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41. The health information infrastructure in America today . . . . (pdf file)
    hcup-us.ahrq.gov/datainnovations/clinicaldata/AdvisoryCouncilmeeting12032009_rev.pdf
    December 31, 2007 - performed Gamma glutamyl transferase Prothrombin time Reference range of test Agency for Health … Florida Center for Health Information and Policy Analysis Lab Result Interface Code Comparisons Lab Test … Florida Center for Health Information and Policy Analysis Lab Result Interface Code Comparisons Lab Test …  Clinically determined erroneous laboratory test results were excluded from the analysis file. …  To justify such costs the operational value of the availability of the laboratory test results

42. HL7 Format for Transmitting Laboratory Results To MHA
    hcup-us.ahrq.gov/datainnovations/clinicaldata/AppendixL_HL7DataTransmissionReqs.jsp
    December 07, 2010 - Please note that OBX, Field 7 contains the normal range for the test performed on the patient identified … code 4 Observation Sub-ID 20 No   5 Observation Value 9999 Yes Value of test … with the hospitalization, NTE[BAR]2 for a note concerning the second laboratory test, OBX[BAR]3 for … the results of the third laboratory test associated with the hospitalization, PV1[BAR]2 for the second … with the second hospitalization, OBX[BAR]2 for the results of the second laboratory test associated

43. Neds 2020 Hospital Maskedstats (pdf file)
    hcup-us.ahrq.gov/db/nation/neds/stats/NEDS_2020_Hospital_MaskedStats.PDF
    January 01, 2020 - Median 4.89 Variance 0.60 Mode 5.00 Range 4.00 Interquartile Range 0.29 Tests for Location: Mu0=0 Test … Mode 1,164,255.00 Range 6,071,480.00 Interquartile Range 1,426,133.00 Tests for Location: Mu0=0 Test … Variance 4,067.01 Mode 247.00 Range 245.00 Interquartile Range 92.00 Tests for Location: Mu0=0 Test … 12.00 Variance 160.97 Mode 2.00 Range 48.00 Interquartile Range 18.00 Tests for Location: Mu0=0 Test … Tests for Location: Mu0=0 Test Statistic p Value Student's t t 30.02943 Pr > |t| <.0001 Sign M 497.5

44. Kid 2022 Maskedstats Hospital (pdf file)
    hcup-us.ahrq.gov/db/nation/kid/tools/stats/KID_2022_MaskedStats_Hospital.PDF
    January 01, 2022 - 6785286854.57 Mode 17,719.00 Range 370,624.00 Interquartile Range 79,594.00 Tests for Location: Mu0=0 Test … Variance 4,836.93 Mode 292.00 Range 290.00 Interquartile Range 104.00 Tests for Location: Mu0=0 Test … 1403451160.45 Mode 5,326.00 Range 173,787.00 Interquartile Range 29,692.00 Tests for Location: Mu0=0 Test … Variance 1,950.86 Mode 104.00 Range 187.00 Interquartile Range 65.00 Tests for Location: Mu0=0 Test … 16,011,111.44 Mode 1,029.00 Range 17,157.00 Interquartile Range 4,480.00 Tests for Location: Mu0=0 Test

45. Enhancing Hawaii Hospital Information Content: Linking Lab Data to Inpatient Discharge Data.
    hcup-us.ahrq.gov/datainnovations/clinicalcontentenhancementtoolkit/hi27.jsp
    September 01, 2014 - Objective To link thirty-two specific laboratory test results from CY 2008-2011 with Hawaii Health … Laboratory test (observation value): The lab value is required to assign the adjusted risk of mortality … If the observation value was missing, the lab test was excluded. … Result Test Result is Required Observation Value Observation values must be numeric … result status is not "Final" or "Corrected" 11,333 Test Result is a Microbiology 1,083,269

46. Maskedstats Nrd 2022 Hospital (pdf file)
    hcup-us.ahrq.gov/db/nation/nrd/stats/MaskedStats_NRD_2022_Hospital.PDF
    January 01, 2022 - Variance 3.32142E11 Mode 191777.0 Range 3170736 Interquartile Range 543849 Tests for Location: Mu0=0 Test … Variance 7463 Mode 367.0000 Range 363.00000 Interquartile Range 57.00000 Tests for Location: Mu0=0 Test … Variance 8.69722E10 Mode 67080.0 Range 1380623 Interquartile Range 263109 Tests for Location: Mu0=0 Test … Variance 1305 Mode 33.00000 Range 142.00000 Interquartile Range 32.00000 Tests for Location: Mu0=0 Test

47. Maskedstats Nrd 2020 Hospital (pdf file)
    hcup-us.ahrq.gov/db/nation/nrd/stats/MaskedStats_NRD_2020_Hospital.PDF
    January 01, 2020 - Variance 3.6096E11 Mode 180120.0 Range 3046695 Interquartile Range 559697 Tests for Location: Mu0=0 Test … Variance 6724 Mode 352.0000 Range 349.00000 Interquartile Range 79.00000 Tests for Location: Mu0=0 Test … Variance 7.98878E10 Mode 58114.0 Range 1255798 Interquartile Range 322928 Tests for Location: Mu0=0 Test … Variance 1134 Mode 37.00000 Range 134.00000 Interquartile Range 35.00000 Tests for Location: Mu0=0 Test

48. Maskedstats Nrd 2021 Hospital (pdf file)
    hcup-us.ahrq.gov/db/nation/nrd/stats/MaskedStats_NRD_2021_Hospital.PDF
    January 01, 2021 - Variance 3.19766E11 Mode 194440.0 Range 3110374 Interquartile Range 557665 Tests for Location: Mu0=0 Test … Variance 6945 Mode 359.0000 Range 355.00000 Interquartile Range 53.00000 Tests for Location: Mu0=0 Test … Variance 8.57102E10 Mode 64516.0 Range 1400354 Interquartile Range 303028 Tests for Location: Mu0=0 Test … Variance 1196 Mode 49.00000 Range 137.00000 Interquartile Range 29.00000 Tests for Location: Mu0=0 Test

49. Matching patients across institutions without definitive patient identifiers (pdf file)
    hcup-us.ahrq.gov/datainnovations/clinicalcontentenhancementtoolkit/mn22.pdf
    November 20, 2012 - Test – strep throat=no Test – strep throat=yes Strep throat=no 32 8 40 Strep throat=yes … 2012 MFMER | slide-9 Center for the SCIENCE of HEALTH CARE DELIVERY Specificity: Ability of the test … not have strep throat, but only 32 patients were identified as not having strep throat: Truth x test … Test – strep throat=no Test – strep throat=yes Strep throat=no 32(row percent 32/(32 + 8) … Center for the SCIENCE of HEALTH CARE DELIVERY Proposed Algorithms: Methodology Data used to test

50. Mn15 (xls file)
    hcup-us.ahrq.gov/datainnovations/clinicalcontentenhancementtoolkit/mn15.xls
    January 01, 2019 - Completed by: _______________________________ LOINC Code Worksheet TO BE COMPLETED BY HOSPITAL Test … # Laboratory Test Name Specimen Type Units LOINC Code LOINC Name Comments Specimen Type Units Normal … Count Additional Tests REQUIRED LAB TESTS NOT DESCRIBED BY LOINC CODES IN LOINC CODE WORKSHEET Test … ___________ Completed by: _______________________________ Current LOINC Code Information Sheet Test … # Laboratory Test Name LOINC Code Specimen Type Units Normal Range Method Current ID & Comments

51. Neds 2022 Hospital Maskedstats (pdf file)
    hcup-us.ahrq.gov/db/nation/neds/stats/NEDS_2022_Hospital_MaskedStats.PDF
    January 01, 2022 - Variance 2.31907 Mode 4.702020 Range 18.82372 Interquartile Range 1.24904 Tests for Location: Mu0=0 Test … Variance 0.72343 Mode 5.000000 Range 4.00000 Interquartile Range 0.25641 Tests for Location: Mu0=0 Test … Variance 2.57132E12 Mode 1427646 Range 7554493 Interquartile Range 1667657 Tests for Location: Mu0=0 Test … Variance 4274 Mode 256.0000 Range 254.00000 Interquartile Range 83.00000 Tests for Location: Mu0=0 Test … Tests for Location: Mu0=0 Test Statistic p Value Student's t t 32.18104 Pr > |t| <.0001 Sign M 496.5

52. Neds 2021 Hospital Maskedstats (pdf file)
    hcup-us.ahrq.gov/db/nation/neds/stats/NEDS_2021_Hospital_MaskedStats.PDF
    January 01, 2021 - Variance 1.87736 Mode 5.056336 Range 21.69475 Interquartile Range 1.51954 Tests for Location: Mu0=0 Test … Variance 0.56589 Mode 5.000000 Range 4.00000 Interquartile Range 0.31333 Tests for Location: Mu0=0 Test … Variance 1.9289E12 Mode 1277807 Range 6396419 Interquartile Range 1545140 Tests for Location: Mu0=0 Test … Variance 4118 Mode 166.0000 Range 247.00000 Interquartile Range 92.00000 Tests for Location: Mu0=0 Test … Tests for Location: Mu0=0 Test Statistic p Value Student's t t 32.10319 Pr > |t| <.0001 Sign M 496.5

53. Florida Data Elements
    hcup-us.ahrq.gov/datainnovations/clinicaldata/FL19dataelemandExtractandReport.jsp
    October 19, 2010 - DATA QUERY TOOLS Florida Data Elements Example Inbound Extract Orderable Test … Interface Code Orderable Test Name Result Interface Code Result Name Specimen Type Result … HEPATIC FUNCTION PANEL AST AST SST N U/L   Example Outbound Report Orderable Test … Interface Code Orderable Test Name Result Interface Code Result Name Specimen Type Result

54. Appendix 17a
    hcup-us.ahrq.gov/datainnovations/clinicaldata/FL17LOINCAdvicetoothers.jsp
    July 01, 2016 - limited resources to work with the completed mappings, they take the entire mapped file and use the test … Secondly, using the test performance volume to identify the order lab codes ignores the full usage of … For example, Basic Metabolic Test may qualify in the top 100, with components like glucose, urea nitrogen … types; go to XXX specimen CSF Panel GLU Glucose mg/dL CSF   Glucose Tolerance Test … GLU2 Glucose mg/dL Serum 12610-2; result code crosses challenges Lactose Tolerance Test

55. Summary of REQUIRED Laboratory Tests and LOINC (pdf file)
    hcup-us.ahrq.gov/datainnovations/clinicalcontentenhancementtoolkit/hi9.pdf
    April 29, 2014 - none of the three above, specify lab or vendor) Hospital/Vendor Completing Report:_____ Lab Test … Lab Test Name LOINC Units Vendor Chemistry Albumin Albumin 1751-7 g/dL Alkaline phosphatase Alkaline

56. Slide 1 (pdf file)
    hcup-us.ahrq.gov/datainnovations/clinicaldata/FL20LOINCIntroductionHammond.pdf
    February 25, 2008 - Observation Identifiers Names and Codes (LOINC®) • Has two sections – Laboratory portion • Standard test … is nnnnn-n where the last n is a mod 10 check digit • Each LOINC record corresponds to a single test … CAP • ACLA • Most clinical laboratories • Most major medical centers • US government (for laboratory test … Feburary 2008 Hammond 31 Normal Limits • A challenging problem when the normal limits for the same test … • HL7 has endorsed the use of certain terminologies for specific purposes – LOINC for laboratory test

57. LOINC Worksheet.
    hcup-us.ahrq.gov/datainnovations/clinicalcontentenhancementtoolkit/mn15.jsp
    September 01, 2014 - _____________ LOINC Code Worksheet LOINC Code Worksheet TO BE COMPLETED BY HOSPITAL Test … # Laboratory Test Name Specimen Type Units LOINC Code LOINC Name Comments Specimen Type … # Laboratory Test Name Specimen Type Units Normal Range Method Current Id & Comments … Date Completed: __________________________ Completed by: _______________________________ Test … # Laboratory Test Name LOINC Code Specimen Type Units Normal Range Method Current Id &

58. Nass Summary Stats Hospital 2019 (pdf file)
    hcup-us.ahrq.gov/db/nation/nass/stats/nass_summary_stats_hospital_2019.pdf
    January 01, 2019 - Variance 0.27570 Mode 1.348921 Range 4.08846 Interquartile Range 0.42057 Tests for Location: Mu0=0 Test … Variance 7.9332E10 Mode 138058.0 Range 1112840 Interquartile Range 281350 Tests for Location: Mu0=0 Test … Variance 7747 Mode 367.0000 Range 355.00000 Interquartile Range 64.00000 Tests for Location: Mu0=0 Test … Variance 5.90322E10 Mode 102347.0 Range 1063258 Interquartile Range 209641 Tests for Location: Mu0=0 Test … Variance 4596 Mode 272.0000 Range 262.00000 Interquartile Range 59.00000 Tests for Location: Mu0=0 Test

59. Calculating National Inpatient Sample (NIS) Variances for Data Years 2012 and Later (pdf file)
    hcup-us.ahrq.gov/reports/methods/MS2015-09%20Addendum.pdf
    December 10, 2022 - SAS Example 1 /* Create test file with three new data elements. */ data test; set nis2019.NIS … sums, means, and standard errors for three data elements defined above. */ proc surveymeans data=test … sums, means, and standard errors for three data elements defined above. */ proc surveymeans data=test

60. Calculating Kids’ Inpatient Database (KID) Variances (pdf file)
    hcup-us.ahrq.gov/reports/methods/MS2005-07%20Addendum.pdf
    December 10, 2022 - SAS Example 1 /* Create test file with three new data elements. */ data test; set nis2019.NIS … sums, means, and standard errors for three data elements defined above. */ proc surveymeans data=test … sums, means, and standard errors for three data elements defined above. */ proc surveymeans data=test