Machine Learning System Catches Two-Thirds More Prescription Medication Errors than Existing Clinical Decision Support Systems at Two Major Hospitals

Researchers find a savings of more than one million dollars and prevention of hundreds, if not thousands, of adverse drug events could have been had with machine learning system Support for artificial intelligence (AI) and machine learning (ML) in healthcare has been mixed among anatomic pathologists and clinical laboratory leaders. Nevertheless, there’s increasing evidence that diagnostic systems based on AI and ML can be as accurate or more accurate at detecting disease than systems without...

As Accreditation Inspections of Clinical Laboratories Become Tougher, Innovative Labs Use Internal Audits and Continuous Quality Improvements to Help Prevent Deficiencies

Savvy medical laboratory managers conduct internal audits of processes involved in deficiency citations so they can uncover how deficiencies occur and help eliminate recurrences One trend that places clinical laboratories at risk involves increased regulation of lab processes, along with more thorough accreditation inspections. Compared to past years, both developments mean more ways for lab assessors to find greater numbers of deficiencies. However, leading laboratory accreditation and...

With Experienced Baby Boomers Retiring in Ever-Larger Numbers, Clinical Laboratories and Pathology Groups Use New Methods to Improve Productivity, Reduce Costs

All labs face the challenge of coping with shrinking budgets and staffing shortages, which is why coaching, management observation, and continuous improvement initiatives are proving helpful to medical laboratories It’s the biggest generational shift since baby boomers began working in clinical laboratories and anatomic pathology groups. Across the nation, labs are watching their most experienced and knowledgeable medical technologists and other lab scientists retire. The need to train their...

Facing Increasing Pressure from an Evolving Regulatory Environment, Clinical Laboratories Need to be ‘Inspection Ready’ in 2019

Experts say medical laboratories must overcome staffing challenges and develop a culture of continual inspection readiness Clinical laboratories and anatomic pathology groups will be entering 2019 facing not only financial upheaval from Medicare Part B fee cuts and narrowing payer networks, but also an increasingly rigorous and ever-evolving regulatory environment. Although the Clinical Laboratory Improvement Amendments (CLIA) requirements have not undergone major changes since debuting in...

Diagnostic Errors Get the Attention of the Institute of Medicine, Reinforcing Efforts by Nation’s Clinical Pathology Laboratory Scientists to Improve Patient Safety

Along with its assessment of the rate of errors in diagnosis, the IOM has a plan to improve, but will doctors accept the IOM’s advice, or continue business as usual? Diagnostic errors in the American healthcare system is a problem that is now on the radar screen of policymakers at the Institute of Medicine (IOM). Pathologists and clinical laboratory professionals will welcome this development, because recommendations from the IOM carry weight with Congress. Thus, should the IOM develop...
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