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Epidemiology of and surveillance for postpartum infections. (Research).


We screened automated ambulatory medical records, hospital and emergency room claims, and pharmacy records Pharmacy Records is an independent record label based in Melbourne, Australia, and run by Richard Andrew of Registered Nurse.

Pharmacy Records is distributed through MGM Distribution in Australia and through Narwhal Records in the UK.
 of 2,826 health maintenance organization (HMO HMO health maintenance organization.

HMO
n.
A corporation that is financed by insurance premiums and has member physicians and professional staff who provide curative and preventive medicine within certain financial,
) members who gave birth over a 30-month period. Full-text ambulatory records were reviewed for the 30-day postpartum period The postpartum period is the period consisting of the months or weeks immediately after childbirth or delivery. Importance to health
The postpartum period is when the woman adjusts, both physically and psychologically, to the process of childbearing.
 to confirm infection status for a weighted sample of cases. The overall post-partum infection rate was 6.0%, with rates of 7.4% following cesarean section cesarean section (sĭzâr`ēən), delivery of an infant by surgical removal from the uterus through an abdominal incision. The operation is of ancient origin: indeed, the name derives from the legend that Julius Caesar was born in this  and 5.5% following vaginal delivery. Rehospitalization; cesarean cesarean /ce·sar·e·an/ (se-zar´e-an) see under section.

ce·sar·e·an or cae·sar·e·an or cae·sar·i·an or ce·sar·i·an
adj.
Of or relating to a cesarean section.
 delivery; antistaphylococcal antibiotics; diagnosis codes for mastitis mastitis (măstī`tĭs), inflammation of the breast. Mastitis most commonly occurs in nursing mothers between the first and third weeks after childbirth, usually of the first child. , endometritis endometritis /en·do·me·tri·tis/ (-me-tri´tis) inflammation of the endometrium.

puerperal endometritis  that following childbirth.
, and wound infection; and ambulatory blood or wound cultures were important predictors of infection. Use of automated information routinely collected by HMOs and insurers allows efficient identification of post-partum infections not detected by conventional surveillance.

**********

The epidemiology of postpartum postpartum /post·par·tum/ (post-pahr´tum) occurring after childbirth, with reference to the mother.

post·par·tum
adj.
Of or occurring in the period shortly after childbirth.
 infections has not been well characterized. In part this is because of the limitations of surveillance systems, which usually monitor infections that are recognized during hospitalization hospitalization /hos·pi·tal·iza·tion/ (hos?pi-t'l-i-za´shun)
1. the placing of a patient in a hospital for treatment.

2. the term of confinement in a hospital.
. Most postpartum and nonobstetrical postsurgical infections, however, occur after hospital discharge (1-3). Decreasing lengths of hospital stay may further compromise detection of these infections.

Several methods for postdischarge surveillance of postpartum infections have been evaluated. Hulton et al. (1) used physician questionnaires for postdischarge surveillance of patients undergoing cesarean section. With only inpatient surveillance, 59% of postpartum infections they ultimately detected would not have been identified. The overall infection rate after postdischarge surveillance was implemented was fourfold fourfold
Adjective

1. having four times as many or as much

2. composed of four parts

Adverb

by four times as many or as much

Adj. 1.
 higher than the previous rate (6.3% vs. 1.6%). Holbrook et al. (2) used patient self-administered questionnaires to conduct large-scale, routine postdischarge surveillance following vaginal delivery or cesarean section. Despite a modest return of questionnaires, self-reported questionnaire results identified twice as many apparent postpartum infections (4% infection rate) as did concurrent prospective in-hospital surveillance. Only 48% of reported maternal infections, however, were confirmed by questionnaires to the patients' physicians. Sands et al. (3) evaluated the use of automated ambulatory diagnosis, testing, and pharmacy code screening combined with discharge diagnoses to identify surgical site infections in nonobstetric patients undergoing surgery. They found that ambulatory code screening was a sensitive method for detecting patients with surgical site infections and that 84% occurred after hospital discharge. Of the postdischarge surgical site infections, most (63%) were diagnosed and treated entirely in the ambulatory setting. In addition, patient and surgeon questionnaires had low sensitivities (28% and 15%, respectively) for identifying postdischarge infections.

Routine surveillance for nosocomial infections Nosocomial infections
Infections that were not present before the patient came to a hospital, but were acquired by a patient while in the hospital.

Mentioned in: Enterobacterial Infections, Staphylococcal Infections
 is recommended by the Centers for Disease Control and Prevention Centers for Disease Control and Prevention (CDC), agency of the U.S. Public Health Service since 1973, with headquarters in Atlanta; it was established in 1946 as the Communicable Disease Center.  and required by the Joint Commission on Accreditation of Healthcare Organizations Joint Commission on Accreditation of Healthcare Organizations,
n.pr the United States body that accredits healthcare organizations.

Joint Commission on Accreditation of Healthcare Organizations (JCAHO/TJC),
n.
, with the goal of using this information to compare infection rates over time and between institutions and to guide the allocation of resources allocation of resources

Apportionment of productive assets among different uses. The issue of resource allocation arises as societies seek to balance limited resources (capital, labour, land) against the various and often unlimited wants of their members.
 towards improvements most likely to result in reduced infection rates.

In this study, we used the inpatient and outpatient data collected by a health maintenance organization (HMO) to identify postpartum infections and describe the epidemiology of these infections.

Methods

The study population consisted of all women who had a vaginal delivery or cesarean section at Brigham and Women's Hospital Brigham and Women's Hospital (BWH) is a hospital in the Longwood Area of the Boston, Massachusetts neighborhood of Mission Hill. With Massachusetts General Hospital, it is one of the two founding members of Partners HealthCare.  from January 1, 1993, to June 30, 1995, and who received postpartum care at Harvard Pilgrim Health Care (HPHC HPHC Harvard Pilgrim Health Care (Massachusetts)
HPHC Hamburg Port Health Center (Germany) 
)/Harvard Vanguard Medical Associates (HVMA HVMA Harvard Vanguard Medical Associates
HVMA Hunter Valley Midwives Association (NSW, Australia)
HVMA Hudson Valley Malayalee Association (Nanuet, NY)
HVMA Hawaii Veterinary Medical Association
) centers with automated full-text ambulatory medical records. HPHC is a multimodel health maintenance organization that included a staff model division (now a multispecialty group practice, HVMA) with approximately 300,000 members in the greater Boston Greater Boston is the area of the Commonwealth of Massachusetts surrounding the city of Boston, Massachusetts. While Metro Boston tends to be the "Inner Core" surrounding the City of Boston, Greater Boston overlaps the North and South Shores, as well as the MetroWest region.  area at the time of the study. Brigham and Women's Hospital is the most active obstetrical obstetrical, obstetric

pertaining to or emanating from obstetrics.


obstetrical anesthesia
an anesthetic procedure designed especially for patients undergoing cesarean operation or intrauterine manipulation of the fetus.
 facility for these members.

HMO data included three sources: an extensively automated ambulatory record, pharmacy dispensing data, and administrative claims for hospital, emergency room, and other care delivered outside the health center. The automated ambulatory medical record system (4) used standardized forms that were completed for every patient encounter at HPHC/HVMA centers, including telephone calls, office visits (scheduled or unscheduled unscheduled
Adjective

not planned or intended

Adj. 1. unscheduled - not scheduled or not on a regular schedule; "an unscheduled meeting"; "the plane made an unscheduled stop at Gander for refueling"
), urgent care visits, and hospitalizations. Information was recorded on forms that are customized for the type of encounter. The provider either wrote in or selected from a list of all coded diagnoses, tests, procedures, and prescriptions relevant to that encounter and enters additional comments as free text. All information, including free text, is entered into an automated medical encounter record. The results of diagnostic tests are entered directly into the automated record linked to the patient encounter during which they were ordered. Information about hospitalizations and emergency room visits appears in both encounter records and separate administrative records. HPHC/HVMA pharmacies are also computerized and linked to the automated medical record. Ninety percent of HPHC members had prepaid pre·pay  
tr.v. pre·paid, pre·pay·ing, pre·pays
To pay or pay for beforehand.



pre·payment n.
 coverage for pharmaceuticals and so are likely to use HPHC/HVMA pharmacies.

Identification of Postpartum Infections

Automated medical records, pharmacy dispensing records, and hospital and emergency room claims were screened by a computerized search of HPHC records for the 30 days following delivery for the presence of any of 32 diagnostic, testing, or pharmacy dispensing codes indicative of postpartum infections (Table 1), as described (3).

Full-text ambulatory medical records and relevant hospital records were reviewed for the 30-day postpartum period for a random sample of 100 patients with at least one of the ambulatory screening codes. Surgical site infections (including endometritis), episiotomy Episiotomy Definition

An episiotomy is a surgical incision made in the area between the vagina and anus (perineum). This is done during the last stages of labor and delivery to expand the opening of the vagina to prevent tearing during the delivery of
 site infections, mastitis, and urinary tract infections urinary tract infection (UTI),
n infection in one or more of the structures that make up the urinary system. Occurs more often in women and is most commonly caused by bacteria.
 were confirmed by the Centers for Disease Control and Prevention's National Nosocomial Infection Nosocomial infection
An infection that can be acquired in a hospital. ABPA is a nosocomial infection.

Mentioned in: Allergic Bronchopulmonary Aspergillosis, Hospital-Acquired Infections, Pseudomonas Infections

 Surveillance system definitions (5,6).

Infection rates for the entire study population of postpartum women were extrapolated by standard methods from the estimated infection rates for the sample of individual medical records reviewed (7).

Two previously described surveillance screening methods were used to assess the completeness of postpartum infection detection. In one method, patient self-reported questionnaires were mailed to all women approximately 6 weeks after their infants were discharged, by using previously described instruments (2). These self-administered questionnaires asked whether the mother had specific infections, received an antibiotic, or was rehospitalized for an infection. All study patients with questionnaire results suggestive of suggestive of Decision making adjective Referring to a pattern by LM or imaging, that the interpreter associates with a particular–usually malignant lesion. See Aunt Millie approach, Defensive medicine.  postpartum infection were identified. In the second method, prospective inpatient surveillance was conducted by infection control practitioners during the entire period, as described (8).

Full-text ambulatory medical records and relevant hospital records were reviewed for the 30-day postpartum period for all patients identified through inpatient surveillance or self-reported questionnaire results as described.

Resource use associated with infections during the 30-day postpartum period was evaluated through review of ambulatory records for patients with confirmed postpartum infection. All free-text notes were reviewed, and encounters for which the principal focus was the postpartum infection were identified.

Predictors of Infection

Univariate analysis and logistic regression In statistics, logistic regression is a regression model for binomially distributed response/dependent variables. It is useful for modeling the probability of an event occurring as a function of other factors.  were used to select predictors of infection by using data from the sample of records with full-text ambulatory medical record review. One thousand bootstrap See boot.

(operating system, compiler) bootstrap - To load and initialise the operating system on a computer. Normally abbreviated to "boot". From the curious expression "to pull oneself up by one's bootstraps", one of the legendary feats of Baron von Munchhausen.
 samples of two-thirds of the data were then used to simulate the model's performance in a new setting. The models were tested with the remaining data, and measures of sensitivity, specificity, and predictive value pre·dic·tive value
n.
The likelihood that a positive test result indicates disease or that a negative test result excludes disease.



predictive value

a measure used by clinicians to interpret diagnostic test results.
 positive were extrapolated to the entire cohort (9). Selection of the final model was based on predictive performance and stability of the regression coefficient Regression coefficient

Term yielded by regression analysis that indicates the sensitivity of the dependent variable to a particular independent variable. See: Parameter.


regression coefficient 
 estimates. A separate model was constructed by the same methods to specifically predict surgical site infections, including endometritis, among women who delivered by cesarean section.

Results

The study population consisted of 2,746 HPHC/HVMA members who underwent 2,301 vaginal deliveries and 525 cesarean sections. Ninety-five confirmed infections were identified among the random sample of 100 women who had at least one screening code and whose ambulatory medical records were reviewed, plus the additional 210 women identified by patient questionnaire results or inpatient surveillance. Extrapolation (mathematics, algorithm) extrapolation - A mathematical procedure which estimates values of a function for certain desired inputs given values for known inputs.

If the desired input is outside the range of the known values this is called extrapolation, if it is inside then
 of the reviewed sample to the entire source population predicted a total of 169 infections, for an overall infection rate of 6.0% (95% confidence interval confidence interval,
n a statistical device used to determine the range within which an acceptable datum would fall. Confidence intervals are usually expressed in percentages, typically 95% or 99%.
 [CI] 5.1%, 6.9%). The extrapolated postpartum infection rates were 7.4% after cesarean section (95% CI 5.3%, 10.0%) and 5.5% (95% CI 4.6%, 6.5%) after vaginal delivery.

Among women undergoing cesarean section, the site-specific infection rates (number of infections/100 deliveries) were mastitis 1.7% (0.8%, 3.2%), urinary tract infection 1.1% (0.4%, 2.5%), surgical site infection (excluding endometritis) 3.4% (2.0%, 5.4%), and endometritis 0.8% (0.2%, 1.9%). Following vaginal delivery, the infection rates were mastitis 3.0% (2.4%, 3.8%), urinary tract infection 2.0% (1.4%, 2.6%), episiotomy site infection 0.3% (0.2%, 1.9%), and endometritis 0.2% (0.1%, 0.5%) (Figure 1).

[FIGURE 1 OMITTED]

Approximately 94% of these infections were detected after hospital discharge. For these post-discharge infections, 74% of patients did not return to the hospital where they delivered for evaluation or treatment.

Completeness of Surveillance

Four hundred ten (15%) of the 2,826 deliveries were associated with at least one automated screening code for postpartum infection. Screening codes identified 65 of the 71 patients who had verified postpartum infections identified by either inpatient surveillance or self-reported questionnaire results. Using for comparison the extrapolated number of postpartum infections among patients identified by automated code screening, plus all verified infections identified by either prospective inpatient surveillance or self-reported questionnaire screening, we determined the sensitivity of ambulatory code screening for identifying patients with postpartum infections to be 96% (95% CI 92%, 99%), specificity to be 99% (95% CI 99%, 100%%), and predictive value positive to be 40% (95% CI 35%, 45%%).

In comparison, both inpatient surveillance and self-reported questionnaires missed most postpartum infections, with sensitivities of 21% (95% CI 15%, 28%%) and 25% (95% CI 19%, 32%), respectively. The sensitivity of inpatient surveillance for detecting infections diagnosed during the initial hospitalization or requiring readmission readmission Managed care The admission of a Pt to a health care facility for a condition–eg, stroke, MI, GI bleeding, hip fracture, cancer surgery, shortly after discharge. See nth admission. Cf Admission, Discharge.  to the hospital, however, was 100%.

During the 30-day postpartum period, the 63 vaginal deliveries complicated by postpartum infection among women whose full-text ambulatory records were reviewed were associated with 14 emergency department visits, 106 scheduled visits, and 36 urgent-care visits. Of these ambulatory encounters, 9 (64%) emergency department visits, 44 (42%) scheduled visits, and 21 (58%) urgent-care visits could be verified as directly attributable to the postpartum infection. In addition, these infections resulted in 12 readmissions to the hospital and 85 nonappointment encounters, such as telephone calls or visits for laboratory tests. The 32 cesarean deliveries complicated by infection were associated with 10 emergency department visits, 102 scheduled visits, and 14 urgent-care visits. Of these ambulatory encounters, 8 (80%) emergency department visits, 74 (73%) scheduled visits and 12 (86%) urgent-care visits were directly attributable to the postpartum infection. These infections following cesarean section resulted in 8 readmissions to the hospital and 40 nonappointment encounters. The 74 postpartum infections that did not result in rehospitalization or emergency room visits were associated with 68% of postpartum infection-related ambulatory encounters.

Predictors of Infection

Important predictors of postpartum infection included rehospitalization within 30 days of delivery; cesarean versus vaginal delivery; dispensing of antistaphylococcal antibiotics (cephalexin cephalexin /ceph·a·lex·in/ (-lek´sin) a semisynthetic first-generation cephalosporin, effective against a wide range of gram-positive and a limited range of gram-negative bacteria; used as the base or the hydrochloride salt. , dicloxacillin, or both); diagnosis codes for mastitis, endometritis, and wound infection; and test codes for blood and wound microbiology microbiology: see biology.
microbiology

Scientific study of microorganisms, a diverse group of simple life-forms including protozoans, algae, molds, bacteria, and viruses.
 cultures (Table 2). Cesarean section, although not statistically significant in this model, is included because it is a significant predictor of surgical site infection and endometritis. A cutoff probability of infection of [greater than or equal to] 0.20 yielded an expected sensitivity of 87% (95% CI 72%, 94%), specificity of 97% (95% CI 96%, 98%), and predictive value positive of 55% (95% CI 41%, 68%). A cutoff probability of infection of [greater than or equal to] 0.40 yielded an expected sensitivity of 73% (95% CI 59%, 84%), specificity of 98% (95% CI 98%, 99%), and predictive value positive of 64% (95% CI 52%, 77%) (Figure 2).

[FIGURE 2 OMITTED]

A separate model was constructed to predict surgical site infections among women who delivered by cesarean section. This model included as important predictors of surgical site infection ambulatory medical record test codes for blood and wound culture and diagnosis codes for endometritis and wound infection (Table 2). A cutoff probability of infection of [greater than or equal to] 0.25 yielded an expected sensitivity of 78% (95% CI 60%, 100%), specificity of 88% (95% CI 0%, 97%), and predictive value positive of 75% (95% CI 23%, 92%). The stability of this model in the simulation analysis (language, simulation) SIMulation ANalysis - (SIMAN) A simulation language, especially for manufacturing systems, developed by C. Dennis Pegden in 1983.

["Introduction to Simulation using SIMAN", C.D. Pegden et al, McGraw-Hill 1990].
 was limited by the small number of surgical site infections (22) among women who had full-text ambulatory record review and who delivered by cesarean section.

Conclusion

Accurate assessment of the epidemiology of postpartum infections has been hampered by the limitations of surveillance systems for identifying these infections, particularly infections detected after hospital discharge. In our study population, use of inpatient and ambulatory surveillance methods revealed that postpartum infections requiring medical attention were common following both vaginal delivery (5.5%) and cesarean section (7.4%). Mastitis and urinary tract infections accounted for >80% of these infections. The proportion of these infections directly attributable to healthcare practices cannot be determined from the information available. Our study also does not address whether these infections were associated with modifiable (and therefore potentially avoidable) risk factors, for example, suboptimal Suboptimal
A solution is called suboptimal if a part of the solution has been optimized without regards to the overall objective.
 administration of perioperative perioperative /peri·op·er·a·tive/ (-op´er-ah-tiv) pertaining to the period extending from the time of hospitalization for surgery to the time of discharge.

per·i·op·er·a·tive
adj.
 prophylaxis prophylaxis (prō'fĭlăk`sĭs), measures designed to prevent the occurrence of disease or its dissemination. Some examples of prophylaxis are immunization against serious diseases such as smallpox or diphtheria; quarantine to confine  during cesarean section or bladder catheterization catheterization

Threading of a flexible tube (catheter) through a channel in the body to inject drugs or a contrast medium, measure and record flow and pressures, inspect structures, take samples, diagnose disorders, or clear blockages.
.

Nearly all postpartum infections became manifest after hospital discharge (94%). Furthermore, most (74%) of these postdischarge infections were diagnosed and treated entirely in the ambulatory setting without the patients' returning to the hospital where they delivered for evaluation or treatment, emphasizing the need for postdischarge surveillance methods that are not dependent on hospital-based data.

Automated screening of ambulatory records was a sensitive method for identifying postpartum infections. Inpatient surveillance missed most infections that were diagnosed and treated in the ambulatory setting. Patient self-reported questionnaire results had limited sensitivity for detecting infections, explained in part by the large number of nonresponders. The questionnaire method was also more resource-intensive than automated ambulatory code screening. It is unclear whether questionnaire responders were representative of the entire postpartum patient population.

Although surveillance based on automated screening of ambulatory records depends on availability of ambulatory diagnoses, tests, and pharmacy information, an increasing number of patients receive their health care through managed care organizations that routinely collect this information for administrative purposes. The specific diagnosis and test screening codes used for this study were based on a coding system Noun 1. coding system - a system of signals used to represent letters or numbers in transmitting messages
code - a coding system used for transmitting messages requiring brevity or secrecy
 unique to this HMO; however, similar information could be obtained by using an ICD-9-based outpatient claims database (International Classification of Diseases, 9th revision, clinical modification, 3rd edition). In principle, this method or a modification of it should be applicable for most of the U.S. population who have health insurance that includes pharmacy benefits. An additional limitation of this study is that the accuracy of the extrapolated infection rates depends upon the assumption that very few infections occur among postpartum women with none of the screening codes. This assumption is supported, however, by the finding that even among women identified as potentially infected through patient questionnaire results and inpatient surveillance, very few infections were confirmed through medical record review without at least one screening code.

In conclusion, our results indicate that postpartum infections requiring medical attention are common and that most postpartum infections occur after hospital discharge, so that use of routine inpatient surveillance methods alone will lead to underestimation of postpartum infection rates. Use of automated information routinely collected by HMOs and insurers allows efficient identification of women who are very likely to have postpartum infections that are not detected by conventional surveillance. Information resulting from more complete surveillance could be used to identify settings with unusually high or low infection rates to identify practices associated with lower infection rates. This information could then be used to focus, motivate, and assess the effectiveness of practice changes aimed at improving infection rates in all settings. Additional research is needed to evaluate the generalizability of this surveillance methodology to other health-care provider and insurer systems especially those that are entirely claims based, and to assess resource utilization associated with these infections.

This research was supported by the Harvard Pilgrim Health Care Foundation and the Eastern Massachusetts-Centers for Disease Control and Prevention Epicenter (UR8/ CCUl15079).
Table 1. Ambulatory record codes used to screen postpartum medical
encounters for infections

Screening code data source              Description

Hospital and emergency room claims

ICD-9 diagnosis codes (a)
  670.02                      Major puerperal infection, with
                                  postpartum complication
  670.04                         Major puerperal infection,
                                  postpartum condition or
                                        complication
  599.0                           Urinary tract infection
  674.34                       Other obstetrical complication
  675.14                         Postpartum breast abscess
  675.24                      Postpartum nonpurulent mastitis
  998.5                           Postoperative infection
Ambulatory medical records

COSTAR diagnosis codes
  DA140                           Fever of unknown origin
  DC150                                  Cellulitis
  DC408                                   Abscess
  DH140                                   Mastitis
  DL101                           Urinary tract infection
  DM153                                 Endometritis
  DR180                               Wound infection

COSTAR therapy or test codes
  RR240                            Incision and drainage
  RT223                           Bacterial culture taken
  RY828                          Fever control instruction
  TB555                                Blood culture
  TB800                                Wound culture
                                  Amoxacillin/clavulanate
                                        Amoxicillin
                                         Ampicillin
                                         Cefuroxime
                                         Cephalexin
                                         Cephradine
                                       Ciprofloxacin
                                        Clindamycin
                                       Dicloxacillin
                                        Doxycycline
                                        Erythromycin
                                       Metronidazole
                              Trimethoprim-sulfamethoxazole

(a) Hospital claims from delivery admission or any readmission within
30 days or emergency department claims. ICD-9 = International
Classification of Diseases, 9th revision, clinical modification, 3rd
edition.
Table 2. Predictors of postpartum infection used in the logistic
regression models

Variable                                      Odds ratio

Model 1: Urinary tract infection, mastitis, surgical site infection
  or episiotomy site infection following cesarean or vaginal delivery

Cesarean section                                1.21
Antistaphylococcal antibiotics                  1.89
Rehospitalization within 30 days of delivery    3.23
Ambulatory diagnosis code for mastitis,         5.70
urinary tract infection, or endometritis
Ambulatory blood or wound culture               5.85
Hospital or emergency department diagnosis        *
code for mastitis, urinary tract infection,
or other obstetrical complications

Model 2. Surgical site infections (including endometritis) following
  cesarean section

Ambulatory blood or wound culture               9.17
Ambulatory diagnosis code for endometritis        *
or wound infection

Variable                                       95% confidence interval

Model 1: Urinary tract infection, mastitis, surgical site infection
  or episiotomy site infection following cesarean or vaginal delivery

Cesarean section                                       0.59-2.47
Antistaphylococcal antibiotics                         1.02-3.53
Rehospitalization within 30 days of delivery           1.32-7.91
Ambulatory diagnosis code for mastitis,                2.97-10.95
urinary tract infection, or endometritis
Ambulatory blood or wound culture                      1.97-17.84
Hospital or emergency department diagnosis
code for mastitis, urinary tract infection,
or other obstetrical complications

Model 2. Surgical site infections (including endometritis) following
  cesarean section

Ambulatory blood or wound culture                      2.44-34.41
Ambulatory diagnosis code for endometritis
or wound infection

* In the prediction model, any woman with one or more of these codes
was given an automatic probability of infection of 1.0 to maintain
stability of the model during bootstrap sampling.


References

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(2.) Holbrook KF, Nottebart VF, Hameed SR, Platt R. Automated postdischarge surveillance for postpartum and neonatal nosocomial infections. Am J Med 1991;91(suppl 3B):125S-130S.

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(4.) Platt R. [Studies of prescription drugs prescription drug Prescription medication Pharmacology An FDA-approved drug which must, by federal law or regulation, be dispensed only pursuant to a prescription–eg, finished dose form and active ingredients subject to the provisos of the Federal Food, Drug,  at] Harvard Community Health Plan. In: Strom B, editor. Pharmacoepidemiology, 2nd edition. New York New York, state, United States
New York, Middle Atlantic state of the United States. It is bordered by Vermont, Massachusetts, Connecticut, and the Atlantic Ocean (E), New Jersey and Pennsylvania (S), Lakes Erie and Ontario and the Canadian province of
: John Wiley John Wiley may refer to:
  • John Wiley & Sons, publishing company
  • John C. Wiley, American ambassador
  • John D. Wiley, Chancellor of the University of Wisconsin-Madison
  • John M. Wiley (1846–1912), U.S.
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(5.) Garner JS, Jarvis WR, Emori TG, Horan TC, Hughes JM. CDC See Control Data, century date change and Back Orifice.

CDC - Control Data Corporation
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nos·o·co·mi·al
adj.
1. Of or relating to a hospital.

2.
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(7.) Casella G, Berger RL. Statistical inference Inferential statistics or statistical induction comprises the use of statistics to make inferences concerning some unknown aspect of a population. It is distinguished from descriptive statistics. . Pacific Grove Pacific Grove, residential and resort city (1990 pop. 16,117), Monterey co., W central Calif., on a point where Monterey Bay meets the Pacific Ocean; inc. 1889.  (CA): Wadsworth & Brooks;1990:101-2.

(8.) Hirschhorn LR, Currier JS, Platt R. Electronic surveillance of antibiotic exposure and coded discharge diagnoses as indicators of postoperative post·op·er·a·tive
adj.
Happening or done after a surgical operation.



postoperative

after a surgical operation.


postoperative care
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(9.) Carpenter J, Bithell J. Bootstrap confidence intervals: when, which, what? A practical guide for medical statisticians Statisticians or people who made notable contributions to the theories of statistics, or related aspects of probability, or machine learning: A to E
  • Odd Olai Aalen (1947–)
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Deborah S Deborah (dĕb`ōrə), in the Bible, prophetess and judge of Israel, the only woman to hold that office. Under her guidance Barak conquered Sisera and delivered Israel from the oppression of the Canaanite King Jabin. . Yokoe, * Cindy L. Christiansen, ([dagger]) Ruth Johnson Ruth Johnson is currently the elected County Clerk and Register of Deeds for Oakland County, Michigan. She was elected Clerk in 2004 after defeating long-time incumbent William "Doc" Caddell in the Republican Primary 56%-44%. , ([double dagger double dagger
n.
A reference mark () used in printing and writing. Also called diesis.

Noun 1.
]) Kenneth E. Sands, [[sections]) James Livingston James Livingston may refer to:
  • James Livingston (bishop) (d. 1483), Bishop of Dunkeld
  • James E. Livingston (born 1940) United States Marine Corps Medal of Honor recipient
, * Ernest S Er´nest

n. 1. See Earnest.
. Shtatland, ([dagger]) and Richard Platt * ([dagger])

* Channing Laboratory and Department of Medicine, Brigham and Women's Hospital and Harvard Medical School Harvard Medical School (HMS) is one of the graduate schools of Harvard University. It is a prestigious American medical school located in the Longwood Medical Area of the Mission Hill neighborhood of Boston, Massachusetts. , Boston, MA, USA; ([dagger]) Harvard Pilgrim Health Care, Boston, MA, USA; ([double dagger]) Harvard Vanguard Medical Associates, Boston, MA, USA; and ([section]) Beth Israel Deaconess Medical Center Both an international and regional referral center, Beth Israel Deaconess Medical Center (BIDMC) in Boston, Massachusetts is a major teaching hospital of Harvard Medical School. It was formed out of the 1996 merger of Beth Israel Hospital (founded in 1916) and , Boston, MA, USA

Dr. Yokoe is an associate physician and associate hospital epidemiologist at Brigham and Women's Hospital, hospital epidemiologist at the Dana-Farber Cancer Institute, and an assistant professor of medicine at Harvard Medical School. Her research interests focus on the epidemiology of nosocomial infections and use of automated data for surveillance.

Address for correspondence: Deborah S. Yokoe, 181 Longwood Ave., Boston, MA 02115; fax: 617-731-1541; e-mail: deborah.yokoe@channing.harvard.edu
COPYRIGHT 2001 U.S. National Center for Infectious Diseases
No portion of this article can be reproduced without the express written permission from the copyright holder.
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Author:Platt, Richard
Publication:Emerging Infectious Diseases
Article Type:Statistical Data Included
Geographic Code:1USA
Date:Sep 1, 2001
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