|
|
EFAN Report 7-2000 |
Report of 2nd international
workshop on hake otolith
age reading
Vigo, 15-19 February, 1999
by
Piñeiro C. (Chairperson)1 , Afonso M. H.,
Arego S., Bellail R., Labastie J., Loureiro I., Lucio P. ,Marecos L.
,Mc Cormick H., Moguedet Ph., Morgado C., Sainza M., Santurtún M.,
Trujillo V., Watson T. and Woods F.
1) Instituto Español de Oceanografía.
Centro
Oceanográfico de Vigo
36280
Vigo
Spain
carmen.pineiro@vi.ieo.es
http://www.ieo.es
|
European Fish Ageing Network (EFAN) |
|
Phone: (47) 37 05 90 00;
Fax: (47) 37 05 90 01; Email: bente.lundin@imr.no Office address: Flødevigvn.
49, Hisøy (Arendal), Norway. Coordinator: Erlend
Moksness, Phone (direct): (47) 37 05 90 41; E-mail: moksness@imr.no |
1. Introduction
One of the main goals of the
EC Study Contract No. 97/015 (DEMASSESS) is to improve the knowledge of Hake (Merluccius merluccius) growth for the
northern and southern stocks.
The growth of European Hake
from Atlantic waters has been widely studied and many researchs have been
carried out to improve the knowledge on the formation and interpretation of
rings in the otoliths Hickling, 1930; Bagenal, 1954, Bussy, 1966; Robles et al., 1975; Decamps and Labastie,
1978; Iglesias and Dery, 1981; Goñi, 1983; Goñi and Piñeiro, 1988; Guichet,
1988; Lucio et al. 1998a, b; Piñeiro
and Hunt, 1989; Piñeiro and Pereiro, 1993; Piñeiro and Meixide, 1994; ICES CM
1983, 1984, 1986, 1996, 1997, 1999)).
Due to difficulties encountered
in age determination, Hake has been considered by EFAN (European Fish Ageing
Network) as a priority study case.
Taking into account the
recommendations of the Workshop on Hake ageing held in Vigo in 1997, based on
otoliths interpretation (Anon., 1997), it was decided to carry out an exchange
of Hake otoliths from these stocks in 1998 between the countries involved in hake stock assessment. The participants of
this workshop were: IPIMAR/Portugal, IEO/Spain, AZTI/Spain, IFREMER/France,
MIFRC/Ireland and CEFAS/England.
Conducting an age reading Workshop on Hake is considered
a priority because:
·
Hake is of great commercial importance, which is
reflected into catch value and related economy especially for Spain, France and
Portugal, amongst others.
·
Although several International ad hoc Workshops have been devoted to otolith age reading (ICES CM 1983,
1984, 1986, 1998, 1999 and Anon., 1997) a standard criteria of Hake otolith
interpretation has not yet been reached for all ages.
·
In recent years the ICES Working Group on the
Assessment of Southern Shelf Demersal Stocks has applied numerical methods
(Kimura and Chikuni, 1987) to the annual length
composition of catches in order to obtain a catch at age matrix for the
assessment of the Southern stock of Hake (ICES CM 1992, 1994, 1995). However,
the Working Group considers the use of age length keys more reliable in order
to obtain catch at age data.
·
Also new inexperienced staff become involved with hake
age determination and need to get used to the otolith interpretation criteria.
In order to analyse the results of this exchange and to
follow the recommendation of ICES (ICES CM 1994) and the Workshop of 1997
(Anon., 1997), a new Workshop was planned for the first quarter of 1999. The
objective was to continue the work started in the 1997 Workshop (Anon., 1997) in order to improve the
agreement between readers.
[1] Instituto Español de
Oceanografia (IEO, Spain)
2Instituto de Investigação das
Pescas e do Mar (IPIMAR, Portugal)
3Instituto Tecnológico,
Pesquero y Alimentario (AZTI, Spain)
4Institut
Français de Recherche pour l´Explotation de la Mer (IFREMER, France)
5Marine
Institute Fisheries Research Centre (MIFRC, Ireland)
6Centre
for Environment, Fisheries& Aquaculture Science. (CEFAS, United Kingdom)
2. Objectives of the Workshop
·
Analysis and discussion of the results of the otoliths
hake exchange in order to overcome the main problems refereed in the last
workshop.
·
Elaborate a consensus on ageing criteria between the main
laboratories involved in Northern and Southern Hake stock assessments.
·
Establish a protocol for Hake age determination.
3. Participants
Afonso M. H., IPIMAR, Lisbon, Portugal
Arego S., AZTI, Sukarrieta, Spain
Bellail R., IFREMER, Lorient, France
Labastie J., IFREMER, La Rochelle, France
Loureiro I., IEO, Vigo, Spain
Lucio P., AZTI, Sukarrieta, Spain
Marecos L., IPIMAR, Lisbon, Portugal
Mc Cormick H., MIFRC, Dublin, Ireland
Moguedet Ph., IFREMER, La Rochelle, France
Morgado C., IPIMAR, Lisbon, Portugal
Piñeiro C., IEO, Vigo, Spain (Chairperson)
Sainza M., IEO, Vigo, Spain
Santurtún M., AZTI, Sukarrieta, Spain
Trujillo V., IEO, Vigo, Spain
Watson T., CEFAS, Lowestoff, England
Woods F., MIFRC, Dublin, Ireland
Alain Biseau, IFREMER,
Lorient, France (Last
day *)
(*)Chairman of the ICES Working Group on the
Assessment of Southern Shelf Demersal Stocks.
4. Material and Methods
4. 1. Material
The otolith collection exchange conducted during
1998 was composed of 200 Hake otolith sections from individuals ranging between
12cm and 102cm length. Two samples were available:
Sample 1: 100 otolith sections prepared by IEO from
commercial catches sampled throughout the year and from a demersal survey conducted
during the last quarter of 1997 in the Galician and Cantabrian Sea (ICES
Divisions VIIIc and IXa respectively). The size ranged from 12cm to 69 cm.
Sample 2: 100 otolith sections prepared by IFREMER
from a demersal survey conducted during the last quarter of 1997 in the Bay of
Biscay and the Celtic Sea (ICES Divisions VIIIa, b and VIIf, g, h,
respectively). The size ranged between 19cm and 102 cm.
Otoliths were mounted in black coloured resin blocks
and thin sections were obtained through the nucleous level for ageing proposes.
The method of otolith preparation was quite similar for both Institutes: IEO
stored the otoliths in a solution of glycerine (40%) in order to enhance the
rings prior to sectioning and mounted the thin sections on glass slides.
IFREMER stored the otoliths dry and made several cuts for the same otolith, in
order to achieve the optimum cut. In this case, sections were not mounted on glass slides.
Catch date and sex information were available and
also the total length in the case of IEO samples.
Two
readings were performed during the workshop (second and third readings). Due to
time constraints subsamples of the exchange sample were chosen for these
readings. The size range of each subsample was maintained. The second reading
consisted of 95 otolith sections, 41 from IFREMER and 54 from IEO, attempting
to include well sectioned otoliths. The third reading consisted of 64 otoliths,
33 from IFREMER and 31 from IEO. Otoliths used in the second reading were excluded
from the third reading in order to avoid the influence memory may have. The
length frequency distribution of the samples aged is presented in Figure 1.
4.2 Age determination
Ageing
was carried out with magnification x20, using a stereomicroscope under
reflected light. Transmitted light was used occasionally. During the workshop a
video camera and monitor were available for the discussion of the criteria used
in otolith age interpretation. To assess whether the readers counted the same
rings, it was decided to take radii
measurements as per the protocol (Annex
1).
Since
three sections of IFREMER samples were made of each otolith, depending on the
section chosen for age determination, readers may have assigned different
measurements to the same otolith. As a result it was decided only to consider
the measurements of the IEO sample.
Eleven readers participated in
the exchange but only ten carried out age readings in the Workshop (R6 did not
read). Although all readers were experienced in reading otoliths, two
participants were considered to be more experienced in ageing Hake (see table
below **). Three of the readers did not participate in the previous 1997 Hake
otolith workshop (see table below *).
During the otolith exchange
the codes used for readers in the analyses were as follows:
|
READERS |
CODE |
READERS |
CODE |
|
|
|
|
|
|
Jacques Labastie
(IFREMER) |
R1 ** |
Maria Sainza (IEO) |
R7 |
|
Lourdes Marecos
(IPIMAR) |
R2 |
Carmen Gª Piñeiro (IEO) |
R8 ** |
|
Hortense Afonso
(IPIMAR) |
R3 |
Robert Bellail (IFREMER) |
R9 |
|
Terry Watson (CEFAS) |
R4 * |
Fiona Woods (MIFRC) |
R10 * |
|
Susana Arego (AZTI) |
R5 |
Helen Mc Cormick (MIFRC) |
R11 * |
|
Isabel Loureiro
(IEO) |
R6 |
|
|
* Not present in the first workshop in hake
otoliths
** Experts in hake otoliths
The general criteria adopted
for ageing each otolith are shown in the protocol (Annex 1).
These are based on the
number of annual translucent rings.
In order to attain the
objectives of the Workshop the following tasks were performed:
·
Analysis of the exchange results (first reading).
·
Discussion about individual interpretations of the
otoliths, not only on those on which there was a large discrepancy amongst readers
but also those on which the age assigned was the same.
·
Reading of the second sub-sample (95 otoliths).
·
Analysis of the second reading results.
·
Reading of the third sub-sample (64 otoliths),
conducted to ascertain whether application of the discussed criteria improved
agreement between readers.
·
Analysis of the third reading results.
·
Interpretation of the growth pattern for the first
years of the biological cycle of the fish.
·
Report of the workshop.
In order to conduct statistical
analysis it was decided to split the samples according to institute (IEO,
IFREMER) due to their different characteristics (different area and preparation
technique).
In comparison with the last
workshop a more extensive analysis was performed in order to provide more
details concerning individual performances.
Several methods were used to analyse the results of the exchange, such as those
recommended by the Workshop on Sampling Strategies for Age and Maturity (ICES
CM, 1994). However, the Wilcoxon’s rank test was considered inappropriate in
performing multiple paired comparisons when more than two readers are involved
in ageing the same collection, which is observed in this Workshop (Zar, 1996).
4.3. Data Analysis
4.3.1. Exploratory data analysis (EDA)
·
Determination of the modal age and of the difference
between each readers’ age and the modal age. The modal age was calculated based
on results from readers R1, R2, R3, R5, R7 and R8. In case of bi-modality the
modal age was estimated from readers R1 and R8, the readers with most
experience.
·
Graphical representation by reader for each sample (IEO
and IFREMER), using box-whisker plots (median and interquartil range by
reader). The box-whisker plots were used to summarise the observations and are
useful in observing and comparing the distribution of the otolith readings by
reader.
·
Age reading comparisons were carried out according
recommendations made by ICES (ICES CM, 1994). A spreadsheet to produce the age
bias plots and related tables was kindly made available by Guus Eltink (RIVO.
IJmuiden. The Netherlans).
·
For each otolith, mean age, mode, range and standard
deviation were estimated. Modal bias plots showed average age ± 2 standard
deviation of each age reader and all age readers were plotted against modal
age, which was considered to be the referential age. The modal age was
calculated as commented before.
4.3.2. Computation of reproducibility measures:
1) Average percent age error (APE), Beamish and
Fournier (1981) is an index of reading precision to compare a series of
observations. The formula is as follows:
|
|
|
(1) |
n = number of otoliths
r = number of readings for each otolith
xij =
the j value of age estimation
for the otolith
= average age
calculated for the otolith
2) The Mean Coefficient of Variation (V)
|
|
|
(2) |
sd = the standard deviation for the otolith i
3) The index of precision (D) (Chang, 1982):
|
|
|
(3) |
V is described in 2)
These measurements are more appropriate
than the conventional percent of agreement when comparing ages, since those
take into account the average year class of fish.
4.3.3. Grouping readers
In order to determine the
different groups of readers with higher agreement between them, the following
statistical analyses were carried out:
·
Hierarchical cluster analysis using average linkage
(between groups) based on squared Euclidean measure for readers without
transforming the data.
·
Multiscaling dimension (MSD) to show the multidimensional
space based on squared Euclidean measure for readers without the transformation
of input data using an ordinal measure scale.
5. Results
5.1. First Reading
The results of the 200
otoliths ageing are summarised in Tables 1 and 2.
The Box-whisker plot for all
readings from IEO sample pointed out three general groups with similar
interpretations (Figure 2a):
1/ R1, R2, R4, R8 and R9
2/ R3, R5, R6 and R7
3/ R10 and R11
The Box-whisker plot for all
readings from the IFREMER sample pointed out four general groups with similar
interpretations but these groups are different from the previous ones (Figure
2b):
1/ R1, R2, R6, R7, R8 and R9
2/ R3 and R5
3/ R4
4/ R10 and R11
The IEO sample Modal bias plot
by reader (Table 3 and Figure 3 a, b) showed that R4, R10 and R11 in general
underestimated the ages. This could be due to their lack of experience in hake
age determination. On the other hand, readers R3, R6 and R8 presented a
tendency to overestimate the ages of the older fish. Reader R5 showed a
tendency to overestimate fish of ages 2 and 3. The Modal bias plot for all
readers shows some problems in age determination for age 5 and above.
The Modal bias plot results
of the IFREMER sample (Table 4 and Figure 4 a, b) showed that the same readers
(R4, R10 and R11) are still underestimating the ages. On the other hand, R9
tended to underestimate the older ages. R3 presented a tendency to overestimate
fish from age 2 and above whilst R5 overestimated the younger fish (ages 2 and
3). The Modal bias plot for all readers show that ages are underestimated in
relation to the modal age.
The APE, V and D indices are
shown in Table 5. When the analysis is carried out using only the more
experienced readers (R1 and R8) these indices decreased considerably. The
results are different for the two samples. The IFREMER sample consists in
larger individuals than the IEO sample. Thus, the IEO sample APE and V indices
are higher than those for the IFREMER sample (Figure 5a-d). It should be
noticed that the APE index is very sensitive to differences in younger ages.
The dendogram obtained from
the hierarchical cluster analysis from the IEO and IFREMER samples point out
the presence of two main groups, depending on the distance assumed (Figures 6a,
b). In order to clarify the groups, a plot of coordinates from MSD analysis was
carried out for each sample (Figures 7a, b). It can be seen from these plots
that the first dimension splits also the plot into two groups, supporting the
results of the hierarchical cluster analysis.
The two groups in each case
are as follows:
1/ R1, R2, R3, R5, R6, R7,
R8 and R9
2/ R4, R10 and R11
The first group consisted of
readers with variable levels of experience in Hake otolith reading. The second
group consisted of readers with little or no experience in reading Hake
otoliths prior to this exchange, although they show extensive experience in
reading otoliths of others species.
5.2 Second Reading
The readings of the 95
otoliths used in the second reading are presented in Tables 6 and 7.
The box-whisker plot for all
the readings from IEO sample pointed out three groups with similar
interpretations (Figure 8a):
1/ R1, R7 and R8
2/ R2, R3, R4, R5, R9 and
R10
3/ R11
The box-whisker plot for all
the readings from the IFREMER sample also pointed out three groups with similar
interpretations but these groups are different from the previous ones (Figure
8b):
1/ R1, R2, R3, and R4
2/ R5, R7, R8, R9 and R10
3/ R11
In both cases, R11 appears
isolated from the other readers. It is to be noted that some readers changed
location.
The IEO sample Modal bias
plot by reader showed that R4, R9 and R11 in general overestimated the ages.
From the first reading to the second reading they changed their criteria of
interpretation (Figure 9a,b) because of their lack of experience in Hake age
determination. The Modal bias plot for all readers shows improvement in ageing
fish iounger than 3 years. However, problems in age determination from age 4
and above still remain.
The Modal bias plot results
from the IFREMER sample show that the same readers are still overestimating the
ages (Figure 10 a, b). R5, R7, R8 are underestimating some ages. The Modal bias plot for all readers shows
that in general ages 0 to 3 are well estimated, although problems still remain
for the older ages (4 and above). Ages from 3 to 5 are overestimated in
relation to the modal age (Tables 8 and 9).
The APE and V Indices are
shown in Table 10. The IEO reproducibility
measures (APE, V and D indices) are higher than those of the IFREMER sample,
but when each sample is compared with the first reading (all readers) there is
a mean reduction of error of 12%.
The
reproducibility measures obtained with the IEO otoliths collected in the 4th
quarter were calculated in order to analyse whether the differences in the age
attributed by readers were due to difficulties in interpreting the edge.
Results obtained were similar to those obtained considering all otoliths (Table
10).
The dendogram from the
hierarchical cluster analysis obtained in both samples, based on the distance
used previously, pointed out different results (Figure 11a, b).
In the case of the IEO
sample, there are two main groups as follows:
1/ R1, R2, R3, R5, R7, R8,
R9 and R10
2/ R4 and R11
In the case of the IFREMER
sample there are two groups as follows:
1/ R1, R2, R3, R4, R5, R7,
R8, R9 and R10
2/ R11
Again, R11 appears isolated
from the other readers. The MSD plots (Figure 12a, b) show also the
same pattern for R11, R4 and
R9, which are moving around the main group.
It can be seen that the main
group is almost stable and the less experienced readers are quite
erratic/unstable.
The results obtained from
the first and second readings are consistent. The readers with the least
\experience in ageing Hake otoliths appear to have unstable criteria for their
age determination. On the other hand, in general terms ages 0 to 3 are well
estimated and the problems in age determination only remain for older Hake (age
4 and above).
5.3. Third
Reading
The results of the ageing of
the 64 otoliths (31 from IEO and 33 from IFREMER) used in the third reading are
presented in Tables 11 and 12.
The Box-whisker plot for the
all readings from IEO sample pointed out three main groups with similar
interpretations (Figure 13 a):
1/ R1, R4, R7, R8 and R9,
2/ R2, R3 and R5
3/ R10 and R11
The Box-whisker plot for all
the readings from the IFREMER sample pointed out two groups with similar
interpretations but these groups are different from the previous ones (Figure
13b):
1/ R1, R2, R3, R5, R8, R9,
R10 and R11
2/ R4 and R7
The IEO sample Modal bias
plot by reader show that the new readers (R4, R10 and R11) tend to
underestimate or overestimate ages up to 2 (Figure 14a). In general the ages
older than 4 are overestimated by all readers (Figure 14b).
The results from the IFREMER
sample show that the reader R9 is overestimating the ages up to one (Figure
15a). The Modal bias plot for all readers shows that ages from 0 to 6 are quite
well estimated, although problems still remain for age 5 (Figure 15b).
The APE, V and D indices are
presented in Table 13. The reproducibility measures obtained with the IEO
sample are higher than those from the IFREMER sample. But, when each sample
measures are compared to the first reading measures including all readers,
there is a clear reduction of error for the IFREMER reproducibility values. As
mentioned before, the difference between the results of both samples might come
from the different length frequency distributions. The IEO sample consisted in
more young fish than the IFREMER sample.
The dendograms from the
hierarchical cluster analysis obtained based on the same cut distance previously
used, pointed out two main groups for both samples but with different readers
in each of them (Figure 16 a, b).
IEO sample:
1/ R1, R2, R3, R5, R7,R8, R9
and R11
2/ R4 and R10
IFREMER sample:
1/ R2, R3, R5, R7, R8
2/ R1, R4, R9, R10 and R11
The MSD plots (Figure 170 a,
b) also show the general pattern found in the previous readings. A group of
readers, which includes R4, R9, R10 and R11, are moving around the more
experienced main group.
In general terms, ages 0 to
4 are well estimated and the problems in age determination remain for older
Hake.
6. Discussion
The results obtained
throughout these three readings are consistent. The readers with less
experience in ageing Hake otoliths (R4, R9, R10 and R11) appear to have
unstable criteria for age determination (Tables 14, 15). The differences found
in the results of the third reading with respect to the second one, could be
due to the low number of otoliths read (31) and the criteria used to select the
third subsample. However, throughout the three readings, the non- experienced
readers have changed their criteria of interpretation in relation to the
consensus ageing criteria established in the previous workshop.
The analyses of the readings from
the IFREMER samples show better agreement than those from the IEO samples. This
could be due to the methodology used for the analysis in which differences in
older ages cause less discrepancy than differences in younger ages. It has to be considered that the IEO sample
has a higher proportion of fish smaller than 45 cm, particularly juvenile fish,
while the IFREMER sample has a greater number of old individuals.
As it was mentioned in the
Report of the First Workshop (Anon., 1997), one of the main problems of the
ageing of this species is the location of the first annual ring (Figure 18 a, b
and c). It seems that in the first reading the new readers had some problems in
locating that ring, the check and consequently the second ring. During the
present workshop there was a remarkable improvement in identifying the same
ring as the first annual ring by all readers (Figure 19). ). In general, the
standardised principles for the interpretation of hake otoliths established in
the first Workshop were followed by all readers.
Concerns were expressed from the majority of the
readers regarding the poor preparation of some otolith sections, like nucleous
missing, or several sections from the same otolith showing different ring
structures. Respecting to the IFREMER sample, different ages could have been
assigned to the same otolith depending on what section was chosen for age
determination.
During the Workshop, the use of
various microscopes and time constraints could have been also sources of error.
Different size ranges of samples in each reading could have decreased also the values of the agreement indices
considered in this work. This may be particularly relevant regarding the third
reading results.
Some readers found the
interpretation of the otoliths from the Southern Hake stock more difficult,
which may be related the different growth and otoliths pattern between the two
stocks.
In terms of reproducibility
measures (APE, V and D), the values for all readers in general decreased since the
first reading, particularly for the IFREMER sample. V and D indices of expert
readers reduced, but the APE index remained the same. It should be stressed
that these measures of agreement should be interpreted with caution due to
influence of sample size and of younger ages, in the case of APE.
Results indicate that in a near
future it may be possible to use the annual ALK instead of numerical methods to
estimate age composition of catches in the case of the Southern stock Hake
assessment, taking into account the observed agreement between the readers
involved.
At the moment the age
structure composition of the Northern Hake stock catches are only based on
IFREMER ALKs. Therefore, if an agreement on age reading is reached, the
possibility of applying ALKs from AZTI in addition to IFREMER can be
considered.
It was agreed that a
comprehensive reference otolith collection representative of all ages used in
the age length key should be prepared, in order to help readers and also for
training purposes.
·
The statistical analysis shows two main groups of
readers: experienced and no experienced. It is recognised the importance of
experience in Hake ageing.
·
The agreement between readers for ages 0 to 4 improved
comparatively to the first Hake Workshop. This can be a result of the adoption
of the ageing criteria established in that Workshop.
·
There was a high level of variability between readers
for ages 5 and older.
·
A high agreement in locating the first annual ring
between readers was achieved.
·
The less experienced readers showed improvement in
their age interpretation criteria.
·
Despite the improvement of all the readers, the
results highlight the difficulties in interpreting the age of Hake otoliths and
justify the need for periodical exchange exercises.
·
Results indicate that may be possible to use the annual
ALK, instead of numerical methods, to estimate the age composition of catches
of the Southern Stock of Hake.
·
In order to use the same ALK for Northern stock
assessment, the age estimation criteria should be the same for AZTI and
IFREMER.
·
Informal exchanges should be carried out between
Institutes on a regular basis, especially for those who supply ALKs to the
assessment Working Group.
·
Images of sectioned otoliths from the exchange
collection will be digitised and interpreted by the more experienced readers.
This will act as both a reference collection and an age determination guide.
·
Another otolith exchange and Workshop should be
convened in the next two years.
·
Statistical tests on age data of each Institute should
be carried out before they are combined for ALKs.
·
It is desirable that at least two people per Institute should
be involved in Hake age determination. Also some more countries should take
part in these studies.
·
Otoliths used in an exchange should be prepared following
the same methodology and suitable for transportation.
·
It is necessary to validate the age estimation of this
species by conducting more studies on the life history events of the fish, in
addition to exploring alternative validation techniques (tagging,
microchemistry, etc.). These recommendations require a dedicated project on these
matters.
9. Contributions to the Workshop
Additional information was
presented during the Workshop, in order to improve the age determination of
this species:
-
Quarterly length composition (in percentage) of
juvenile Hake (<30 cm) catches, including discards by bottom trawlers in the
Bay of Biscay, for the period 1988-1997, from AZTI. (Values for the 3rd
quarter of 1988 were estimated from the 2nd and 4th
quarters) (Annex II).
-
Preliminary results on daily growth of juvenile hake,
from IPIMAR (Annex III).
-
A training guide to introduce the readers to the age
reading criteria established for hake with digitised images of otolith sections
from ages 0 to 4 (Annex IV).
10. References
Anon. 1997.
Report of the Workshop on Hake otoliths age readings. EC Study Contract no.
95/038 “Biological studies of Demersal Fish (BIOSDEF)12pp.
Bagenal, T.B. 1954. Growth rate of the hake (Merluccius merluccius L.) in the Clyde
and other Scottish areas. J. Mar. Biol. Ass, U.K., 33(1): 69-95.
Beamish, R. J. and Fournier, D. A. 1981. A method for comparing the precision of a set of age
determinations. Can. J. Fish. Aquat. Sci. 38 : 982-983.
Busy.
M. M., 1966. La croisance du merlu dans le Golfe de Gascogne. ICES, C.M. 1966/G:17.
Chang, W. Y. B., 1982. A statistical method for evaluating the
reproducibility of age determination. Can. J. Fish Aquat. Sci. 39 :
1208-1210.
Decamps,
P. and J. Labastie, 1978. Note sur la lecture et l'interpretation des otolithes
du merlu. ICES, C.M. 1978/G:41.
Eltink, G., 1994.
Comparison of otolith readings. Working document for the Workshop on sampling
strategies for age and maturity, 1994 at ICES Copenhagen.
Goñi,
R., 1983. Growth studies of European hake (Merluccius
merluccius L.) from the Northwest African shelf. Demersal Fish Committee
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