people have access to medical care. There are many benefits of healthcare …

https://bmcmedinformdecismak.biomedcentral.com/articles/10.1186/s12911-024-02512-4

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Data mining application to healthcare fraud detection: a two-step

(3 days ago) WEBThe analysis on the three outlying healthcare providers provided clear suggestions to a potential third party user concerning whether the suspects should be …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7362640/

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Machine Learning Based Approaches for Healthcare Fraud …

(Just Now) WEBperformance of predictive analysis for health care fraud detection with all other available methods. A recent study by Richard et al.(2018) employs machine learning method with …

https://www.researchgate.net/profile/Mohan-Kumar-24/publication/353373369_Machine_Learning_Based_Approaches_for_Healthcare_Fraud_Detection_A_Comparative_Analysis/links/60f8b6e50c2bfa282af1fa32/Machine-Learning-Based-Approaches-for-Healthcare-Fraud-Detection-A-Comparative-Analysis.pdf?origin=publication_detail

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Detecting fraud in health care through emerging technologies

(7 days ago) WEBBiometrics recognition, like a fingerprint scanner, iris scanner or facial recognition, to strengthen the identification process as a security measure.; Predictive …

https://www.issa.int/analysis/detecting-fraud-health-care-through-emerging-technologies

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Data-Centric AI for Healthcare Fraud Detection - PMC

(4 days ago) WEBAbstract. Automated methods for detecting fraudulent healthcare providers have the potential to save billions of dollars in healthcare costs and improve the overall …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10173919/

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Data mining application to healthcare fraud detection: a two-step

(2 days ago) WEBThe healthcare sector is an interesting target for fraudsters. The availability of a great amount of data makes it possible to tackle this issue with the adoption of data …

https://bmcmedinformdecismak.biomedcentral.com/articles/10.1186/s12911-020-01143-9

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SAS Payment Integrity for Health Care SAS

(3 days ago) WEBKey Features. A single, fully integrated solution for ensuring payment integrity in health care, with components for fraud detection, alert management and case handling. Plus …

https://www.sas.com/en_us/software/payment-integrity-for-health-care.html

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rohansoni634/Healthcare-Provider-Fraud-Detection-Analysis

(6 days ago) WEBHealthcare-Provider-Fraud-Detection-Analysis. The main goal of this project is to ’Predict the potentially fraudulent providers’ based on the claims filed by them. Also we …

https://github.com/rohansoni634/Healthcare-Provider-Fraud-Detection-Analysis

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Examining the Impact of Health Care Fraud on Patients and …

(6 days ago) WEBHealth care fraud is a serious issue that not only poses significant financial risks, but also impacts the quality of care provided to patients and places an burden on …

https://index.businessinsurance.com/businessinsurance/article/syndicationcloud-2024-5-15-examining-the-impact-of-health-care-fraud-on-patients-and-providers

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Medicare and Medicaid fraudsters continue to steal taxpayer money

(1 days ago) WEBFiscal year 2023 proved to be a high value one for healthcare frauds and settlements, with the DOJ totaling $2 billion dollars in illicit activity. The U.S. Department …

https://www.thomsonreuters.com/en-us/posts/investigation-fraud-and-risk/medicare-medicaid-fraud-2024/

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Improving Fraud and Abuse Detection in General Physician Claims: …

(3 days ago) WEBAbstract. Background: We aimed to identify the indicators of healthcare fraud and abuse in general physicians’ drug prescription claims, and to identify a subset …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4770922/

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