{"id":2796,"date":"2020-02-06T21:48:45","date_gmt":"2020-02-06T21:48:45","guid":{"rendered":"http:\/\/orionhealth-blog.local\/?p=2796"},"modified":"2025-03-28T01:11:38","modified_gmt":"2025-03-28T01:11:38","slug":"the-power-of-pre-operative-risk-prediction-in-new-zealand","status":"publish","type":"post","link":"https:\/\/orionhealth.com\/nz\/blog\/the-power-of-pre-operative-risk-prediction-in-new-zealand\/","title":{"rendered":"The power of pre-operative risk prediction in New Zealand"},"content":{"rendered":"<p>Deciding whether to undergo major surgery is a complex decision involving patients, their surgeons and anaesthetists.&nbsp;&nbsp;<\/p>\n\n\n\n<p>When clinicians talk about surgical risk, they\u2019re referring to&nbsp;the&nbsp;<em>balance<\/em>&nbsp;of risk:&nbsp;weighing&nbsp;the short and long-term risks&nbsp;of surgery,&nbsp;against the overall benefits of&nbsp;the procedure.&nbsp;Accurately predicting&nbsp;a patient\u2019s&nbsp;risk of death or complications after surgery is&nbsp;crucial&nbsp;for informed consent.&nbsp;&nbsp;<\/p>\n\n\n\n<p>In the past clinicians&nbsp;have found&nbsp;it&nbsp;difficult to provide their patients with a clear assessment of&nbsp;mortality&nbsp;risk because the tools available were&nbsp;old and&nbsp;created using clinical&nbsp;information from the US or the UK.&nbsp;&nbsp;<\/p>\n\n\n\n<p>What if there was a&nbsp;way New Zealanders could accurately predict the&nbsp;risk associated with&nbsp;major surgery?&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">A highly accurate tool for New Zealanders to predict risk following surgery&nbsp;<\/h4>\n\n\n\n<p>The&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/www.nzrisk.com\/\" target=\"_blank\">nzRISK&nbsp;calculator<\/a>&nbsp;is a&nbsp;pre-operative&nbsp;risk&nbsp;prediction tool&nbsp;developed specifically for the New Zealand population,&nbsp;using New Zealand data. It&nbsp;applies&nbsp;to all non-cardiac&nbsp;patients over the age of 18.&nbsp;&nbsp;<\/p>\n\n\n\n<p>The calculator was developed as part of an ongoing collaboration between\u00a0Orion Health\u00a0data scientists and\u00a0local\u00a0clinicians enabled by Precision Driven Health. The data used comes from <a href=\"https:\/\/www.health.govt.nz\/\">New Zealand\u2019s Ministry of Health<\/a> and captures 99% of hospital admissions in New Zealand between 2011 &#8211; 2016.\u00a0\u00a0\u00a0<\/p>\n\n\n\n<p>This work builds on the existing literature mostly by applying techniques to New Zealand-specific data. Technically, the model uses a form of penalised regression to construct the model which was chosen so that the outputs could be easily understood.&nbsp;<\/p>\n\n\n\n<p>Patients and clinicians can input various pieces of information, such as age, gender, ethnicity,&nbsp;type of procedure,&nbsp;and pre-existing conditions,&nbsp;and the&nbsp;nzRISK&nbsp;calculator will produce a mortality risk score for&nbsp;that patient at one month, one year and two years after surgery.&nbsp;<\/p>\n\n\n\n<p>nzRISK&nbsp;is a highly accurate tool for New Zealanders to predict their risk of death following surgery. The&nbsp;outcomes are wide-reaching, and it can be used to:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Improve risk estimates needed for informed consent&nbsp;<\/li>\n\n\n\n<li>Improve the decision-making process&nbsp;<\/li>\n\n\n\n<li>Help with triaging of&nbsp;patients&nbsp;<\/li>\n\n\n\n<li>Quantify healthcare performance<\/li>\n\n\n\n<li>&nbsp;Avoid low-value operations&nbsp;<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">nzRISK&nbsp;in use<\/h4>\n\n\n\n<p>Auckland City Hospital is one of the early users of&nbsp;nzRISK, where it has been incorporated into pre-operative processes. The tool simplifies the process for patients, so they can avoid&nbsp;unnecessary or&nbsp;repeat hospital visits. For clinicians, the tool improves efficiency, allowing them to spend more time with higher-risk patients, while also providing high-quality information for&nbsp;discussions. Predictive medicine to improve&nbsp;the&nbsp;patient experience \u2013 isn\u2019t that the&nbsp;ideal?&nbsp;<\/p>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/orionhealth.com\/nz\/contact\/\">Contact an expert<\/a><\/div>\n\n\n\n<p><strong><em>.<\/em><\/strong>\u00a0<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">See&nbsp;nzRISK&nbsp;Calculator in action&nbsp;<\/h4>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"nzRISK Information for Patients and their Families \/ Whanau\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/kamIziF3JQY?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe> \n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"nzRISK Information for Medical Practitioners\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/K04yqgRWqqU?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe> \n<\/div><\/figure>","protected":false},"excerpt":{"rendered":"<p>Deciding whether to undergo major surgery is a complex decision involving patients, their surgeons and anaesthetists.&nbsp;&nbsp; When clinicians talk about surgical risk, they\u2019re referring to&nbsp;the&nbsp;balance&nbsp;of risk:&nbsp;weighing&nbsp;the short and long-term risks&nbsp;of surgery,&nbsp;against the overall benefits of&nbsp;the procedure.&nbsp;Accurately predicting&nbsp;a patient\u2019s&nbsp;risk of death or complications after surgery is&nbsp;crucial&nbsp;for informed consent.&nbsp;&nbsp; In the past clinicians&nbsp;have found&nbsp;it&nbsp;difficult to provide their [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":2875,"comment_status":"closed","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[1],"tags":[44],"region":[23,24],"class_list":["post-2796","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-population-health-management","region-global","region-nz"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - 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