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National Hospital Discharge Survey: A Hands-On Workshop Using Public-Use Data Files Michelle N. Podgornik, MPH 2006 Data Users Conference July 11, 2006 8:30am-10:00am Session #23
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National probability survey of discharges from non-federal, short-stay hospitals in the United States Conducted annually since 1965 Latest data available: 2004 NHDS Background
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Three-Stage Design Primary Sampling Units (PSUs) Primary Sampling Units (PSUs) Hospitals Hospitals Discharges Discharges NHDS Design
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Age Sex Race Source of payment Discharge status Marital status Patient Data
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Geographic region Bed size Ownership Facility Data
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Diagnoses Surgical and non-surgical procedures International Classification of Diseases, 9 th Revision, Clinical Modification (ICD-9-CM) Medical Data
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Days of care Month of discharge Diagnosis-related groups (DRGs) Analysis weight Additional Data
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At the end of this session, you will be able to: Understand some of the advantages and limitations of using downloadable NHDS data Understand some of the advantages and limitations of using downloadable NHDS data Successfully download data files from the Internet and create a SAS dataset for analysis Successfully download data files from the Internet and create a SAS dataset for analysis Perform simple analyses using SAS Perform simple analyses using SAS Session Goals
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Advantages Obtain current data and data file documentation Obtain current data and data file documentation Obtain diagnosis-related group (DRG) information Obtain diagnosis-related group (DRG) information Using Online Data Files
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Limitations Only single-year data files from 1996 through 2004 are available Only single-year data files from 1996 through 2004 are available Variables necessary to run SUDAAN are not publicly available Variables necessary to run SUDAAN are not publicly available Using Online Data Files
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Download data and data file layout from the NCHS website - http://www.cdc.gov/nchs http://www.cdc.gov/nchs Fixed width ASCII files are available for each data collection year since 1996 Downloading Data
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Downloaded data files must be “unzipped” using extraction software (e.g. WinZip) Your computer may have extraction software pre-installed; if not, a free evaluation version of WinZip is available at: http://www.winzip.com/downwzeval.htm?wzdm http://www.winzip.com/downwzeval.htm?wzdm Extracting Data
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Each document includes: A description of the NHDS, including survey methodology A description of the NHDS, including survey methodology File layout File layout Parameters and equations used to calculate relative standard errors, a measure of the reliability of an estimate Parameters and equations used to calculate relative standard errors, a measure of the reliability of an estimate Data File Documentation
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Each document also includes: ICD-9-CM code changes ICD-9-CM code changes Census population estimates Census population estimates Unweighted and weighted frequencies of selected variables Unweighted and weighted frequencies of selected variables Medical Abstract Form Medical Abstract Form Data File Documentation ( - cont’d - )
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Select “Extract All…” from the drop-down menu
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Double-click: My Computer Double-click:Local Disk (C:) Double-click:2006 Data Users Conference Double-click:Exercises Hands-On Exercises
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Creating a SAS dataset Generating simple unweighted and weighted frequencies Calculating first-listed, any-listed, and all-listed diagnoses Calculating all-listed procedures Hands-On Exercises
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Exercise #1 Creating a SAS dataset
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Exercise #2 Generating simple unweighted frequencies
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Exercise #3 Generating simple weighted frequencies
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Exercise #4 Calculating first-listed diagnoses
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Definition First-listed diagnosis Principal diagnosis (if specified) or the diagnosis listed first on the medical record face sheet Principal diagnosis (if specified) or the diagnosis listed first on the medical record face sheet
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Exercise #5 Calculating any-listed diagnoses
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Definition Any-listed diagnosis The occurrence of a diagnosis at least once in a record, regardless of position The occurrence of a diagnosis at least once in a record, regardless of position
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Exercise #6 Calculating all-listed diagnoses
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Definition All-listed diagnosis Total number of times (up to seven) that a diagnosis appears in a record Total number of times (up to seven) that a diagnosis appears in a record
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Exercise #7 Calculating all-listed procedures
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Definition All-listed procedure Total number of times (up to four) that a procedure appears in a record Total number of times (up to four) that a procedure appears in a record
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Reliability of Estimates Estimates should be based on at least 30 sample records Estimates should also have a relative standard error (RSE) of less than 30 percent
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Combine multiple years of data until you have at least 30 raw cases in cells of interest RSE improves with the number of years combined How To Increase Reliability
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Multi-year data file CD-ROM Admission month is available on the multi-year data file but not on the single-year data files Admission month is available on the multi-year data file but not on the single-year data files Diagnostic-related group (DRG) information is available on the single-year data files but not on the multi-year data file Diagnostic-related group (DRG) information is available on the single-year data files but not on the multi-year data file Order of variables slightly different Order of variables slightly different Other Sources of Public-Use Data
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Visit the NHDS website http://www.cdc.gov/nchs/nhds.htm http://www.cdc.gov/nchs/nhds.htm Contact the Hospital Care Statistics Branch by calling 301-458-4321 or by e-mailing nchsquery@cdc.gov nchsquery@cdc.gov How to Obtain More Information
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To request electronic copies of this PowerPoint presentation and the SAS exercises, please send an e-mail to Michelle Podgornik at cvn7@cdc.gov cvn7@cdc.gov
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