|
Historical Revisions Menu
Current : 2010-10-20 to 2012-02-07
Format 6
INTRODUCTION
A data format is needed to facilitate the collection and exchange of health events
for research by AIPL based on information available through the Dairy Herd Improvement
program. This document describes the format for health records and is compatible with
AIPL
Format 4 (Lactation Record) and
Format 5 (Reproductive Record).
Listing of Format 6
Health Record
(October 2010 version)
| 22 = Field added or changed since prior revision of this format |
| 22 = Reference note added or changed since prior revision of this format |
Byte Position(s) |
Num Bytes |
Field Format 1 |
Data Type 86 |
Ref Note(s) |
Field Description 2 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
1 |
X |
CH |
13 |
Species code of the animal |
| 2 |
1 |
X |
CH |
111 |
Sex code of the animal |
|
|
|
|
|
|
|
|
|
|
|
|
Animal Identification Information |
| 3-4 |
2 |
AA |
CH |
4 |
Breed code of animal (alpha code only, no zeros) |
| 5-7 |
3 |
AAA |
CH |
119 |
Country code of ID origin |
| 8-19 |
12 |
AA..AA |
CH |
|
Identification number of animal (registration or eartag) |
|
|
|
|
|
|
|
|
|
|
|
Sire Identification Information |
| 20-21 |
2 |
AA |
CH |
4 |
Breed code of animal (alpha code only, no zeros) |
| 22-24 |
3 |
AAA |
CH |
119 |
Country code of ID origin |
| 25-36 |
12 |
AA..AA |
CH |
|
Identification number of animal (registration or eartag) |
|
|
|
|
|
|
|
|
|
|
|
|
Dam Identification Information |
| 37-38 |
2 |
AA |
CH |
4 |
Breed code of animal (alpha code only, no zeros) |
| 39-41 |
3 |
AAA |
CH |
119 |
Country code of ID origin |
| 42-53 |
12 |
AA..AA |
CH |
|
Identification number of animal (registration or eartag) |
|
|
|
|
|
|
|
|
|
|
|
|
Cross Reference Identification Information |
| 54-55 |
2 |
AA |
CH |
4 |
Breed code of ID (alpha code only, no zeros) |
| 56-58 |
3 |
AAA |
CH |
119 |
Country code of ID origin |
| 59-70 |
12 |
AA..AA |
CH |
|
Identification number of animal (registration or eartag) |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 71-78 |
8 |
XX..XX |
CH |
88 |
Birth date of animal (YYYYMMDD) |
| 79 |
1 |
A |
CH |
120 |
Source code |
| 80-87 |
8 |
XX..XX |
CH |
20 |
Processing Date |
| 88 |
1 |
A |
CH |
121 |
Record type code (H = health record) |
| 89 |
1 |
X |
CH |
122 |
Pedigree verification code |
| 90 |
1 |
X |
CH |
|
Record version code = 1 (May 2006 version) |
| 91 |
1 |
X |
CH |
24 |
Multiple birth code |
| 92-93 |
2 |
AA |
CH |
130 |
Registry status |
| 94-99 |
6 |
00..00 |
CH |
|
Zeroes: Available for future use |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 100 |
1 |
X |
CH |
85 |
Change in cow's information |
| 101 |
1 |
X |
CH |
85 |
Change in cow's ancestor information |
| 102-103 |
2 |
XX |
CH |
16 |
DRPC/DMS code |
| 104-106 |
3 |
XXX |
CH |
117 |
Field Service Affiliate code |
|
|
|
|
|
|
|
|
|
|
|
|
Animal Herd Code Information |
| 107-108 |
2 |
XX |
CH |
5 |
State code |
| 109-110 |
2 |
XX |
CH |
|
County code |
| 111-114 |
4 |
XXXX |
CH |
|
Herd number |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 115-119 |
5 |
XXXXX |
CH |
|
Cow control number |
| 120-125 |
6 |
00..00 |
CH |
|
Zeroes: Available for future use |
| 126 |
1 |
A |
CH |
123 |
Lactation type code ('P' = No production data provided) |
| 127 |
1 |
X |
CH |
124 |
Lactation verification code |
| 128-135 |
8 |
XX..XX |
CH |
|
Calving date (YYYYMMDD) |
| 136-137 |
2 |
XX |
CH |
|
Number of health event segments |
|
|
|
|
|
|
|
|
|
|
|
Health Event Segments (up to 20 segments) |
| 138-141 |
4 |
AAAA |
CH |
|
Health event code |
| 142-149 |
8 |
XX..XX |
CH |
|
Health event date (YYYYMMDD) |
| 150 |
1 |
A |
CH |
|
Health event date type (A = actual; E = estimated) |
| 151-156 |
6 |
AA..AA |
CH |
|
Health event detail |
|
|
|
|
|
|
| 157-175 |
19 |
AA..AA |
CH |
|
Health event segment # 2 |
| 176-194 |
19 |
AA..AA |
CH |
|
Health event segment # 3 |
| 195-213 |
19 |
AA..AA |
CH |
|
Health event segment # 4 |
| 214-232 |
19 |
AA..AA |
CH |
|
Health event segment # 5 |
| 233-251 |
19 |
AA..AA |
CH |
|
Health event segment # 6 |
| 252-270 |
19 |
AA..AA |
CH |
|
Health event segment # 7 |
| 271-289 |
19 |
AA..AA |
CH |
|
Health event segment # 8 |
| 290-308 |
19 |
AA..AA |
CH |
|
Health event segment # 9 |
| 309-327 |
19 |
AA..AA |
CH |
|
Health event segment # 10 |
| 328-346 |
19 |
AA..AA |
CH |
|
Health event segment # 11 |
| 347-365 |
19 |
AA..AA |
CH |
|
Health event segment # 12 |
| 366-384 |
19 |
AA..AA |
CH |
|
Health event segment # 13 |
| 385-403 |
19 |
AA..AA |
CH |
|
Health event segment # 14 |
| 404-422 |
19 |
AA..AA |
CH |
|
Health event segment # 15 |
| 423-441 |
19 |
AA..AA |
CH |
|
Health event segment # 16 |
| 442-460 |
19 |
AA..AA |
CH |
|
Health event segment # 17 |
| 461-479 |
19 |
AA..AA |
CH |
|
Health event segment # 18 |
| 480-498 |
19 |
AA..AA |
CH |
|
Health event segment # 19 |
| 499-517 |
19 |
AA..AA |
CH |
|
Health event segment # 20 |
DISCUSSION
Format 6 is identical to format 5 through byte 137. Like format 5, a
number of health event segments may be stored in each record. A format 6 record
begins with a calving event and ends prior to a subsequent calving or with the
disposal of an animal. Heifer records will be handled in the same manner as
reproductive events. For a heifer, the calving date will be blank. A heifer record
will capture all health events prior to the first calving.
Format 6 can capture not only disease incidence, but also disease severity information
when it's available. A two-level system is proposed for describing health events and
consists of the health event code and the health event detail (optional). The format
is designed to record disease incidence data rather than disease or preventative
treatment data.
Following the system used for test-day and reproductive event data, up to 20 events
may be reported per format 6 record, and multiple format 6 records may be reported
per lactation. All health events for which codes have been defined should be forwarded
in format 6 records. Events for which a code has not been defined will not be stored.
| Health event code |
For the data provided in format 6 to be of optimum value for research, a standard set of codes
for health events should be encouraged throughout DHI. The following set of uniform health
event codes has been developed in conjunction with bovine practitioners, dairy records processing
personnel, and other interested parties in order to maximize the likelihood of being accepted
on a widespread basis. |
| Health event date |
The date on which the health event occurred. |
| Health event date type |
If the date of the health event is known with certainty, it should be coded as 'A' for actual.
If the date of the health event is not known, it should be coded as 'E' for estimated. |
| Health event detail (optional) |
To help dairy producers deal with specific problems of high economic impact such as clinical mastitis
in which a causative organism may be known, sufficient detail must be provided. The associated causative
organism can be recorded in the health event detail field. For example, there will be a single mastitis
code in the health event code field and an accompanying note of the organism in the health event detail
field if the producer chooses to supply it (Health event
code: 'MAST' Health event detail:
'FR-R--' indicating Staphylococcus aureus of unknown severity in the front right quarter). Examples of health event details are provided in the "Sample Health Event
Segments" section. |
Descriptions and four-character codes for the health events to be reported are presented
below. Diseases were selected for inclusion in format 6 based on an analysis of events reported
in field data, as well as on their frequency of occurrence and economic impact as reported in
the literature. Format 6 is an extensible format and additional health event codes can be
defined as necessary to accommodate future needs. The four-character codes are for data
transmission purposes and do not need to be made visible to the user of the on-farm management
system.
| Description |
Standard Code1 |
Usage Notes2 |
| Health Traits |
| Cystic Ovary |
CYST |
N |
| Diarrhea/Scours |
DIAR |
N |
| Digestive Problem/Off Feed |
DIGE |
Y |
| Displaced Abomasum |
DA-- |
N |
| Downer Cow |
DOWN |
Y |
| Dystocia |
DYST |
Y |
| Johne's Disease/Paratuberculosis |
JOHN |
Y |
| Ketosis/Acetonemia |
KETO |
N |
| Lameness |
LAME |
Y |
| Leukosis (bovine leukemia virus) |
LEUK |
Y |
| Mastitis (clinical) |
MAST |
Y |
| Metritis |
METR |
N |
| Milk Fever/Hypocalcemia |
MILK |
N |
| Nervous System Problem |
NERV |
Y |
| Reproductive problem other than CYST, DYST, METR, RETP |
REPR |
N |
| Respiratory Problem |
RESP |
Y |
| Retained Placenta |
RETP |
N |
| Stillbirth/Perinatal Survival |
STIL |
Y |
| Teat Injury |
TEAT |
N |
| Udder Edema |
EDEM |
N |
| Management Traits |
| Body Condition Score |
BCS- |
Y |
| Locomotion Score |
LOCO |
Y |
| Milking Speed |
SPEE |
Y |
| Temperament |
TEMP |
Y |
| Control Codes |
| Delete records for the specified health event date |
DELE |
N |
|
|
|
| 1 Hyphens ('-') are used to indicate
empty columns when an event code is less than 4 bytes. Those columns should be filled with
blanks (spaces) in files sent to AIPL. |
| 2 N = No additional information is provided in the "Usage
Notes"; Y = Additional material, such as the format and contents of the Health Event
Detail field, is described in the "Usage Notes" below.
|
Dystocia and stillbirth data are currently received by AIPL in a separate format from
lactation and reproductive records. Inclusion of these traits may lead to improved reporting and
improve our ability to accurately model the impact of dystocia and stillbirth on production.
These data will complement, rather than replace, data currently collected for these traits.
Abortions are not included in format 6 because they are already captured in format 4.
Body Condition Score The health event detail field must
contain the body condition score to two decimal places multiplied by 100, e.g. 2.00 would be
reported as 200 and 3.25 as 325. Valid body condition scores range from 1 to 5, and valid
scores in the BCS event detail field range from 100 to 500. The health event detail field
for a BCS record has the following format:
| Detail |
Pos |
Num Bytes |
Values |
| Body condition score |
1-3 |
3 |
200, 325, etc. |
| Reserved for future use |
4-6 |
3 |
blanks |
See "Sample Health Event Segments".
Digestive Problem/Off Feed A cow that is off feed should
be classified as DIGE only when no other disease is present, e.g., a cow that is off feed
because of lameness should be classified as LAME rather than as DIGE. If a cow is known to be
affected by both a digestive problem, such as bloat, and a specific disease or health problem,
segments may be provided for both events.
Downer Cow If a downer cow is known to be affected by a
specific disease or health problem, records may be provided for both events. For example, if a
cow has a difficult calving and then goes down, both DOWN and DYST segments may be reported.
Dystocia The number of calves, followed by the calving
ease score, must be recorded in the health event detail field. Calving ease scores should be
provided for all births, regardless of difficulty, rather than scores only for difficult births.
Scores should be assigned using the five-point scale: 1 = No problem; 2 = Slight problem; 3 =
Needed assistance; 4 = Considerable force; 5 = Extreme difficulty. The health event detail field
for a DYST record has the following format:
| Detail |
Pos |
Num Bytes |
Values |
| Number of calves born |
1 |
1 |
1-3 |
| Calving ease score |
2-4 |
1-3 |
1-5 (one score per calf born) |
| Reserved for future use |
3/4-6 |
2-4 |
blanks |
See "Sample Health Event Segments".
Johne's Disease (Paratuberculosis) A number of different diagnostic tests may be used
to test for Mycobacterium paratuberculosis, including ELISA, fecal culture, and PCR-based tests.
Event details include the type of test used, the associated test score, and the diagnosis assigned by
the laboratory performing the test.
| Detail |
Pos |
Num Bytes |
Values |
| Diagnostic test |
1 |
1 |
G, I, L, O, P, R, or S |
| Score |
2/none |
1–4/none |
000 to 400 (raw score × 100) for type G, zero-filled;
0000 to 1000 (raw score × 100) for type I, zero-filled;
00 to 42 for type L, zero-filled;
No score is reported for type O;
000 to 420 ([raw score + 0.20] × 100) for type P, zero-filled;
00 to 44 for type R, zero-filled;
0000 to 0300 or TNTC (too numerous to count) for type S, zero-filled
|
| Johne's status |
2–6 |
1 |
P for positive and N for negative |
| Reserved for future use |
3–6/none |
1–4/none |
blanks |
Diagnostic test The type of diagnostic test used is
indicated by a one-character code assigned as follows:
| Code |
Test type |
Reference (website) |
| G |
Fecal PCR (gel-based) |
– |
| I |
IDEXX Laboratories Mycobacterium paratuberculosis test kits |
IDEXX Laboratories |
| L |
Fecal culture (liquid media) |
– |
| O |
Other test (histology, acid fast stain, etc.) |
– |
| P |
ParaCheck® milk ELISA |
Prionics |
| R |
Fecal PCR (real-time) |
– |
| S |
Fecal culture (solid media) |
– |
|
NOTE: Mention of specific product names does not constitute an endorsement on the part of the United States Department of Agriculture.
See "Sample Health Event
Segments".
Lameness Codes used to distinguish between lameness due to
infectious pathogens (I), lameness due to metabolic causes (M), and lameness due to physical
trauma (T), may be provided in the detail filed. A record for a cow with lameness attributable
to hairy heel wart will receive the health event code LAME and may include the notation "I" in
byte 1 of the health event detail field. The health event detail field for a LAME record has the
following format:
| Detail |
Pos |
Num Bytes |
Values |
| Cause of lameness |
1 |
1 |
I, M, T, blank |
| Reserved for future use |
2-6 |
5 |
blanks |
See "Sample Health Event Segments".
Leukosis Several different diagnostic tests may be used
to test for the presence of bovine leukemia virus (BLV), including three ELISA-based tests and
an immunidiffusion test. Event details include the type of test used, the associated test
score, and the diagnosis assigned by the laboratory performing the test.
| Detail |
Pos |
Num Bytes |
Values |
| Diagnostic test |
1 |
1 |
A, I, S, or V |
| Score |
2 |
3 |
000 to 900 (raw score × 100) for all tests, zero-filled;
|
| BLV infection status |
5 |
1 |
P for positive, S for suspect, and N for negative |
| Reserved for future use |
6 |
1 |
blanks |
Diagnostic test The type of diagnostic test used is
indicated by a one-character code assigned as follows:
|
NOTE: Mention of specific product names does not constitute an endorsement on the part of the United States Department of Agriculture.
See "Sample Health Event Segments".
Locomotion Score Scores may be provided on either the 6-point scale of Hernandez et al.
(2007) (H) or the 5-point scale of Sprecher et al. (1997) (S).
| Detail |
Pos |
Num Bytes |
Values |
| Type of scale |
1 |
1 |
H or S |
| Cow's locomotion score |
2 |
1 |
1–6 for type H; 1–5 for type S |
| Reserved for future use |
3–6 |
4 |
blanks |
See "Sample Health Event
Segments".
Mastitis (clinical) The health event detail field for
MAST events will store information on affected quarters, clinical appearance, and organisms. A
separate health event segment should be generated for each infected quarter. Organisms should
only be indicated when confirmed by a culture. The health event detail field for a MAST record
has the following format:
| Detail |
Pos |
Num Bytes |
Values |
| Affected quarter |
1-2 |
2 |
FL, FR, RL, RR, blank |
| Clinical appearance |
3 |
1 |
1, 2, 3, blank |
| Organism |
4 |
1 |
A, B, C, E, K, M, N, O, P, R, S, Y, blank |
| Reserved for future use |
5-6 |
2 |
blank |
Affected quarter The affected quarted is
indicated by a two-character code where the first character is "F" for front or "R" for
rear and the second character is "L" for left or "R" for right. |
Clinical appearance Clinical appearance is
indicated by a one-character code assigned as follows:
| Code |
Appearance |
| 1 |
Quarter has abnormal milk, quarter is not swollen or inflamed, cow is not sick |
| 2 |
Quarter has abnormal milk, quarter is swollen or inflamed, cow is not sick |
| 3 |
Quarter has abnormal milk, quarter is swollen or inflamed, cow is sick |
|
Organism Organisms are indicated using a
one-character code. Organisms are only identified when the quarter has been cultured.
When no culture has been taken, a blank should be assigned to this byte.
| Organism1 |
Code |
| Corynebacterium bovis |
B |
| Escherichia coli |
E |
| Klebsiella spp. |
K |
| Mycoplasma spp. |
M |
| Psuedomonas aeruginosa |
P |
| Staphylococcus aureus |
R |
| Staphylococcus spp. (other than S. aureus) |
C |
| Streptococcus agalactiae |
A |
| Streptococcus spp. (other than S. agalactiae) |
S |
| Yeast |
Y |
| Other organism |
O |
| No culture taken |
blank |
| No growth on cultured plate |
N |
| 1spp. = species |
|
See "Sample Health Event Segments".
Milking Speed Either scores on an ordered scale or actual
milking times must be provided. The type of measurement is specified in byte 1 of the health
event detail field as "O" for an ordered scale and "T" for an actual time. The format of SPEE
detail records differs according to the type of measurement used:
| Ordered Scale ("O") Detail |
Pos |
Num Bytes |
Values |
| Type of scale |
1 |
1 |
O |
| Points on scale |
2-3 |
2 |
01-99, zero-filled |
| Cow's milking speed |
4-5 |
2 |
01-99, zero-filled, <= Points on scale value |
| Reserved for future use |
6 |
1 |
blank |
| Time ("T") Detail |
Pos |
Num Bytes |
Values |
| Type of scale |
1 |
1 |
T |
| Actual milking speed |
2-5 |
4 |
Time (MM:SS) with no separator, zero-filled |
| Reserved for future use |
6 |
1 |
blank |
Due to the lack of an industry-standard scale, the number of points on "O" scales must be
provided, as well as the cow's milking speed on that scale. Ordered scales are assumed to begin
with 1. The mean is assumed to lie in the middle of the range (e.g. 5 on a 9-point scale),
with values larger than the mean corresponding to shorter milking times (faster speeds) and
values smaller than the mean corresponding to longer milking times (slower speeds). Actual
milking times are reported in minutes and seconds. Note that no separator between minutes
and seconds should be included in bytes 2-5 of an actual time ("T") record. Multiple-byte
numeric fields should be zero-filled. See "Sample Health Event
Segments".
Nervous System Problem Symptoms of nervous system problems
include staggering, circling, head tilting, paralysis, and coma.
Respiratory Problem This trait include pneumonia and all
other observed respiratory problems.
Stillbirth/Perinatal Mortaility The number of calves
born, and a stillbirth score for each calf, must be recorded in the health event detail field.
Stillbirth scores should be provided for all births rather than scores only for stillborn
calves. Scores should be assigned using the three-point scale: 1 = Calf alive 48 hours after
birth; 2 = Calf was born dead; 3 = Calf was born alive but died within 48 hours of birth. The
health event detail field for a STIL record has the following format:
| Detail |
Pos |
Num Bytes |
Values |
| Number of calves born |
1 |
1 |
1-3 |
| Stillbirth score |
2-4 |
1-3 |
1-3 (one score per calf born) |
| Reserved for future use |
3/4-6 |
2-4 |
blanks |
See "Sample Health Event Segments".
Temperament A cow's termperament must be scored and reported
on an ordered scale, much like the "O" type of milking speed measurement. Scales are assumed to
begin with 1. The mean is assumed to lie in the middle of the range (e.g. 5 on a 9-point
scale), with values larger than the mean corresponding to more desireable temperaments and
values smaller than the mean corresponding to less desirable temperaments. Multiple-byte
numeric fields should be zero-filled. The health event detail field for a TEMP record has the
following format:
| Detail |
Pos |
Num Bytes |
Values |
| Points on scale |
1-2 |
2 |
01-99, zero-filled |
| Cow's temperament |
3-4 |
2 |
01-99, zero-filled, <= Points on scale value |
| Reserved for future use |
5-6 |
2 |
blanks |
See "Sample Health Event Segments".
Sample health event segments are provided to demonstrate proper usage. Only bytes 138+ of each
segment are presented. Hyphens ('-') are used to indicate empty fields
which should be filled with blanks (spaces) in files sent to AIPL.
Body Condition Score
An animal with a body condition score of 3.25 indicated in the health event detail field.
(note that the decimal point is not stored)
Dystocia
A single birth with a calving ease score of "1" indicated in the health event detail field
A twin birth with a calving ease score of "3" indicated in the health event detail field
note that a calving ease score is provided for each calf born)
Johne's Disease (Paratuberculosis)
A Johne's-free sample based on a fecal gel-based PCR score of 0.05. The score reported in the Format 6 record is calculated as: 0.05 × 100 = 05.
A diagnosis of Johne's disease based on a raw score of 0.25 on an IDEXX ELISA test. The score reported in the Format 6 record is calculated as: 0.35 × 100 = 35. Note that the four-byte score is zero-filled, so 35 is coded as 0035.
A diagnosis of Johne's disease based on a score of 7 from a liquid-media fecal culture. Note that the two-byte score is zero-filled, so 7 is coded as 07.
A diagnosis of Johne's disease based on an unspecified test. This corresponds to the definition of the JOHN event type used in drafts of Format 6 prior to June, 2009.
A sample positive for Johne's disease based on a raw score of 0.20 on a ParaCheck© milk ELISA test. The score reported in the Format 6 record is calculated as: (0.20 + 0.20) × 100 = 40. Note that the three-byte score is zero-filled, so 30 is coded as 040.
A real-time fecal PCR test resulting in a diagnosis of Johne's disease. Note that the two-byte score is zero-filled, so 9 is coded as 09.
A diagnosis of Johne's disease based on a fecal culture on solid media. Note that the four-byte score is zero-filled, so 85 is coded as 0085.
Lameness
Lameness caused by an infectious agent, such as hairy heel wart
Lameness with no reported cause
Leukosis
A positive diagnosis of leukosis (bovine leukemia virus) based on a raw score of 0.6 on an AntelBio Leukosis Milk ELISA test. The score reported in the Format 6 record is calculated as: 0.6 × 100 = 600.
Locomotion Score
A locomotion score of 4 (lame – an arched-back posture is always evident, gait is best described as one deliberate step at a time, and one or more feet/limbs are favored) on the scale of Hernandez et al. (2007).
A locomotion score of 1 (the cow stands and walks with a level-back posture and her gait is normal) on the scale of Sprecher et al. (1997).
Mastitis
A three segment case of clinical mastitis in the right front quarter, the quarter is
inflamed but the cow is not sick, and the organism was cultured as Staphylococcus aureus
Milking Speed
A cow with faster than average milking speed (7) on a 9-point scale
A cow that took 10 minutes and 30 seconds of actual time to milk out
Stillbirth/Perinatal Survival
A single birth with a live calf 48 hours postpartum
A twin birth with one stillborn calf and one live calf 48 hours postpartum
Temperament
A cow with an average temperament score (5) on a 9-point scale
A cow with a poor temperament score (undesirable) (10) on a 50-point scale
FUTURE DIRECTIONS
As noted above, Format 6 is designed to be an extensible format which can accommodate new
traits as they are identified by the industry and support the expansion of current data
collection efforts. Although it does not report service sire ID information, which can be
reported using Format 5 (Reproduction Record), Format 6 can be used to report dystocia and
stillbirth scores. As software support for collecting health and reproductive data improves,
the NAAB calving ease format can be replaced with Formats 5 and 6, which would simplify
collection of data for the NAAB calving traits program.
Hernandez, J., J. Shearer, C. Risco, and W. Thatcher. 2007. Lameness and reproductive performance in dairy cows. Pages 109–113 in Proc. Dairy Cattle Reprod. Conf., Denver, CO.
Sprecher, D. J., D. E. Hostetler, J. B. Kaneene. 1997. A lameness scoring system that uses posture and gait to predict dairy cattle reproductive performance. Theriogenology 47:1179–1187.
|