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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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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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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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digital.ahrq.gov/principal-investigator/lustria-mia-liza
January 01, 2025 - Project Name
LabGenie: A Patient-Engagement Tool to Aid Older Adults' Understanding of Lab Test Results … Preliminary analysis of the impact of lab results on large language model generated … Preliminary analysis of the impact of lab results on large language model generated differential diagnoses … LabGenie: A Patient-Engagement Tool to Aid Older Adults' Understanding of Lab … app to support older adults with chronic conditions in comprehending, managing, and acting upon their lab
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digital.ahrq.gov/principal-investigator/he-zhe
January 01, 2025 - Project Name
LabGenie: A Patient-Engagement Tool to Aid Older Adults' Understanding of Lab Test Results … Preliminary analysis of the impact of lab results on large language model generated … Preliminary analysis of the impact of lab results on large language model generated differential diagnoses … LabGenie: A Patient-Engagement Tool to Aid Older Adults' Understanding of Lab … app to support older adults with chronic conditions in comprehending, managing, and acting upon their 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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hcup-us.ahrq.gov/datainnovations/clinicalcontentenhancementtoolkit/hi26.pdf
September 27, 2012 - .…….9
APPENDIX A: SUMMARY OF 32 REQUESTED LAB TESTS……………………………..………..10
APPENDIX B: DATA TRANSMISSION … Although the laboratories had the capability to transmit the LOINC code within
the lab message, the … A complete listing of lab reporting format by facility is found in Appendix B.
B. … Discharge Dates
Discharge dates from the lab results were incomplete across all facilities. … Tests
Lab Test Lab Test Name LOINC Units LOINC SHORTNAME
C
h
e
m
is
tr
y
Albumin
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digital.ahrq.gov/principal-investigator/simonaitis-linas
January 01, 2023 - Principal Investigator
Simonaitis, Linas
Project Name
Improving Lab Follow-up by Delivering … Principal Investigator
Simonaitis, Linas
Project Name
Improving Lab Follow-up by Delivering … an Enhanced Medication List to Outpatient Physician Practices
Improving Lab … Practices - 2010
Principal Investigator
Simonaitis, Linas
Project Name
Improving Lab … Delivering an Enhanced Medication List to Outpatient Physician Practices
Improving Lab
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www.ahrq.gov/sites/default/files/2024-07/richards-report.pdf
January 01, 2024 - Translation of a community hospital’s lab results to LOINC requires modest
resources. … See section 4 for more details about the community lab interface project. … The final component was a
community lab interface to take lab results from a hospital lab system and … • Some tests are not performed by the community hospital lab and are referred to another
lab. … Poster: Cost Effective Lab Interoperability.
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hcup-us.ahrq.gov/datainnovations/clinicalcontentenhancementtoolkit/hi26.jsp
August 01, 2014 - SIGNATURES
APPENDIX A: SUMMARY OF 32 REQUESTED LAB TESTS
APPENDIX B: DATA TRANSMISSION FORMAT, … A complete listing of lab reporting format by facility is found in Appendix B. … Discharge Dates
Discharge dates from the lab results were incomplete across all facilities. … Understandably, 'live' or current lab data transmissions also did not include the discharge date. … Tests
Lab Test
Lab Test Name
LOINC
Units
LOINC SHORTNAME
Chemistry
Albumin
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www.ahrq.gov/patient-safety/resources/learning-lab/connected-emergency-care-long-desc.html
January 01, 2025 - Connected Emergency Care Patient Safety Learning Lab (CEC PSLL)
Principal Investigator: Jeremiah … models, and a platform for individualized audit and feedback. 1 When COVID-19 emerged in 2020, the lab … Final Report: Connected Emergency Care (CEC) Patient Safety Learning Lab .
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hcup-us.ahrq.gov/datainnovations/clinicaldata/AppendixG9_SurveyResultsCapabilities.jsp
October 09, 2010 - Lab system
In question 11, we asked for the name of their lab system vendors for chemistry, hematology … In question 12 we asked for availability of electronic lab data. … In question 19, we asked if point-of-care (bedside) lab tests are available through lab system. … In question 24, we asked what their preference was for lab data submission. … to merge lab data with their administrative data PRIOR to sending to MHA.
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hcup-us.ahrq.gov/datainnovations/clinicaldata/AppendixK_1LabCodingToolInstructions.pdf
July 07, 2008 - required lab tests have already
been compiled for hospitals on the attached worksheet. … Letters and numbers that follow the numbers are variants of the same
lab test (see below). … What if multiple analytic methods are used for same lab test? … What if multiple LOINC codes exist for the same lab test (variants)? … What if our hospital has lab tests not described by LOINC codes?