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digital.ahrq.gov/ahrq-funded-projects/identification-patients-low-life-expectancy
January 01, 2022 - Publications
Events
The inclusion of information from free-text notes into risk of death … prediction models significantly improves the ability to predict the probability of death, with the potential … With a goal of identifying patients at high risk of death, this research integrated the artificial intelligence … This model of risk of death was created, tested, and analyzed against benchmark statistical and machine … The researchers found that inclusion of NLP-generated data improved estimates of the probability of death
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digital.ahrq.gov/sites/default/files/docs/citation/r01hs024090-turchin-final-report-2019.pdf
January 01, 2019 - conjunction
with natural language processing can achieve higher prediction accuracy for the risk of death … Results: Dynamic Logic had a small but consistent advantage in estimating the probability
of death over … Death Master File. … Specifically, we evaluated the risk of death once a year, on January 1st. … Benchmark Methods
We utilized several benchmark methods analytical for prediction of risk of death.
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digital.ahrq.gov/2020-year-review/research-summary/creating-health-information-exchange-application-provide-fast-access-patient-data-emergency
January 01, 2020 - about a patient’s health history, especially in the emergency department (ED) setting, where life and death … repeated or unnecessary diagnostic tests and to expedite care and treatment in potentially life or death … You really can't spend minutes looking up stuff on the computer when somebody is bleeding to death right
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digital.ahrq.gov/ahrq-funded-projects/longitudinal-machine-learning-approach-providing-clinicians-timely-detection
September 30, 2023 - ideation (SI), a broad term used to describe a range of contemplations, wishes, and preoccupations with death … Active duty personnel who die by suicide often maintain their duties until their death.
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digital.ahrq.gov/sites/default/files/docs/implementation/U%20of%20MN%209-17-05.ppt
November 24, 2003 - Death on Domestic Flights - 1 in 8,000,000 flights
Background - IOM Report
cont’d
Death in Hospitals
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digital.ahrq.gov/2020-year-review/research-dissemination/reaching-research-community-through-web-conferences
January 01, 2020 - Turchin highlighted research that showed inclusion of information from free-text notes into risk-of-death … prediction models significantly improves the ability to predict the probability of death.
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digital.ahrq.gov/sites/default/files/docs/clinical-care-slides-10142020.pdf
October 14, 2020 - in conjunction with natural language
processing can be used to identify patients at high risk for death … counseling
while patient’s HbA1c > 7%
• Primary outcome: MI, CVA, hospitalization for angina or
death … months between 2000 and 2014
• Data for every patient were re-analyzed every 12 months
to predict death … neural network (MPCNN) that can directly handle a heterogeneous dataset
Predicting Postoperative Death … Our Approach
Architecture of the Multipath Convolutional Neural Network �
Predicting Postoperative Death
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digital.ahrq.gov/sites/default/files/docs/page/2006Sundwall_051111comp.pdf
June 01, 2006 - Commissioner for Health 11
8th Leading Cause of Death … Leading Causes of Death and Estimated Medical Injuries That Contributed to
Death: Utah, 2001
Cause … of Death Deaths
1 Diseases of heart 2,875
2 Malignant neoplasms 2,304
3 Cerebrovascular diseases … Pilot Projects� (beginning now)
Moving to ‘Clinical’ Exchanges
Where We Are
8th Leading Cause of Death
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digital.ahrq.gov/sites/default/files/docs/citation/r18hs026188-gong-final-report-2022.pdf
January 01, 2022 - ) 40 (37.0)
-20 (-115.5,
0.3)
81
(75.0)
27
(25.0)
-314 (-588.5,
-127.8)
ARDS or death … 652
308
(47.2)
-58 (-112, -
20)
ARDS and
Death 255
237
(92.9) 4 (-1, 18) 86 (36.3) 156 ( … 163
128
(78.5) -37 (-87, -11)
ARDS and
Death 255
237
(92.9) 4 (-1, 18) 86 (36.3) 156 (65.8 … ) 0 (-12, 10)
125
(52.7)
112
(47.3)
- 112 (-211.3,
-52)
ARDS or death
746
555
(74.4) … The model identified patients at risk for ARDS or death at a median of 10 hours and an
interquartile
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digital.ahrq.gov/ahrq-funded-projects/improving-healthcare-processes-and-outcomes-directly-integrating-health
January 01, 2022 - about a patient’s health history, especially in the emergency department (ED) setting, where life and death … repeated or unnecessary diagnostic tests and to expedite care and treatment in potentially life or death … You really can't spend minutes looking up stuff on the computer when somebody is bleeding to death right
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digital.ahrq.gov/engaging-patients-enable-interoperable-lung-cancer-decision-support-scale
August 01, 2022 - Engaging Patients to Enable Interoperable Lung Cancer Decision Support at Scale
Project Description
Improving shared decision making for lung cancer screening by adapting and disseminating an interoperable clinical decision suppor…
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digital.ahrq.gov/annual-report-2021/research-summary/anesthesiology-control-tower-air-traffic-control-operating-rooms
January 01, 2021 - patients who are at risk for specific complications, including respiratory failure, kidney failure, and death … ACTFAST into operating rooms improves care
Machine learning algorithms for predicting postoperative death
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digital.ahrq.gov/2020-year-review/research-summary/anesthesiology-control-tower-air-traffic-control-operating-rooms
January 01, 2020 - patients who are at risk for specific complications, including respiratory failure, kidney failure, and death … ACTFAST into operating rooms improves care
Machine learning algorithms for predicting postoperative death
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digital.ahrq.gov/2019-year-review/research-summary/improving-delivery-health-services-health-systems-level
January 01, 2019 - Dynamic Logic, a machine-learning algorithm to improve the identification of patients at high risk of death … the results indicated that Dynamic Logic had a consistent advantage in estimating the probability of death
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digital.ahrq.gov/sites/default/files/docs/page/2006Wang_051611comp.pdf
January 01, 2006 - Recurrent theme:
Paramedic ETI associated with increased risk of death.
Paramedic ETI associated … 209 pts matched with 627 historical non-intubated controls
“Prehospital RSI increased odds of death … non-intubated cases
Multivariable and propensity score adjusted
“Paramedic ETI 4x greater odds of death
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digital.ahrq.gov/sites/default/files/docs/page/2006FriedmanSantinonFormica_052411comp.pdf
May 26, 2011 - NEJM 1999:341:1725
Death Rate
All Dialysis 16.1/100 pt yrs
Waitlist 6.3/100 pt yrs
PROJECTED YEARS … NEJM 1999:341:1725
Death Rate
All Dialysis 16.1/100 pt yrs
Waitlist 6.3/100 pt yrs
Transplant Recipients
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digital.ahrq.gov/ahrq-funded-projects/engaging-patients-enable-interoperable-lung-cancer-decision-support-scale
January 01, 2024 - Engaging Patients to Enable Interoperable Lung Cancer Decision Support at Scale
Project Description
Publications
Improving shared decision making for lung cancer screening by adapting and disseminating an interoperable clini…
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digital.ahrq.gov/ahrq-funded-projects/virtual-continuity-and-its-impact-complex-hospitalized-patients-care
January 01, 2022 - However, errors that were considered clinically significant—those leading to death, permanent or temporary … significant difference seen in PCP followup visits and ED visits at 30 days, or in 30-day readmission or death
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digital.ahrq.gov/program-overview/research-stories/decision-precision-increasing-lung-cancer-screening-risk-patients
January 01, 2022 - Decision Precision+: Increasing Lung Cancer Screening for At-Risk Patients
Theme:
Supporting Health Systems in Advancing Care Delivery
Subtheme:
Scaling Effective Digital Healthcare Interventions Across Healthcare Systems
A shared decision-…
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digital.ahrq.gov/sites/default/files/docs/page/visual-diagnostic-system-to-reduce-diagnostic-errors-and-improve-clinical-outcomes.pdf
July 02, 2015 - concepts for the media
and public to understand:
Illegible prescriptions leading
to wrong dose and death … Inaccurate Diagnosis
Dissatisfied patients
Death
Negative perception of
provider, clinic and hospital