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hcup-us.ahrq.gov/reports/ED_MHSA_SOIpaper.pdf
June 10, 2011 - A sample article title
MAINTAIN AND EXPAND
THE HEALTHCARE COST AND UTILIZATION PROJECT (HCUP)
Contract No. HHSA-290-2006-00009-C
A SEVERITY-OF-ILLNESS CLASSIFICATION FOR MENTAL AND
SUBSTANCE-USE DISORDERS FOR USE WITH HOSPITAL
ADMINISTRATIVE DATA
June 10, 2011
…
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digital.ahrq.gov/sites/default/files/docs/Health_IT_and_Safety_070910_comp.pdf
July 13, 2010 - AMIA Summit Translational Bioinformatics 2009
Illness, sampling & predictability
Patient stable … Theoretical predictability w.r.t. time (delta-t):
Patient state:
Clinician sampling:
Predictability … Theoretical predictability w.r.t. time (delta-t):
Patient state:
Clinician sampling:
Predictability … quality
Flow Chart
Learning from the Data
Physics of medical records
New Information Tools
Illness, sampling
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hcup-us.ahrq.gov/reports/statbriefs/sb235-Inpatient-Stays-Age-Payer-Trends.pdf
December 01, 2016 - It is drawn from a sampling frame that contains
hospitals comprising more than 95 percent of all discharges … Over time, the sampling frame
for the NIS has changed; thus, the number of States contributing to the … The new sampling strategy is expected to result in more precise estimates than those that resulted from … the previous NIS design by reducing sampling error: for many estimates, confidence intervals under
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hcup-us.ahrq.gov/reports/statbriefs/sb209-Geographic-Variation-Hospital-Inpatient-Prices.pdf
November 01, 2015 - It is drawn from a sampling frame that contains hospitals
comprising more than 95 percent of all discharges … Over time, the sampling frame for the NIS
has changed; thus, the number of States contributing to the … The new sampling strategy is expected to result in more precise estimates than those that resulted from … the previous NIS design by reducing sampling error: for many estimates, confidence intervals under
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digital.ahrq.gov/sites/default/files/docs/citation/r21hs024983-pratap-final-report-2019.pdf
January 01, 2019 - could negatively impact the
performance of machine learning algorithms, we tested both up- and down-sampling … To identify the best
sampling approach for each machine learning classifier independently, the original … Study Design
We performed stratified random sampling to divide each dataset into two: 70% for training … After performing pre-processing and stratified
random sampling, 58,301 examples with 58 variables were … To deal with this challenge, we therefore utilized up- and down-sampling techniques, as well
as SMOTE
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hcup-us.ahrq.gov/db/nation/nis/trendwghts.jsp
June 01, 2024 - The new sampling strategy is expected to result in more precise estimates than the previous NIS design … by reducing sampling error.
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meps.ahrq.gov/data_stats/download_data/pufs/h168g/h168gdoc.pdf
July 01, 2016 - Variables derived from CAPI or assigned in sampling are indicated as “CAPI
derived” or “Assigned in … sampling,” respectively;
2. … The variables VARSTR and VARPSU on
this MEPS data file serve to identify the sampling strata and primary … sampling units required by
the variance estimation programs. … PID Person number Assigned in sampling
DUPERSID Person ID (DUID + PID) Assigned in sampling
EVNTIDX
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hcup-us.ahrq.gov/db/nation/kid/reports/KID_1997_Comparison.pdf
January 01, 1997 - So, no changes were made to the Illinois sampling frame due to this restriction. … These
hospitals were excluded from the sampling frame, leaving 75 hospitals in the 1997 frame. … Statistics
calculated from the NHDS do have sampling error. … The NHDS sampling frame includes very few
specialty hospitals such as psychiatric, maternity, alcohol … Sampling Frame 22 states 50 states and the District of Columbia
Sample Design By geographic region,
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hcup-us.ahrq.gov/reports/methods/KIDComp1997Final.pdf
March 16, 2001 - So, no changes were made to the Illinois sampling frame due to this restriction. … These
hospitals were excluded from the sampling frame, leaving 75 hospitals in the 1997 frame.
3 … However, the NIS sampling frame was constructed from the subset of universe
hospitals that released … Statistics
calculated from the NHDS do have sampling error. … Sampling Frame 22 states 50 states and the District of Columbia
Sample Design By geographic region,
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effectivehealthcare.ahrq.gov/sites/default/files/transcript_deliberativemethodswebinar.pdf
April 19, 2012 - to think
about in terms of whether or not you should use random
sampling.
16
When … So, in other words, you don’t even have good random
sampling most of the time when you have some kind … So that’s another
sort of, “why not random sampling”. … So that is if you are recruiting
or sampling or going out and trying to get people to
participate … They may have been selected through -- could
be a random sampling, it could be through many of the
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digital.ahrq.gov/sites/default/files/docs/citation/r21hs022911-chaudhry-final-report-2017.pdf
January 01, 2017 - We performed stratified sampling to
select patients from a pool of ~4000 patients for the accuracy testing … Stratified sampling was done to ensure that patient from every possible clinical decision
pathway were … Patient sampling from different recommendation end points
Decision End
Point
# of Patients # of … Patient sampling from different recommendation end points
1.3 Optimization of CDSS for Clinical Setting
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psnet.ahrq.gov/issue/ranking-hospitals-based-preventable-hospital-death-rates-systematic-review-implications-both
April 22, 2017 - April 8, 2020
Using snowball sampling method with nurses to understand medication administration
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digital.ahrq.gov/ahrq-funded-projects/massachusetts-quality-e-measure-validation-study
January 01, 2023 - overseeing the data evaluation protocol; 5) challenge to engaging patients in evaluation of HIE; 6) sampling
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meps.ahrq.gov/mepsweb/data_stats/download_data_files.jsp
April 14, 2023 - how the data were collected and
how file variables were edited, as well as survey sampling
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meps.ahrq.gov/data_stats/download_data_files.jsp
April 14, 2023 - how the data were collected and
how file variables were edited, as well as survey sampling
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meps.ahrq.gov/data_files/publications/st518/stat518.shtml
December 01, 2018 - For 2015-16 combined, the MEPS-HC sampling weight was applied to derive the estimate. … The DCS sampling weight was applied to derive the 2015-16 average annual estimates. … The DCS sampling weight was applied to derive the average annual estimates for 2015-16.
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hcup-us.ahrq.gov/reports/statbriefs/sb129.pdf
April 01, 2012 - The sampling frame for the 2009 NIS is a sample of hospitals that comprises approximately 95 percent … Sampling stratifiers include hospital region, bed size,
ownership, teaching status, and urban/rural … It is drawn from a sampling frame that contains hospitals comprising about 95 percent of all
discharges
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hcup-us.ahrq.gov/db/nation/nrd/Introduction_NRD_2010-2016.pdf
January 01, 2016 - ICD-9-CM and ICD-10-CM/PCS Diagnosis and Procedure Codes ---------------------------------- 17
SAMPLING … Sampling Frame
The sampling frame for the NRD was limited to discharges for patients treated at community … All of the discharges
in the sampling frame were included, making the NRD a sample of convenience. … Discharge Weights
This section explains the need for post-stratification for weighting the sampling … Variance estimates must take into account both the sampling design and
the form of the statistic.
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hcup-us.ahrq.gov/reports/statbriefs/sb219-Opioid-Hospital-Stays-ED-Visits-by-State.pdf
October 31, 2016 - It is drawn from a sampling frame that contains
hospitals comprising more than 95 percent of all discharges … Over time, the sampling frame
for the NIS has changed; thus, the number of States contributing to the … The new sampling strategy is expected to result in more precise estimates than those that resulted from … the previous NIS design by reducing sampling error: for many estimates, confidence intervals under … Over time, the sampling frame for the NEDS has changed; thus, the number
of States contributing to the
-
hcup-us.ahrq.gov/reports/statbriefs/sb219-Opioid-Hospital-Stays-ED-Visits-by-State.jsp
October 31, 2016 - It is drawn from a sampling frame that contains hospitals comprising more than 95 percent of all discharges … Over time, the sampling frame for the NIS has changed; thus, the number of States contributing to the … The new sampling strategy is expected to result in more precise estimates than those that resulted from … the previous NIS design by reducing sampling error: for many estimates, confidence intervals under the … Over time, the sampling frame for the NEDS has changed; thus, the number of States contributing to the