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An Epidemiologic Analysis of the Inpatient and Outpatient Claims Event and Episode Experience of 3M Decatur Employees, 1993-1998
`The purposeofthis research protocol is to examine the Corporate Health Strategies
Ingenix (CHS) inpatient and outpatient claims databases from January 1, 1993 through
December 31, 1998of Decatur chemical and film plant employees. Claims data are not available from CHS prior to 1993. The observed claims events (individual claims) and
episodes (multiple related claims grouped according to the episode they form) will be
compared to an expected number calculated by indirect standardization methods to adjust for age and gender. Corrected for their different age structures, we will examine the ratio ofthe observed to expected chemical plant to the observed to expected film plant. The `many limitationsofthe analysisofclaims data are detailed in the study protocol. This
study design was originally proposed in 1998 but was placed "on hold" to allow for the completionofthe random sample assessment of serum fluorochemical measurements of
Decatur chemical and film plant employees as well as the completion of the abstraction, data input and quality assurance of the Decatur work history record project. Both of
these projects were required to be completed prior to the claims analysis in order to provide the necessary supporting information regarding employee serum fluorochemical levels and work history experience. Estimated dateofthe final report for this study is
September 15, 2000.
000958
ADDENDUM EPIDEMIOLOGY PROTOCOL
Date: February 27, 2000
Epidemiology, 220-3W-05
Medical Department 3M Company
St. Paul, MN 55144
3M Company EPL0004 Page |
`ETpitilse:odAenEExppiedrieemnicoeloogfic3MAnaDleycsaitsurofEmthpeloIynpeaetsi,en1t9a9n3d-1O9u9t8patient Claims Event and
Addendum Study Start Date:February 27, 2000 Estimated Date of Final Report: 9/15/2000
Protocol Number EPI-0004 IRB Approval
Exempt Expedited X
Principal Investigator: Coinvestigators:
Geary W. Olsen, D.V.M., PhD. Jean M. Burris, RN. MPH Michele M. Burlew, M.S. Jeffrey H. Mandel, M.D., M.P.H.
Study Director: Sponsor:
Jeffrey H. Mandel, M.D., MPH. 3M Medical Department, 220-3W-05, St. Paul, MN
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3M Company EPI-0004 Page 2
INTRODUCTION "This epidemiology study protocol (Epi-0004) was placed "on hold" in 1998 while
two supplemental research activites clarified the potential differences in fluorochemical exposure among employees at the Decatur chemical and film plants. These two research endeavors were the "Fluorochemical Exposure Assessment of Decatur Chemical and Film Plant Employees (EPI-0006)" and the abstraction, data input and quality assurance of the Decatur work history record project. As a result of these two research activities, this study's methods have been modified and improved. Therefore, this Addendum supplants the original study protocol. The purpose of this revised research protocol is to `examine the Corporate Health Strategies Ingenix (CHS) inpatient and outpatient claims databasesfrom January 1, 1993 through December 31, 1998 of Decatur chemical and film plant employees. The observed claims events and episodes (as described below) will be comparetdo an expected number calculated by indirect standardization methods to adjust for age and gender. Provided below is adetailed descriptionof the study methods.
METHODS Description of CHS
CHS is located in New Haven, Connecticut. CHS creates and updates health
claims and related databases for 3M and many other companies. CHS uses Parallax
software for its analytical interface. CHS also provides analytic consulting services to its `member companies which will be used in this study. CHS will serve as the only claims
data resource to 3M for this research study.
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Description of CHS inpatient and outpatient databases
`There are several CHS databases. These include: 1) the monthly cost and
utilization database; 2) the focused MSR database (allows detailed investigation of trends
found in monthly cost and utilization; 3) the eligibility data base; 4) the prescription drug
database; 5) the inpatient database; and 6) the outpatient database. CHS can only provide
claims data for Decatur employees who have chosen the 3M Medical Plan or
BlueCross/Blue Shield of Alabama. Beginning in 1996, 3M Decatur employees had the
optionof choosing an HMO); to the best of our knowledge, few (< 50) have done so. It
appears that equal percentages of chemical and film plant employees choose HMO
coverage although we suspecta greater percentage of younger employees choose HMO
coverage than older employees.
`The formationof a complete inpatient record includes the hospital record and the
physician record. There are 27 Major Diagnosis Categories (MDC) [CHS, 1993].
`There are approximately 500 DRGs which are subcategoriesof the 27 MDCs. DRGs
were developed at Yale University and group similar patients. Diagnosis codes (ICD-9)
can also be obtained from the hospital record. The MDCs that are of particular interest
in this study are the following:
MDC | MDC4 MDC MDC6 MDC 7 MDC 10 MDC II MDC 12 MDCI3
Nervous System Respiratory System Circulatory System Digestive System Hepatobiliary System and Pancreas Endocrine, Nutritional and Metabolic Kidney & Urinary Tract Male Reproductive Female Reproductive
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MDC 14 MDC IS MDC 16 MDC 17
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Pregnancy, Childbirth & Pucrperium Paged Newboms and Other Neonates Blood and Immunological Myeloproliferative and other neoplasms
From these MDCs more specific DRGs and even more specific ICD-9 codes can be
selected for comparative analysis with the normative databases. The inpatient claims
database can be analyzed for all claims from January 1, 1993(CHS's contract with 3M
began at this time) through December 31, 1998. A single hospitalization results in only
one DRG and MDC code despite the possibility there could be one or more diagnoses
`made during hospitalization. It is also important to recognize that multiple inpatient
claimsof a single DRG may represent one employee or more than one employee with the
same DRG. Thus, each inpatient claim cannot necessarily be considered an incident (i.c.,
new) or prevalence diagnosis during the study time period. Rather, this analysis should be
viewed as an evaluationofthe existence of inpatient claim events from January 1993
through Decembe3r1 1998. It will be possible, when necessary, to determine how many
individuals contributed to the number of claim events fora MDC or a DRG. This will be
helpful in data interpretation when an excessofobserved claims is reported
Most physician-diagnosed illnesses do not require hospitalization. Therefore, we
will also examine, for the same time period (1/1/93 - 12/31/98), the CHS outpatient
claims database. As with the inpatient records, an employee may have one or more
outpatient records of the same ICD-9 code. Furthermore, a claim may not represent a
Physician diagnosis as outpatient ICD-9 codes may be used as a suspected diagnosis code
in the ordering of medical diagnostic proceduresfor which aclaim is filed. Thus, each
outpatient claim, like inpatient claims cannot necessarily be considered an incident (i...
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new) or prevalence diagnosis during the study time period.
Page 5 Rather, this analysis should
be viewed as an evaluation of the existence of outpatient claim events from January 1993
through December 31 1998. It will be possible, if necessary, to identify the number of
`employees per each ICD-9 code. Finally, it should be noted that the same person could
have several claims for the same diagnosis in both the inpatient and outpatient databases.
`The three digit ICD-9 codes that will be examined for outpatient claims are the
following:
14IC0D--2939Code 240-279 280-289 320389 390459 460-519 520-579 580-629 630-676 710-739 740-759 760-779 780-799
DNeesocprliapstimosn Endocrine, Nutritional, Metabolic, Immunity Blood and Blood-Forming Organs CNierrcvuoluatsoSryysStyesmteamnd Sense Organs Respiratory System Digestive System Genitourinary System Pregnancy, Childbirth and the Puerperium MCuosncguelnoistkaellAentoalmaSlyisetsem and Connective Tissue Conditions in the Perinatal Period Symptoms, Signs, and Ill-Defined Conditions
`Should it be necessary, an analysis of the fourth digit of the ICD-9 code is feasible.
Inpatient claim events regarding newboms are assigned to the employee.
Neonates (less than 30 days of age) generally, but not always, have their inpatient and
outpatient claims assigned directly to the employee's record. By 30 days of age, most
infants havetheir own separate records and are then defined as an employee dependent.
Employee dependent records will not be examined.
000963
Description of Clinical Care GroupsTM (CCG) Methodology
3M Company EPL0004 Page 6
Claims event data by itself, as described above, are not an ideal representation of
clinical events when directly used. To better understand the treatment of diseases, individual services with their respective diagnosis codes should be linked together
according to logic that combines clinical expertise and detailed knowledge of
administrative data. When claims records are linked, theycan form disease episodes, which represent all the services provided for the diagnosis, treatment, and management of a disease or condition. Thus, where individual claims data represent an "event, claims data that is grouped by diagnosis, treatment and managementof adisease can represent an "episode."
Because of CHS's recent merge with Ingenix, Inc., CHS now has access to CCG software. This software groups all visits, procedures, ancillary services, and prescription drugs used in the diagnosis, treatment, and management of more than 400 diseases or
conditions. An episode can be considered a constellation of one or more claims data records representing an occurrence of a disease or condition for a particular individual. An episode is assigned to a CCG Class. A CCG Class have several important qualities. It is: 1) clinically homogenous; 2) exhaustive; 3) belong to a disease hierarchy; and 4) is classified as a chronic or acute condition. Several CCG Classes constitute a CCG
Category. Several CCG Categories constitute a Specialty Category. Altogether, there are. 442 CCG Classes that fall into 103 CCG Categories and 20 Specialty Categories. The CCG software provides a summary output file with one record per episode. The
methodology on how the CCG software works is described elsewhere [Valdivia and Van
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Vorst,
2000].
For
the
purpose
of
this
study,
the
CCG
software
will
be
utilized
to
Page 7 describe
the episode experience of the study cohorts (described below).
Decatur Study Population
`The initial study population consists of all full-time and inactive employees at the Decatur plant as identified in the 3M epidemiology's Decatur work history database as of January 1, 1993. Employees hired, transferred to a non-Decatur site or terminated during the interval of time from 1/1/93 through 12/31/98 will have their claim event analyses limited to their timeofemployment. Full-time active employees who retired or went on longterm disability (LTD) within the six year interval of time (1993 - 1998) will be followed through 12/31/98. However, it should be recognized that employees placed on LTD are eligible for Medicare after 18 months; thereafter 3M becomes the secondary provider. Employees who retire prior to age 65 may have 3M as the primary insurance provider. Medicare becomes the employee's primary provider upon reaching the
employee's 65 birthday.
CohortSize
Based on a review of the recently computerized epidemiology Decatur work history database, the number ofemployees eligible for this study are the following (percents in parentheses):
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Category
All Employees
Gender Male Female
Age 3<03309 4049 50-59 >=60
Average age
Chemical 652
53081) 122019)
_Film 659
55885) 10005)
125491(99)) 2867) 18208) 490) 4Syears
8362((162)) 19429) 26741) 80 (12) 49 years
"High" exposure job"
498 (76) 490 (77)*
Only worked in chemical (film) plant" 3860) 424 (64)
Worked only in chemical (or film)
plant and. refers to
at least, from 1983-1998 comparable non-exposed
jobs
in
17627) 269 (41) film (.c., operators, maintenance
and
supervisors) (see text for
similar to definition
those jobs of "high").
in
chemical
which
were
considered
"high"
exposure
"ermepflerosyetoeschweimtihcnalo ewmoprlkoyexepeesriweintchenion wcohermkiecxaplearfiteenrce1/i1n/8f3i.lm after 1/1/83 and film
Data Analysis
ClaimsEvents For each year from 1993-1998, the chemical and film plant cohorts will be identified in order to calculate the observed and expected inpatient (MDC, DRG) and outpatient (ICD-9) claims experience. The overall claim events experience, for each MDC, DRG and ICD-9 code, is the sum of the individual six years of observed and
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expected experience.
Employees
who
chose
an
HMO
in
1996,
1997
and
1998
Page will be
9
excluded from the analyses for the year(s) they have HMO coverage.
Analysis of the claim events experience will be examined by whether the
employee isconsidered a chemical plant or film plant employee. Each employee's work history record has been examined by the investigators (IMB, GWO, MMB) to determine `whether the employee: 1) ever worked in chemical, film or both; 2) worked in chemical, filmorboth during the claims analysis time period of January 1, 1993 through December 31,1998; and 3) worked continuously in chemical or film for the entire 10 yearspriorto the beginning of theclaims analysis time period. For employees who have worked in both plants, their records were reviewed to identify which plant each employee primarily worked at in his/her career at Decatur. Both chemical and film plant employees will be subdivided in the analyses (sce below) as to whether they have, or have not, worked in the other plant. The majority of film plant employees with prior work experience in the chemical plant worked at the chemical plant foar short period of time (1 to 3 months) and this usually occurred during the first year of their employment. Film plant workers were employed, on average, 25 years. Like film plant employees, many chemical plant employees have worked at the film plant at the beginning oftheircareer. In addition, employees who have site-wide responsibilities (those who may work in both chemical and film such as environmental health and safety specialists) were assigned to the chemical plant.
Each employee was assigned a job title which described the person's usual job
activity while a Decatur employee. These job titles were: boiler operator, environmental
health and safety specialist, engineer, mill operator, maintenance, office worker, operator,
.
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quality control worker, shipping clerk and supervisor.
Based
on
the
findings
Page from the.
10
Decatur exposure assessment study (Olsen et a., 1999), maintenance workers, operators
(includes cell, chemical, mill and waste) and supervisors in the chemical plant had
significantly higher serum fluorochemical levels [e.g., approximate geometric mean of 1
102 ppm of PFOS (perfluorooctanesulfonate) and/or PFOA (perfluorooctanoic acid)
than the otherjob categories (approximate geometric mean levels of 0.2 10 0.5 ppm for
PFOS and/or PFOA). Thercfore, these two job groups will be the high and low
fluorochemical exposure categories in the chemical plant analyses. All chemical plant
`workers, regardless ofjob tile, were found to have, on average, significantly higher
serum fluorochemical levels than employees assigned to the film plant. The geometric
meanforfilm plant employees approximated 0.1 ppm PFOS and less than 0.1 ppm for PFOA. Thus, the film plant workers are considered to be the least exposed and will be considered the comparison population.
`The observed number of claims based on MDC's, DRG's and ICD-9 codes will be `compared to an expected value using indirect standardization methods [Tsai and Wen, 1986] to adjust for age (<40, 40-49 and >=50) and gender (male, female). Two normative databases will be used to calculate the expected number of claims: 1) the entire U.S. 3M population excluding the Cottage Grove (location code = 064) and Cordova (location code = 034) sites due to their fluorochemical production activities; and 2) the U.S. 3M population excluding `employees at the St. Paul (location code = 089), Woodbury (location code = 343), Cottage Grove (location code = 064) and Cordova (location code = 034) sites. The latter database, hereafter called the 3M manufacturing plant normative database, will be developed to provide a normative database that would likely be more representative of 3M manufacturing
:
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plant employees
as
it
excludes
the
St.
Paul
3M
Center
(corporate
and
Page research employees).
11 It
also excludes the downtown St. Paul manufacturing plant as the 3M St. Paul sites use the
same location code (089). A third normative database, which consistsofother companies
that belong to the CHS aggregate database, was not considered appropriate to use by CHS
staff because the different health insurance plans that these other companies use may greatly
influence the likelihood of hospitalization. This is especially true when studying small
populations such as those identified in this Decatur study.
Standardized Claims Ratios (SCR) for MDC (inpatient), DRGs (inpatient) and ICD-
9 codes (outpatient) will be calculated. The SCResenic is the ratio of the observed to
expected claims experience for the chemical plant. The SCR is the ratioofthe observed to
expected claims experience for the film plant. Ninety-five percent Confidence Intervals
(95% CI)ofthe SCReaemica and SCR will be calculated using methods described by
Rothman and Boice [1979]. However, the estimate that is most important is the ratio of these.
two indirect standardized ratios which we will define as the Claims Event Ratio:
CER = SCRacnics/ SCReim
`The direct comparison of two indirect standardized ratios (e.g., Standardized Mortality
Ratios) can be made only if the age structures are similar or age-specific mortality ratios are
homogeneous. Because the chemical and film plant populations have somewhat different age
structures used for indirect standardization (see cohort size above which shows chemical
plant employees are somewhat younger than film plant employees), the SCRs for the
chemical and film plant populations are not necessarily directly comparable. We will use the
`methods by Tsai and Wen (1986) to compare whether the ratio of two indirect standardized
ratios, corrected for their age structure, is similar to an unadjusted ratio. The ratio of two
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indirect standardized ratios, upon correction for their age structure differences, can bePage 12 considered an unbiased estimator of a risk ratio [Tsai and Wen, 1986].
CRs = SCRaerscst comes SCRimconcst
Each age corrected SCR is not meaningful by itself, only the ratio, CER acces, of two corrected SCRs. Although Tsai and Wen suggest that the confidence interval of CER ones an be calculated using theproceduresdeveloped by Ederer and Mantel (1974) for the ratio of two Poisson variables, such methods, in fact, cannot be used. Unlike CER which is a Poisson variable (sum ObScsem:s raps sum Obisg ros) mltiplicd by a constant (sum EXPhsiernug3s SM EXPeteng3e grup). the calculation of a confidence interval for CER is not readily apparent as each Obstonsassers/ObScaecssimSubgroup (n = 3 age: groups) is not a Poisson variable and neither i the sum (personal communication, Dr. Tim Church, biostatistician, University ofMinnesota). Therefore, our analysis strategy will be to calculate both CER and a CERcorscee. If the tworatiosare relatively similar, which we suspect they will be given the fact that thir agestructuresare not substantially different, then we will only calculate the confidence limitof CER (SCRaaerics/SCRin) using the methods proposed by Ederer and Mantel (197). We will calculate CER and CERqoneceq for those inpatient (MDC and DRG) and outpatient (ICD-9) claim categories where there are two or `more observed claims in either the chemical or film plant populations.
Becauseofconfidentiality concerns regarding employee medical information, the identificationof the inpatient and outpatient claims experience is known only by CHS. `Therefore, the cohorts must be established by 3M prior to the determination of the claims data. Record linkage with the CHS claims data will include the employee's name, gender, social security number, employee number and date of birth,
.
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`The
observed
and
expected
inpatient
and
outpatient
claims
experience
(and
Page their
13
SCR. CER and CERScarsoee) Wil be determined for several cohorts (excluding those
individuals who have HMO coverage). These will include the following comparisons:
1) all chemical plant workers (n = 652) compared to all film plant workers (n = 659);
2) all chemical plant workers who never worked in film (n = 388) versus all film
plant workers who never worked in chemical (n = 424);
3) all `high' (defined above) exposure chemical plant workers who have not worked in
film for atleast since January 1, 1983,ifever (n = 498), compared to theirjob
counterparts (considered least exposed") in the film plant who have not worked in
chemical for at least since January 1, 1983, if ever (n = 490, this would include
operators, supervisors and maintenance workers in the film plant); and
4) all long-term high' exposure chemical plant workers who have not worked in film
since at least January 1, 1983,ifever (n= 211), compared to their job counterparts of
`least exposed workers in the film plant who have not worked in chemical since at
least January 1, 1983,ifever (n = 345);
Claims Episodes
Comparable indirect standardization techniques, as described above for the claims events data, willbe used to analyze the claims episode data derived from the CCG software. We will utilize the same two 3M normative populations for calculationofexpected values Basically, instead of calculating an observedto expected ratio of claim `events, we will calculate an observed to expected ratioofepisodes based on the CCG software. In other words: CEPR = SCe,Ronenica/SCesRin) Where CE,R =Claims Episodes Ratio SCeyResenica = Standardized Episode Claims Ratiofor chemical; and SCepRu=m Standardized Episode:
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Claims Ratio for film. The CE,R will include the CCG Class. CCG Category and SpePcaigalety14 Category episodes.
Additional Study Logistics Jennifer Bilodeau and Doug Bates will coordinate the CHS aspects of this project.
Geary Olsen will serve as the 3M principal investigator. Jean Burris, Michele Burlew and Jeff Mandel will serveas 3M co-investigators. For each cohort that 3M provides, CHS will determine the observed and calculate the expected number of claims by MDC (inpatient), DRG (inpatient), ICD-9 (outpatient) codes as well as the CCG Classes, CCG Categories and CCG Specialty Categories (as discussed above) per each age group and gender. Calculation of the SCR, SCRyumand CER (and their associated 95% confidence intervals) will be performed by 3M investigatoars well as the calculation of the SCRoercomes, SCR conectedand CERcomeces. The title of the revised study protocol is changed (from the original protocol) to include outpatient claims, claim episodes and extend the study time period one additional year (through 1998).
Quality Assurance `This study protocol, any addenda to the protocol, data analyses, and a copy of the
final report will undergo a Quality Assurance audit. Permanent records of all other data `generated during the course of this study are subject to privacy and confidentiality considerations. ~All data gathered or generated including protocol addendum and the final report will be archived by the Medical Department, 3M Company, St. Paul,
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3M Company EPI-0004
Minnesota. Upon review and approval of the final report, study results will be Page IS communicated to the Decatur employees.
DISCUSSION
`The purpose of this study is to examine the inpatient and outpatient medical claim event experience of Decatur chemical and film employees from January 1, 1993 through December 31, 1998. Since the writing of the original study protocol, software became available to also analyze claims data into episodes. The overall hypothesis is that the inpatient and outpatient claims event experience as well as the episode experience is `comparable between employees of the 3M Decatur chemical and film plants who differ in their serum fluorochemical measurements by, on average, one order of magnitude, but do not differ in their access to the same medical care delivery system (i.e., the Decatur medical practices available to them). With the computerization of the Decatur work history database, we can also restrict the claims analysis to those chemical plant employees who have worked solely in the chemical plant for at least 10 years prior (starting 1/1/83) to the claims analysis time period in jobs that are considered to have the. highest potentialof exposure.
`This claim event analysis can provide a much broader perspective of possible employee health outcomes than a retrospective cohort mortality study, especially in instances, such as this, where employees' serum fluorochemical exposure levels, based on findings from toxicology studies, would not suggest an increased risk for mortality. We can also address some questions of female chemical employees about the potential effect, if any, of placental transfer of their occupational-derived fluorochemical serum levels.
.
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3M Company EPI-0004 Page 16
`The CHS claims event data will allow for an evaluation of the claim events related to childbirth and the neonatal period. We are not certain whether the CCG episodes data will provide data regarding the neonatal period. The analysisofclaims datais less subjective than direct employee interviews that would lack the extremely time-consuming validationofself-reports through a medical record review. The study design also `maintains the confidentiality of employees' medical claims data.
`There are several limitations that must be understood. First and foremost, an analysisofclaims data should not be considered a study of risk (i.e. the probability of disease in an `exposed group compared to the probability of disease in an `unexposed' group). Claims data should notbe considered incidence or prevalence data. Rather, the study should be viewed as ananalysisof the comparison of medical claim events between two populations (chemical and film). A claim does not mean that it represents an accurate diagnostic description of the reason for the hospitalization or the outpatient visit. As previously discussed, ICD-9 codes for outpatient claims may be related to the reason why a procedure was done, not because the diagnosis was made as the result of the. procedure. The claims episodes data also does not provide information regarding incident risk. It may, however, provide a reasonable prevalence description during the six year time period. The employees'claimevent and episode experience will only be examined for a recent 6 year time period at a chemical plant that began fluorochemical production in the early 1960's. Itis not possible to conduct a comprehensive longitudinal analysisofclaim events and episodes data. The study is also limited within the 6 year time frame as we can examine only for the existence of claims data for individuals who remain full-time active employees or are inactive employees between 1/1/93 and
.
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12/31/98.
The
claim
event
and
episode
experience
of
employees
who
Page 17 subsequently quit,
terminated or transferred during the six years are not considered. Employees who are
placed on LTD will likely only have claim events reported by CHS for the first 18
months as Medicare would then takeoveras the primary provider. Likewise claim event
and episode experience of those individuals who retire and reach the age of 65 will likely
not be observed as these individuals are primarily covered by Medicare. Part-time and
`summer employees as well as contractors' employees are not included in the analysis.
Another limitation is the small size of the study population (total of 652 chemical and
659 film plant employees). The person-years will be further reduced by the exclusion of
those employees who have chosen HMO coverage.
Despite the above shortcomings, this claim event and episode analysis can
provide 3M Decatur employees a better perspective as to whether the health experience
of chemical plant employees, as measured by the existence of CHS claims information, is
significantly different than the claims experience of film plant employees. Additional
investigations can be designed should there be significantly more observed than expected
claims events and/or episodes for chemical than film plant employees for specific MDC,
DRG, ICD-9 and CCG codes.
00097s
REFERENCES,
3M Company EPI-0004 Page 18
CHS (1993). Parallax analyst interface 1997 codes catalog. New Haven:Corporate Health Strategies, Inc.
Ederer F, Mantel N (1974). J Epidemiol 100:165-167.
Confidence limits on
the
ratio of two Poisson
variables.
Am
MOlasnednelGWJH, (L1o9g99a)n. PFWl,uoSriomcphseomincCaAl,exHpaonssuerne KaJs,seBsusrmreinstJoMf,DBeucratluerwcMhMem,icSaclhuamnpdefritlmJC, plant employees. St. Paul:3M Company.
Rothman KJ, Boice JD (1979). Epidemiologic Analysis with a Programmable Calculator. U.S. DHEW NIH Publication No. 79-1649.
T`msoaritaSlPi,tyWreatnioC(PSM(R19)86i)n.ocAcurpeavtiieownaolfcmoehtohrotdsotluodgiiesc.alInitssJueEspiodfetmhieoslta1n5d:8a-r2d1i.zed
Valdivia T, Van Vorst K (2000). San Francisco.
Clinical Care GroupsTM Methodology.
Ingenix Inc.,
000976