Development and Validation of a Predictive Model of Trauma and Stress-Related Psychiatric Disorders Following Acute Hospitalizations for Life-Threatening Illness

Brussels, Belgium · March 2023

poster · Clinical Science

Santiago Papini
Kaiser Permanente Northern California Division of Research
Esti Iturralde
Division of Research, Kaiser Permanente Northern California
Yun Lu
Division of Research, Kaiser Permanente Northern California
John Greene
Division of Research, Kaiser Permanente Northern California
Fernando Barreda
Division of Research, Kaiser Permanente Northern California
Stacy Sterling
Division of Research, Kaiser Permanente Northern California
Vincent Liu
Division of Research, Kaiser Permanente Northern California

Abstract

A substantial number of patients develop PTSD and other trauma-related disorders in the months following hospitalization for life-threatening conditions. We developed and validated a predictive model of adverse mental health outcomes using only electronic health record data, including features extracted with natural language processing from symptoms recorded in clinician notes.

Risk/Resilience

Cookie	Duration	Description
at-rand	never	AddThis sets this cookie to track page visits, sources of traffic and share counts.
CONSENT	2 years	YouTube sets this cookie via embedded youtube-videos and registers anonymous statistical data.
uvc	1 year 27 days	Set by addthis.com to determine the usage of addthis.com service.
_ga	2 years	The _ga cookie, installed by Google Analytics, calculates visitor, session and campaign data and also keeps track of site usage for the site's analytics report. The cookie stores information anonymously and assigns a randomly generated number to recognize unique visitors.
_gat_gtag_UA_3507334_1	1 minute	Set by Google to distinguish users.
_gid	1 day	Installed by Google Analytics, _gid cookie stores information on how visitors use a website, while also creating an analytics report of the website's performance. Some of the data that are collected include the number of visitors, their source, and the pages they visit anonymously.

Cookie	Duration	Description
loc	1 year 27 days	AddThis sets this geolocation cookie to help understand the location of users who share the information.
VISITOR_INFO1_LIVE	5 months 27 days	A cookie set by YouTube to measure bandwidth that determines whether the user gets the new or old player interface.
YSC	session	YSC cookie is set by Youtube and is used to track the views of embedded videos on Youtube pages.
yt-remote-connected-devices	never	YouTube sets this cookie to store the video preferences of the user using embedded YouTube video.
yt-remote-device-id	never	YouTube sets this cookie to store the video preferences of the user using embedded YouTube video.
yt.innertube::nextId	never	This cookie, set by YouTube, registers a unique ID to store data on what videos from YouTube the user has seen.
yt.innertube::requests	never	This cookie, set by YouTube, registers a unique ID to store data on what videos from YouTube the user has seen.

Development and Validation of a Predictive Model of Trauma and Stress-Related Psychiatric Disorders Following Acute Hospitalizations for Life-Threatening Illness

Abstract

Cookies