Despite the vast quantities of published artificial intelligence (AI) algorithms that target trauma and orthopaedic applications, very few progress to inform clinical practice. One key reason for this is the lack of a clear pathway from development to deployment. In order to assist with this process, we have developed the Clinical Practice Integration of Artificial Intelligence (CPI-AI) framework – a five-stage approach to the clinical practice adoption of AI in the setting of trauma and orthopaedics, based on the IDEAL principles ( Cite this article:
Cardiac events have been found to occur with increased frequency in total joint arthroplasty (TJA) patients >65 y/o without known coronary artery disease (CAD). Avoidance of readmissions for cardiac events is paramount with bundled payment programs. It has been thought that many of these patients may have undiagnosed CAD because of sedentary life styles brought on by chronic osteoarthritis. The purpose of this study is to assess with Coronary Computed Tomographic Angiography (CCTA) the prevalence and severity of CAD in patients >65 y/o for elective TJA. 126 elective patients that were part of a total hip and knee bundled payment program were referred for cardiac evaluation with CCTA if they were >65 but <70 y/o with a history of heart disease or 2 risk factors or were >70 y/o. CCTA was acquired on all patients unless they had a history of a severe allergic reaction to contrast, GFR <50 ml/min., the presence of atrial fibrillation, or declined the test. All images were evaluated by an experienced reader. Arterial narrowing of 70% diameter or greater was classified as significant CAD. Intermediate lesions <70% were reclassified as significant if CT-FFR (Functional flow reserve) was < or = 0.80.Introduction
Methods
In surgeon controlled bundled payment and service models, the goal is to reduce cost but preserve quality. The surgeon not only takes on risk for the surgery, but all costs during 90 days after the procedure. If savings are achieved over a previous target price, the surgeon can receive a monetary bonus. The surgeon is placed in a position to optimize the patients preoperatively to minimize expensive postoperative readmissions in a high risk population. Traditionally, surgeons request that primary care providers medically clear the patient for surgery with cardiology consultation at their discretion, and without dictating specific testing. Our participation in the Bundled Payments for Care Improvement (BPCI) program for total hip and knee replacement surgeries since 1/1/15 has demonstrated a significant number of patients having costly readmissions for cardiac events. To determine the medical effectiveness and cost savings of instituting a new innovative cardiac screening program Background
Objective
The Bundled Payments for Care Improvement (BPCI) was developed by the US Center for Medicare and Medicaid (CMS) to evaluate a payment and service delivery model to reduce cost but preserve quality. 90 day postoperative expenditures are reconciled against a target price, allowing for a monetary bonus to the provider if savings were achieved. The surgeon is placed in a position to optimize the patients preoperatively to minimize expensive postoperative cardiovascular readmissions in a high risk population. Traditionally, surgeons request that primary care providers medically clear the patient for surgery with or without additional cardiology consultation, without dictating specific testing. Typical screening includes an EKG, occasionally an echocardiogram and nuclear stress test, and rarely a cardiac catheterization. Our participation in the BPCI program for total hip and knee replacement surgeries since 1/1/15 has demonstrated a significant number of patients having readmissions for cardiac events. To determine the medical effectiveness and cost savings of instituting a new innovative cardiac screening program Background
Objective
