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SPECIAL

ARTICLE

RELIABILITY

OF

PEDIATRIC

H STORIES

A

Preliminary

Study

Katharine E. Goddard, M.D., George Broder, A.B., and Charles Wenar, Ph.D.

Departments of Pediatrics and Psychiatry, University of Pennsylvania Sc/tool of Medicine

ADDRESS: (KG.) Hospital of the University of Pennsylvania, Philadelphia 4, Pennsylvania.

PEDIATRICS, December 1961

CONTRIBUTORS’

SECTION

1011

,-r,

ODAY’S PEDIATItICIAN is confronted with

I

a dilemma. He relies heavily on tile

Ilis-tory given by the mother for diagnostic

in-formation, yet he is uncertain of the

accu-racy of the material he elicits. Mucil has

been written on the tecilni(Iues of

ilistory-taking, but few data are available regarding

the validity of facts obtained. Tile study

re-ported ilere is an initial attempt to furnish

Sucil information. In brief, the histories of

prenatal, birtil, and developmental events as

given by 25 mothers are compared with the

facts recorded in hospital clinic records, to

determine tile divergence of tile two

sources.

Similar studies have been reported by

Macfanianel and Chess et al.,2 \vilo followed

groups of children for a number of years.

The former studied a group of mothers in

Berkeley, California, comparing their recall

of events after the first 21 months of their

infants’ lives, with material in the primary

records, concluding as follows:

[The] retrospective account [of physical

condi-tion during pregnancy] was so unreliable that we

have had to disregard it. . . . \Veight at birth was

reliably reported. The use of instruments was

unre-liably reported-only two-thirds of the mothers

de-livered srith instruments reported this fact. The

du-ration of labor showed an average discrepancy of

3.5 hours, exact agreement occurring in only 10%

of the cases. . . . Illnesses, unless outstanding, were frequently forgotten.

On the several developmental items, different

av-erage amounts of discrepancy and different spreads

of discrepancy were found. In general, more errors

were made in the direction of precocity. Mothers of

first-born children were more apt to err in the

di-rection of precocity than were mothers of

later-born.

Where retrospective interview data are the only

type available, the above findings should limit the

over-optimistic use of tllcnl as factual.

MATERIALS AND METHODS

This study was conducted in tile Pediatric

Clinic of the Hospital of the University of

Pennsylvania (HUP). In selecting the

moth-ens to be included in the sample, two criteria

were utilized: 1) the child must have been

born in either 1955 or 1956 at the HUP, or

2) the child must have been seen in tile

clinic often enough to permit a reasonably

complete description of his early

develop-ment to be obtained from the Clinic records.

The sample (Table I) consisted of the first

25 mOtilers to visit the Clinic during the

months of July and August, 1960, who had

children who fulfilled these criteria.

The interview, devised by a pediatrician,

a psycilologist and a medical student, was

designed to simulate an ordinary clinic

situ-ation. Tile actual interviews conducted by

the medical student lasted 30 to 45 minutes.

The questions covered details of pregnancy;

delivery; neonatal, infant and early

child-hood development and health; an

assess-ment of the child’s development and

gen-eral status by tile mother; and the family’s

present socioeconomic situation. Both

spe-cific and open-ended questions were

em-ployed, and most of the motilers

spontane-Otis comments were recorded by the

inter-viewer. The material obtained was

tabu-lated statistically according to the outline

in Table II.

RESU LTS

(2)

pre-Age

(yr)

y

Race ?%o. Education . Z%o.7

income

-

Sper n,o. ..,..

Clznw I ,.szts

Mean: 26 .2 Negro 25 Grammar 8 20()-300 S Mean: 15.3

Range: 20 to 44 School 300-400 19 Range: 10 to 22

high school 14 400-500 2

College 3 Public assistance 1

Children

Sex No. Age

(yr) Position No. health History No.

Male 10 Female 15 Only (-hlild First child Other ‘3 14 8 14 ii 0 (7) (8) (9) (10) (11) (12) (13) (14) (15) (16) (17) (18) (19) (20) (21) (22) (23) (24) (25) (26)

1012 PEDIATRIC HISTORIES

TABLE I

CHARACTERISTICS OF THE 25 MOTHERS AND CIIILDIOF.N IN TIlE SAI1IF

Mothers

Mean: 4-5

Range: 3-7 to 5-6

Noriial illnesses

Moderately ill Severe illnesses

TABLE II

OUTLINE FOIl TABULATION OF MATERIAL

FROM INTERVIEWS

Pregnancy and Delirery

(1) l)uratioii of gestation (2)1)uration of labor

(3) Use of forceps at delivery (4) Weight at birth

(5) Neonatal difficulties at tiIIse of delivery

(6) Agreement l)etween mothers’ and physicians’

rat-ing of ease of delivery

Neonatal Period

l)id the niothier nurse and for how long? 1’Iother’s recall of child’s first formula Age introduced food to child Age at which formula stopped First injection

Saceination

J)erelopment and Health Roll-over

Sit with support Sit alone Crawl

Stand with support Stand alone Walk with support Walk alone

First tooth

First word

Weight at I year

Weight at2years

Weight at 3 years

Illnesses

sented. Tilese will enable the reader to see

110W accurate and inaccurate the motiler’s

information was, and, equally important,

they viil enable him to determine for

him-self whether the degree of inaccuracy would

i)e misleading diagnostically. In tile latter

section vi1i be considered tile question of

whether the departure from fact is serious

Or would alter clinical evaluation.

Empiric Findings

Many of the results are presented in Table

III. N, the number of cases, is not the same

from question to question, due to the fact

that certain mothers were unable to give

any answer to some questions and/or the

in-formation was not available in the primary

records for all children on all questions.

Record indicates tile mean value obtained

from the records; it furnishes the factual

data against which the mothers’ answers can

be evaluated. % P represents the percentage

of cases of perfect agreement between the

mothers’ response and the primary records.

The mean is the average deviation for the

entire group,

+

indicating that the mothers’

report was greaten on the average than it

was in the record, and - indicating that the

mothers’

‘-

report was less. For example the

(3)

aver-N Unit %P Record Mean Sigma Range 75% Range 1(K%

%+

or-1nnit Rank,

%P

(2)Duration of labor ‘22 1 hour 14 8.6 -0.95 3.4 -4 to +3 -7 to +7 41 16

(4) Weight at birth 25 1 ounce 52 6 lb.

8.6 oz

-1 .55 4.95 - to +2 -22 to +2 68 2

(9) Age introduced food

to child 25 1 week 56 6.1 +1 .2 4.6 -2 to +4 -6 to +16 64 1

(10) Age at which formula

stopped 22 1month 32 5.7 .. .. - 1 to +3 - 2 to +6 59 6

(11) First injection 22 1 month 23 3.1 - 0.5 2.3

-

2fto +1 - 7 to +4 50 11

(12) \accination 20 1monthi 20 8.9 +2 .9 10.0 -5 to +6 -8 to +30 25 13

(13) Roll-over 21 1 month 19 4.0 +0.1 1.3 -1 to +1 -3f to +2 86 14

(14) Sit with support 2’2 1 month 32 4.1 -0.05 1 .8 -‘2 to +2 -3 to +4 64 6

(15) Sit alone 24 1 month 21 6.0 +0 .I 1.5 - 1to +I - 4 to +4 83 12

(16) Crawl 11 1 month 9 6.1 +0.7 1.7 -1 to +1 -1 to +4 73 18

(17) Stand with support 22 1 month 45 7 .3 +0 .6 1.65

-

I to + 1 - I to +6 82 4

(18) Stand alone 24 1 month 38 9.5 +0.3 1 .4 -1 to +1 -2 to +4 75 5

(19) Walk with support 21 1 month ‘29 10.0 -0 .2 2.9 - 1to +1 +4 to +1 1 76 9

(20) Walk alone 25 1 month 48 11.5 +0.4 3.4 -1 to +1 -3 to +16 80 3

(21) First tooth 20 1 month 25 7.8 -0.1 2.5 -3 to +3 -4 to +6 45 10

(‘22) First word 20 1month 15 7.3 -0.5 1 .9 -2 to +1 -5 to +4 65 15

(23) Weight at 1 year 14 1 pound 14 22 .2

-

1.1 3.1 -4 to +Sf -54 to +5 50 16

(24) Weight at 2 years 11 1 pound 0 27.2 -0.3 2.2 -2 to +fl -3 to +4 36 19

(25) Weight at 3 years 10 1 pound 30 33.2 +0.6 3.25 -2 to +44 -3 to +8 60 8

* N = number of cases. %P = percentage of agreement between mother’s response and clinic records. Record

=mean value from records. Mean=average deviation, for group, of mother’s report minus clinic record. %+

or -1 unit =percentage of errors between +1 and -1 unit.

TABLE III

ACCURACY OF MOTHERS’ RECALL OF INFORMATION*

age, the mothers reported labor as 0.95

hours shorter than indicated on tile records.

Because the N’s are small and the

distnibu-tions, at times, do not approximate the

non-mal curve, the Sigma and the Quartile and

Rull ranges are all presented in the Table.

The next to last column is yet another way

of evaluating the nature of inaccuracy;

namely, the percentage of errors between

+1 and

-

1 unit. Thus 25% of the cases were

between + 1 and - 1 month of a perfect

score on Vaccination; 60% were between -{-1

and

-

1 lb of a perfect scone on Weight at 3

Years. The final column is a means of

com-paring the relative accuracy of the items by

ranking the items according to the

percent-age of perfect responses to that question.

The following additional results did not

lend themselves to tabular representation:

(1) Duration of Gestation: Of the 25

chil-dren in tile sample, 16 had a 40-week

gesta-tion. All 16 of the mothers reported this to

the interviewer. For the nine children born

before 40 weeks, two mothers reported a

gestation time of 36 weeks correctly. In the

other seven instances in which tile mothers

called their children “full-term” babies, two

periods of gestation were 39 weeks, two

were 38 weeks, two were 36 weeks, and one

was 35 weeks.

(3) Use of Forceps at Delivery: Of the 23

children in the sample on whom agreement

between tile mothers report and the

pni-many record could be determined, 7 were

delivered with the aid of forceps; four of

the seven mothers reported this fact

cor-rectly. In the 16 instances in which children

were born without the aid of forceps, 15 of

the mothers reported tilis accurately.

(5) Neonatal Difficulties at Time of Dc-livery: Of the 25 children, 8 had difficulties

immediately following delivery (e.g.,

diffi-culty in beginning spontaneous respiration).

(4)

(3) Use of Forceps at Delivery: What

ap-PEDIATRIC

difficulty. All the mothers of the 17 children

Witil no difficulties reported this fact con-rectly.

(

6) Agreement between Mother’s and

Physician’s Rating of Ease of Delivery: The

mothers were asked: “Was this an easy or a

difficult delivery?” The records of labor and

delivery were reviewed by a senior member

of tile obstetric department and classified

in the same manner. Labor and delivery

were considered difficult if any of the

fol-lowing conditions was present: observed

active labor prolonged beyond 24 hours;

failure of normal progression of cervical

dilation; re(luirement of excessive use of

analgesia; blood pressure variation, either

hypotension or hypertension; abnormal

bleeding; evidences of fetal distress. If none

of tilese conditions was present and labor

proceeded at a normal rate, it was

con-sidered easy. According to these criteria, 5

of the 25 cases were judged difficult; but

two of tile five mothers recalled the cases as

easy. Two of the deliveries judged as easy

by tile physician were considered difficult

by tile mothers. Tile Fisher Exact

Probabil-ity Test revealed no significant difference

between the physicians’ evaluations and the

motilers recall. This indicates that mothers

are generally reliable in their memory of

tilis event.

(7) Did the Mother Nurse and for How Long? Of the 25 mothers in the sample, all

were connect in reporting whether on not

they nursed their children. Of the 12

moth-ers who did nurse their children, 7

con-rectly reported the lengtil of time nursed,

while 5 had errors in the reports; these

errors ranged from 1 to 5 weeks from the

actual time.

(8) Mothers’ Recall of Child’s First

For-miiki: Of tile sample of 25 mothers, 9 were

unable to make any comment on the

propor-tions of the ciliids first formula.

Interest-ingly, one mother claimed that her child

never used formula but went directly

in-stead to whole milk. The primary records

showed tilat tile child did, in fact, use

for-mula for a period of time.

(

26) illnesses: Each mother was asked to

list the illnesses that hen child had had

dun-ing his life. This information was compared

with tile Clinic records. Analysis of this

comparison showed that there were 58

epi-sodes of iiiness among the children of the

sample; the mothers listed only 26. In no

instance did a mother list a disease that

tile cllild had not had.

These diagnoses were roughly classified

as major or minor illnesses (Table IV).

Comments

The following are interpretative

corn-ments on the findings previously described.

(1) Duration of Gestation: The data

mdi-cate that if a mother says her child was

pre-mature, the cilances are that sile is correct

and also that she will probably report the

time of prematurity correctly. If, on the

other hand, a mother says tllat her child was

“full-term,” tile chances are about one in

tilnee tllat she is incorrect as to a full

40-week gestation time. However, in only three

of the nine cases in this category was the

error as great as 4 to 5 weeks; this might be

regarded by many pediatricians as

signifi-cant enough to alter tilein clinical evaluation

of maturity. We wish to point out that our

data include only gestation periods of 35 to

40 weeks.

(2) Duration of Labor: First the data on

duration of labor were analyzed to

de-tenmine if there was a relationship between

tile magnitude of the error and the absolute

length of labor. A correlation coefficient of

0.68 indicated that sucil a relationship does

exist and is statistically significant.

Next, an experienced pediatrician, who

was not active in this research, was asked to

indicate the cases in which the error would

change his clinical judgment of the childs

birth ilistory. He reported that in 4 of the

19 cases the error would significantly affect

his evaluation, and that in 2 other cases it

might be significant in light of other

find-ings. In every instance of change of

evalua-tion, the mother reported a silort labor,

when in fact, it had been of average

(5)

Major Minor

2 1

2 0

I I

6 1

1

7 4

1 0

2 1

2 (1

34 18

TABLE IV

CoIPAIuSoN OF ILLNESSES RECORDED ON hoSPITAL CIIAITs

VITlI TilE LisTINGS AS RECALLED BY MOTHERS

On Listed

Hospital by Charts Mothers

Listed

(‘harted by Mothers

(I) “Overwhelniing vireinia’’ (2) Measles

(3) Chicken POX

(4) Mumps (5) Pneumonia (6) Bronchitis

(7) Bronehiolitis (under I year and hospitalized)

(8) Tuberculosis (at age 1 year) (9) Roseola

(I 0) Convulsions (11) Otitis media

(12) Tonsillectomy

(13) Suspected rheumatoid arthritis (14) l)og l)ite (hospitalized 6 days) (15) Corrective shoes an(l l)races

I 1 (1) Conjunctivitis

10 5 (2) Constipation

4 1 (3) Vaginitis

1 1 (4) Skin rashes (eczenia an(l contact

dermatitis)

2 1 (5) Thrush

2 1 (6) Frequent colds

(7) Positive serologic test for

2 1 syphilis

I 0 (8) Speech disorders

I 0 (9) Sleeping disorders

3 3 -

-2 2 24 8

I 0

I 0

I I

2 1

pears to us to be important here is tile fact

that only four of seven mothers wilose

cilil-dren were delivered with the aid of forceps

reported this fact. It is quite possible that

tilese mothers were never told that forceps

were used to assist the delivery.

Neverthe-less, the fact remains that the mOtiler’s

in-formation covering tllis important aspect of

the child’s birth history may be inaccurate

and misleading. For practical clinical

assess-ment, therefore, tile pediatrician should

ob-tam his information from the primary

oh-stetric record whenever possible.

(4) lVeight at Birth: Stuart’s tables list

norms for weight at birth in percentiles of

25-75, 10-90, and 3-97. We decided that a

significant error in reporting birth weight

would be one in which the classification

changed from beyond the extreme 3-97% to

the middle 25-75%, or vice versa. Only 1

of the 12 errors in birth weight was

sig-nificant by tilis definition. For clinical uses,

therefore, we may conclude that this

in-formation is reliably reported.

(5) Immediate Difficulties following

Dc-livery: Of tile eight mothers in our study

whose children had had immediate

post-partum medical difficulties, only one

re-ported this fact. This may not be a defect

in the memory of the mother but may

in-stead be due to tile fact tllat in a large

num-her of instances the mothers are not

in-formed of these problems. By tile time the

motiler first sees her child outside the

de-livery room, these medical problems have

usually been corrected. This does not,

how-ever, alter tile inaccuracy of hen report and

its misleading implications for clinical

judg-ment by the pediatrician in this critical

period of tile child’s life. This finding of our

study again points out the need to ascertain

facts about the immediate neonatal period

from the obstetric record.

(

6) Agreement between Mothers’ and

Physicians’ Rating of Ease of Delivery:

Al-though statistically there was no significant

difference between mothers’ recall and

doe-tons’ ratings of labor and delivery, the

agree-ment was not perfect. We believe tilat a

differentiation should be made between

labor, during which the mother is generally

(6)

PEDIATRIC HISTORIES

mother is under tile effect of drugs. Her

re-call, tilUs, is a combination of events of

winch she may have information and events

of which she may not be informed.

A word of caution should also be added

about tile findings. Because of tile diagnostic

importance of this information, the lack of

perfect reliability on the mother’s part may

be important in individual cases. If other

clinical signs indicate the possibility of

oh-stetnical injury, it may be prudent for tile

physician to check the original record

in-stead of relying completely on tile mother’s

report.

(11) First Injection: Error may appear

here due to tile fact that, even though these

children were being followed up in the

hos-pital clinic monthly, it was still possible for

tilem to have received tileir first injection

from an outside physician as treatment for

an illness of short duration. We believe,

however, that this possible error was held

to a minimum.

(16) Crawl: An interesting incidental

find-ing is tllat 8 of the 19 mothers included in

tiliS question denied at the time of the

inter-view that their child had ever crawled. The

clinic records in all eight cases, however,

in-dicated that the child had gone through a

crawling phase. Our study is not complete

enough to offer an explanation for this

find-ing.

(13-22) Developmental Series: The

au-tilors wish to point out the high degree of

accuracy with which tile mothers were able

to recall the time at which their children

passed most of the developmental

land-marks.

(23-25) Weights at Each of the First 3 Years of Life: Stuart’s tables of norms were

again consulted to get the average weights

of the percentile groupings as described

under (4) of this section. The same criteria

of significance were followed. For 1 year,

the error of 4 of the 14 mothers was

sig-nificant; for 2 years there were no

signifi-cant errors; for 3 years there was only one

significant change.

Interestingly enough, a large proportion

of the mothers (40 to 60%) were unable to

give any estimate of their child’s weight at

a particular year. Thus it seems that

moth-ers often cannot remember weights, but

when tiley do, tiley tend to be accurate in

their recall.

(

26) Illnesses: The autilors were

im-pressed with tile finding that only 18 of the

34 episodes of major illness among the

chil-dren in our sample were spontaneously

re-called by their mothers. Omissions of this

sort could certainly prove significant in

diagnostic histories. No analysis of the

fac-tons causing lack of recall has been

at-tempted here, however.

Remarks: In all of the questions, we

ana-lyzed the errors to determine if there was

any tendency for tile mothers to report their

cilildren as more or less precocious. Only

on item, (17) Stand with Support, was any

statistically significant deviation observed.

On this item tile mothers tended to report

tile event as having occurred kiter tilan the

actual time listed in Clinic records.

Finally, the data were analyzed to see if

any characteristics of the mothers’ and/or

cilildren’s environments could be

demon-strated that would differentiate “reliable”

mothers from those whose recall was poor.

Crude analysis of such factors as age,

edu-cation, intelligence, schooling, sibling order,

etc., did not reveal any leads that would

have warranted more extensive analysis. No

evidence was found that the events in the

life of a first and/on only child are recalled

more accurately tilan those of a later child.

One final methodologic point: although

the mothers’ reports were evaluated in

terms of tile clinical records, this does not

mean that the latter are regarded as

in-fallible. Not only does the human error in

recording enter to some unknown degree,

but there also is tile possibility of confusion

due to definition of terms; e.g., the recording

of “talking” may vary from tile babbling

phase of speech development, through the

acquisition of one intelligible word, up to a

varied single word vocabulary.

A comparison of these data with the

find-ings of Macfanlane will be helpful in

(7)

es-TABLE V

PERCENTAGES OF AGREEMENT BETWEEN FINDINGS IN THE PRESENT STUDY AND MACFARLANES’ FINDINGS

Perfect Agreement

Present Study Maefarlane

(1) Duration of gestation (4) Weight at birth (20) Vs’alk alone

(21) First tooth

(2) Duration of labor (‘23) \‘eight at I year

88 89

52 59

48 49

25 36

14 10

14 9

pecially since the two populations differ in

composition and in the length of time

elapsed before interviewing the motilers.

‘vlany of tile results are surprisingly similar.

Macfanlane’s group ranked six items for

whicil they determined the percentage of

perfect answers in exactly the same order

of accuracy which we obtained (Table V).

Our findings also are in agreement with

Macfarlane’s findings quoted in the

intro-ductory section. We find no evidence,

ilow-ever, that mothers tend to report their

cliii-dren as more precocious than they actually

are. This may be a function of the different

socioeconomic groups studied in the two

different reports-the population in our

study tending to fall in a somewilat lower

socioeconomic group than tile Berkeley

families.

COMMENT

As pediatricians become more skilled in

interpreting developmental data in the

ins-tories of their patients, they have become

increasingly adept at the diagnosis of many

pediatric conditions (e.g., the differentiation

of genetically retarded development from

environmentally influenced deviations). Of

necessity, they rely principally on the

motil-ens’ memory for this vital information.

With the increasing mobility of the

popu-lation and its transient character, the

moth-er’s report of the developmental history of

ilen children is often the sole source of

im-portant facts. The growth of public health

centers for child care and the expansion of

child-guidance facilities have increased the

need for tllis type of factual information. It

tilerefore becomes important to assess the

mother’s reliability in this regard.

We recognize that in medical

llistory-taking tile proper framing of a question is

all-important in obtaining a significant

re-sponse, and that the present study can be

criticized as to the reproducibility of the

ne-sponses. To meet this criticism, an attempt

was made to simulate, as nearly as possible,

the normal pediatric interview, and to

for-mulate questions that would bring out

fac-tual answers rather than responses qualified

by feeling. We have endeavored to provide

a statistical basis for the clinical judgment

of reliability.

Although tilis study is limited, it does

in-dicate that reliability in historical facts

can-not be taken for granted. Further studies

are clearly indicated to ascertain what

fur-then distortion of reliability is produced by

prolonging the span of time over which a

mother’s memory extends, and to

investi-gate what effects the stress of illness and

re-tarded development may produce in

ac-curacy. Further investigations are

contem-plated.

SUMMARY

A study of reliability of elementary facts

in the developmental instonies of pediatric

patients in a clinic population is reported.

The results show that mothers do not

re-port gestation time reliably, that many

mothers are incorrect when they state that

forceps were not used in the delivery, that

few mothers can report accurately the

im-mediate difficulties at tile delivery of tileir

infant. Feeding ilistonies revealed many

discrepancies in duration of nursing and

knowledge of formula composition. Many

motilenS forget or overlook a significant

number of illnesses. On tile other hand, the

mother’s evaluation of difficulty of labor

and delivery agrees \vitll that of the

physi-cian; facts concerning weight at birth, and

at subsequent yearly intervals, and details

of motor development are reported with

ac-curacy.

(8)

PEDIATRIC HISTORIES

in interpreting tile relevance of factual

de-veiopmental data to differential diagnosis

in deviant behavior, peninatal studies, etc.,

and further areas of investigation of

reli-ability are suggested.

REFERENCES

1. Macfarlane,

J.

W. : Studies in child guidance: I.

Methodology of data collection and

organiza-tion. Monogr. Soc. Res. Child Develop., Vol.

Ii!, No. 6., 1938.

2. Chess, S., et al.: Iniphications of a longitudinal

study of child development for Child

Psychia-try. Amer. J. Psychiat., 117:434, 1960.

Acknowledgment

We wish to acknowledge the co-operation of Dr.

David Comfeld, Director of the Pediatric

Out-Pa-tient Department of the Hospital of the University

of Pennsylvania, in permitting us to use the clinic

population for this study, and for his helpful evalu-ation of our data.

We also wish to thank Dr. Robert C. McElroy, of

(9)

1961;28;1011

Pediatrics

Katharine E. Goddard, George Broder and Charles Wenar

SPECIAL ARTICLE: RELIABILITY OF PEDIATRIC HISTORIES

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(10)

1961;28;1011

Pediatrics

Katharine E. Goddard, George Broder and Charles Wenar

SPECIAL ARTICLE: RELIABILITY OF PEDIATRIC HISTORIES

http://pediatrics.aappublications.org/content/28/6/1011

the World Wide Web at:

The online version of this article, along with updated information and services, is located on

American Academy of Pediatrics. All rights reserved. Print ISSN: 1073-0397.

References

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Davaille and Jaupart [1993, 1994] showed that onset time of SSC and the subsequent evolution of surface heat flux are controlled by activation energy E and mantle viscosity h

Increasing the timely availability and the amount and quality of information flows through the supply chain by making demand data available to suppliers, should positively impact

(1996), external factors are the most important cause of declining interest rates and surging capital inflows, results above indicate that the standard open-economy neoclassical

There is no research done on universally shared values and principles regarding ethical supply chain management, but having an audit could promote ethical

The research in this dissertation accomplished many things including generating a list of key supply chain metrics, determining and using criteria to down select to 12 key