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digital.ahrq.gov/ahrq-funded-projects/improving-lab-follow-delivering-enhanced-medication-list-outpatient-physician
January 01, 2023 - Improving Lab Follow-up by Delivering an Enhanced Medication List to Outpatient Physician Practices … clinical decision support reminders specifically related to the patient on drug-drug interactions, drug-lab … Add decision support rules to medication history documents in selected areas, such as inadequate lab … Improving Lab Followup by Delivering an Enhanced Medication List to Outpatient Physician Practices - … _102611comp.pdf
(4.96 MB)
Principal Investigator: Simonaitis, Linas Project Name: Improving Lab
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hcup-us.ahrq.gov/datainnovations/clinicalcontentenhancementtoolkit/mn9.pdf
June 21, 2014 - ☐ Lab ☐ Pharmacy ☐ Both
2. … _______________________________(Pharmacy)
2
Lab Data Section:
Lab Contact Name and … ☐ ADHF patient lab data only ☐ all lab data
5. … ☐ Inpatient lab data only ☐ Inpatient and ambulatory lab data
6. … ☐ Lab data only ☐ Lab and other (eg radiology), please specify:
___________________________________
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www.ahrq.gov/research/findings/final-reports/ssi/ssiapc.html
April 01, 2018 - Fahrenheit)
VITAL_SIGN
TEMP_DTM
Date
The date and time the temperature was taken
LAB … LAB
LAB_ID
Integer
A unique ID for the lab
LAB
TEST_NAME
Varchar(64)
The name or type … of lab test
LAB
RESULT
Varchar(64)
The results from the lab test
LAB
COLLECT_DTM … the lab test was resulted
LAB
SPECIMEN_CODE
Varchar(64)
The site that the specimen was collected … from
LAB
SPECIMEN_CODE_SOURCE
Varchar(64)
The nomenclature that the specimen code is taken
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www.ahrq.gov/es/patient-safety/settings/hospital/red/toolkit/dischargeprep.html
March 01, 2025 - ________________________________________________________________ Additional Appointments, Tests, or Lab … Attach Additional Appointment Sheet if Needed**** Day / Date / Time Phone and Fax # Reason / Test / Lab … floor) How patient will get to appointment Day / Date / Time Phone and Fax # Reason / Test / Lab … floor) How patient will get to appointment Day / Date / Time Phone and Fax # Reason / Test / Lab … floor) How patient will get to appointment Day / Date / Time Phone and Fax # Reason / Test / Lab
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www.ahrq.gov/patient-safety/settings/hospital/red/toolkit/dischargeprep.html
March 01, 2025 - ________________________________________________________________ Additional Appointments, Tests, or Lab … Attach Additional Appointment Sheet if Needed**** Day / Date / Time Phone and Fax # Reason / Test / Lab … floor) How patient will get to appointment Day / Date / Time Phone and Fax # Reason / Test / Lab … floor) How patient will get to appointment Day / Date / Time Phone and Fax # Reason / Test / Lab … floor) How patient will get to appointment Day / Date / Time Phone and Fax # Reason / Test / Lab
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www.ahrq.gov/patient-safety/resources/learning-lab/model-safety-long-desc.html
August 01, 2025 - .: HS027261 Project Period: 09/30/19-09/29/24 Description: This learning lab sought to improve trauma … The lab team used a human-centered, systems engineering approach to examine interactions between people … control—addressing challenges like crowding, alarm fatigue, and workflow disruptions. 1 Notably, the lab … The surveillance and analysis model developed by the lab may also benefit other high-acuity settings,
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digital.ahrq.gov/sites/default/files/docs/page/2006Root_052411comp.pdf
June 16, 2021 - Satisfaction w/ the process for
obtaining lab results (survey)
2. … obtaining/processing lab results
more than once (check sheets or
logs)
5. … Cost of obtaining lab results
(extrapolated from 2 – 4 above)
uhin
Lab Results:
Clinical Outcomes … Results:�Settings
Lab Results:�Operational Outcomes (before and after)
Lab Results:�Operational Outcomes … Lab Results: Clinical Outcomes (cont'd.)
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hcup-us.ahrq.gov/datainnovations/clinicalcontentenhancementtoolkit/hi25.pdf
October 01, 2011 - Objective
To receive lab data for 32 requested lab tests from 19 participating hospitals in
the State … criteria (Ex: 32 requested lab
tests, the lab result’s observation date was within the patient stay … their lab data via SFTP. … When sending, LAB will use their LAB
Information System identifier. … LAB will use “xxauniquevalue.”
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hcup-us.ahrq.gov/datainnovations/clinicalcontentenhancementtoolkit/hi25.jsp
September 01, 2014 - Objective
To receive lab data for 32 requested lab tests from 19 participating hospitals in the State … criteria (Ex: 32 requested lab tests, the lab result's observation date was within the patient stay) … their lab data via SFTP. … When sending, LAB will use their LAB
Information System identifier. … LAB will use "xxauniquevalue."
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www.ahrq.gov/sites/default/files/wysiwyg/patient-safety/settings/hospitals/red-toolkit/dischargeprep.docx
June 02, 2025 - ____ Transportation options discussed:
Team appt. requests:
Additional Appointments, Tests, or Lab … How patient will get to appointment
Day / Date / Time
Phone and Fax #
Reason / Test / Lab … How patient will get to appointment
Day / Date / Time
Phone and Fax #
Reason / Test / Lab … How patient will get to appointment
Day / Date / Time
Phone and Fax #
Reason / Test / Lab … How patient will get to appointment
Day / Date / Time
Phone and Fax #
Reason / Test / Lab
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www.ahrq.gov/sites/default/files/wysiwyg/patient-safety/settings/hospitals/red-toolkit/dischargeprep.pdf
June 02, 2025 - ____________________________________________________________
Additional Appointments, Tests, or Lab … Attach Additional Appointment Sheet if Needed****
Day / Date / Time Phone and Fax # Reason / Test / Lab … How patient will get to appointment
Day / Date / Time Phone and Fax # Reason / Test / Lab … How patient will get to appointment
Day / Date / Time Phone and Fax # Reason / Test / Lab … How patient will get to appointment
Day / Date / Time Phone and Fax # Reason / Test / Lab
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digital.ahrq.gov/ahrq-funded-projects/health-information-technology-and-improving-medication-use/citation/pareto
January 01, 2023 - Distribution of problems, medications and lab results in electronic health records: the pareto principle … Distribution of problems, medications and lab results in electronic health records: the pareto principle
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hcup-us.ahrq.gov/datainnovations/clinicalcontentenhancementtoolkit/hi31.jsp
September 01, 2014 - Can see that line levels out in terms of additional value beyond lab P O A. … of HHIC lab data. … Component 1, Hospital and lab engagement. Component 2, Quality review and standardization. … the CLH lab databases. … Data from 2 hospitals going into the DSL lab database and from 17 hospitals data going into the CLH lab
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digital.ahrq.gov/sites/default/files/docs/page/Utah%204-VI.ppt
June 16, 2021 - Payer/PBM Hospitals, clinics, pharmacists Medication Histories NCPDP, pdf
Labs
Hospital labs Providers Lab … Results:
Settings
From labs and hospitals
To clinics
Lab Results:
Operational Outcomes (before … and after)
Satisfaction w/ the process for obtaining lab results (survey)
Number of times lab results … results (survey; workflow observation and analysis; check sheets or logs)
Lab Results:
Operational … or logs)
Cost of obtaining lab results (extrapolated from 2 – 4 above)
Lab Results:
Clinical Outcomes
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www.ahrq.gov/patient-safety/resources/learning-lab/brain-health-long-desc.html
April 01, 2021 - Brain Health Patient Safety Learning Laboratory (Brain Safety Lab)
Principal Investigator: Christopher … The Brain Safety Lab was a collaboration between Indiana University’s Schools of Medicine, Informatics … The lab team comprised geriatric medicine clinicians, pharmacists, social scientists with expertise in … five-phase process (i.e., problem analysis, design, development, implementation, and evaluation), the lab
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www.ahrq.gov/patient-safety/resources/learning-lab/ambulatory-pediatric-long-desc.html
January 01, 2025 - Ambulatory Pediatric Patient Safety Learning Lab: Pursuing Safe Healthcare at Home
Principal … The lab comprised a transdisciplinary team of parents, safety researchers, and physicians. … Ambulatory Patient Safety Learning Lab: Failure Modes and Effects Analysis for Management of Type 1 Diabetes … Final Report: Ambulatory Pediatric Patient Safety Learning Lab: Pursuing Safe Healthcare at Home.
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hcup-us.ahrq.gov/datainnovations/clinicalcontentenhancementtoolkit/hi31.pdf
March 23, 2010 - ADMISSION LABS
Category Lab Tests
Chemistry Albumin Creatinine Sodium
Alkaline phosphatase Glucose … Hospital/Lab
Engagement 2. Quality
Review/Standardization
3. Linking
4. … – Too Much
• ALL lab data received vs. 32 requested labs
– Too Little
• Limited or Missing Key … Observation Date
SSN
LINKING LAB DATA
TO HOSPITAL RECORDS
• Preliminary Linking
– Based … Records
30,668,969
Total Lab tests received
CY2008-2011
9,450,293
Excluded
Not one of the
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www.ahrq.gov/research/findings/final-reports/ssi/ssiexh23.html
April 01, 2018 - Utilization
demographics
Person.birth_dt_tm (calculation)
Demographics
BMI
Pharmacy/ Lab … Payer
Utilization
Fee Basis
Health_plan.health_plan_cd
Demographics
Postop_hematocrit
Lab … data
Postop_admit
Utilization/ Surgery
ADT
Laboratory data
Preop_hematocrit
Lab … laboratory
Clinical_event
Laboratory data
Preop_hemoglob
Lab
laboratory
Clinical_event … Laboratory data
Postop_hemoglob
Lab
laboratory
Clinical_event
Laboratory data
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www.ahrq.gov/sites/default/files/2025-03/walsh-kirkendall-report.pdf
January 01, 2025 - Final Progress Report: Ambulatory Pediatric Patient Safety Learning Lab: Pursuing Safe Healthcare at … Electronic Resources and Tools
Pediatric Patient Safety Learning Lab. … Pediatric Patient Safety Learning Lab. … Ambulatory Patient Safety Learning Lab. Type of Medicine Liquid. 2023. … Ambulatory Patient Safety Learning Lab. Type of Medicine Pill You Can Crush. 2023.
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www.ahrq.gov/ncepcr/about/profiles.html
August 01, 2025 - An AI-Powered Tool to Support Older Adults in Understanding Lab Test Results (LabGenie) (PDF, 288 KB … web-based patient engagement tool that will help older adults understand, manage, and meaningfully use the lab