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Habitat Effects on the Breeding Performance of Three Forest-Dwelling Hawks

Abstract

Habitat loss causes population declines, but the mechanisms are rarely known. In the European Boreal Zone, loss of old forest due to intensive forestry is suspected to cause declines in forest-dwelling raptors by reducing their breeding performance. We studied the boreal breeding habitat and habitat-associated breeding performance of the northern goshawk (Accipiter gentilis), common buzzard (Buteo buteo) and European honey buzzard (Pernis apivorus). We combined long-term Finnish bird-of-prey data with multi-source national forest inventory data at various distances (100-4000 m) around the hawk nests. We found that breeding success of the goshawk was best explained by the habitat within a 2000-m radius around the nests; breeding was more successful with increasing proportions of old spruce forest and water, and decreasing proportions of young thinning forest. None of the habitat variables affected significantly the breeding success of the common buzzard or the honey buzzard, or the brood size of any of the species. The amount of old spruce forest decreased both around goshawk and common buzzard nests and throughout southern Finland in 1992-2010. In contrast, the area of young forest increased in southern Finland but not around hawk nests. We emphasize the importance of studying habitats at several spatial and temporal scales to determine the relevant species-specific scale and to detect environmental changes. Further effort is needed to reconcile the socioeconomic and ecological functions of forests and habitat requirements of old forest specialists.

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Habitat Effects on the Breeding Performance of Three Forest-Dwelling Hawks

Author: Björklund, Heidi,Valkama, Jari,Tomppo, Erkki,Laaksonen, Toni
Publisher: Plos,San Francisco, CA,us
Year: 2015
Source: https://jukuri.luke.fi/bitstream/10024/531589/1/Bjorklund.pdf
RESEARCH ARTICLE
Habi a E ec s on he B eeding Pe o mance
o Th ee Fo es -Dwelling Hawks
Heidi Bjö klund
1,2
*, Ja i Valkama
1
, E kki Tomppo
3
, Toni Laaksonen
4
1The Zoology Uni , Finnish Museum o Na u al His o y Luomus, Uni e si y o Helsinki, Helsinki, Finland,
2Depa men o Biosciences, Uni e si y o Helsinki, Helsinki, Finland, 3Na u al Resou ces Ins i u e Finland,
Van aa, Finland, 4Depa men o Biology, Uni e si y o Tu ku, Tu ku, Finland
*heidi.bjo klund@helsinki. i
Abs ac
Habi a loss causes popula ion declines, bu he mechanisms a e a ely known. In he Eu o-
pean Bo eal Zone, loss o old o es due o in ensi e o es y is suspec ed o cause declines
in o es -dwelling ap o s by educing hei b eeding pe o mance. We s udied he bo eal
b eeding habi a and habi a -associa ed b eeding pe o mance o he no he n goshawk
(Accipi e gen ilis), common buzza d (Bu eo bu eo) and Eu opean honey buzza d (Pe nis
api o us). We combined long- e m Finnish bi d-o -p ey da a wi h mul i-sou ce na ional o -
es in en o y da a a a ious dis ances (100–4000 m) a ound he hawk nes s. We ound ha
b eeding success o he goshawk was bes explained by he habi a wi hin a 2000-m adius
a ound he nes s; b eeding was mo e success ul wi h inc easing p opo ions o old sp uce
o es and wa e , and dec easing p opo ions o young hinning o es . None o he habi a
a iables a ec ed signi ican ly he b eeding success o he common buzza d o he honey
buzza d, o he b ood size o any o he species. The amoun o old sp uce o es dec eased
bo h a ound goshawk and common buzza d nes s and h oughou sou he n Finland in
1992–2010. In con as , he a ea o young o es inc eased in sou he n Finland bu no
a ound hawk nes s. We emphasize he impo ance o s udying habi a s a se e al spa ial
and empo al scales o de e mine he ele an species-speci ic scale and o de ec en i on-
men al changes. Fu he e o is needed o econcile he socioeconomic and ecological
unc ions o o es s and habi a equi emen s o old o es specialis s.
In oduc ion
Un a ou able habi a changes a e he main h ea s o h ea ened species wo ldwide [1].
Ad e se an h opogenic habi a changes include habi a loss, de e io a ion and agmen a ion,
which can a ec ep oduc i e success and su i al o species [2]. In addi ion o hese di ec
impac s, habi a change can cause cascading e ec s among o be ween ophic le els h ough
in e speci ic in e ac ions [2,3]. Fo ins ance, inc easing in e speci ic compe i ion o high-qual-
i y habi a s may o ce a subdominan compe i o in o in e io habi a s [4]. Human-caused
en i onmen al change has hus he po en ial o a ec species in di e en ways.
PLOS ONE | DOI:10.1371/jou nal.pone.0137877 Sep embe 30, 2015 1/19
a11111
OPEN ACCESS
Ci a ion: Bjö klund H, Valkama J, Tomppo E,
Laaksonen T (2015) Habi a E ec s on he B eeding
Pe o mance o Th ee Fo es -Dwelling Hawks. PLoS
ONE 10(9): e0137877. doi:10.1371/jou nal.
pone.0137877
Edi o : Se gio A Lambe ucci, INIBIOMA
(Uni e sidad Nacional del Comahue-CONICET),
ARGENTINA
Recei ed: No embe 5, 2014
Accep ed: Augus 23, 2015
Published: Sep embe 30, 2015
Copy igh : © 2015 Bjö klund e al. This is an open
access a icle dis ibu ed unde he e ms o he
C ea i e Commons A ibu ion License, which pe mi s
un es ic ed use, dis ibu ion, and ep oduc ion in any
medium, p o ided he o iginal au ho and sou ce a e
c edi ed.
Da a A ailabili y S a emen : Due o e hical and
legal es ic ions conce ning endange ed o sensi i e
species in he s udy, da a a e a ailable upon eques .
All in e es ed esea che s may con ac D . Heidi
Bjö klund a heidi.bjo klund@helsinki. i o access o
da a.
Funding: This s udy was unded by he Kone
Founda ion (www.koneensaa io. i/en), he Doc o al
P og amme in Wildli e Biology Resea ch Luo a
(www.helsinki. i/luo a) and he Finnish Museum o
Na u al His o y Luomus (h p://www.luomus. i/en),
unds o HB. Adminis a ion o he Finnish Common
Changes in bo eal o es s caused by in ensi ica ion o o es y p ac ices since he 1960s a e
one o he g ea es ecen an h opogenic en i onmen al changes in No he n Eu ope [5].
Regene a ion cu ings, es ablishmen o new o es and o es managemen ha e led o o es
agmen a ion, dec eases in a eas o old-g ow h o es , small openings and o es i es, and
changes in o es age s uc u e and ee species composi ion [5–9]. S uc u al changes in o es s
esul ing om in ensi ied o es managemen (e.g. e en-aged s ands, ewe la ge ees wi h
hick b anches and emo al o decaying snags o mal o med ees) ha e a ec ed he quali y o
bo eal o es s as habi a s and si es o ep oduc ion o many axa [10–12].
The consequences o changes in o es s can be pa icula ly d ama ic o o es -dwelling
bi ds o p ey [13], because esou ces ( ood, nes si es) a e usually spa se o op ap o s [14]
and u he mo e, habi a change e ec s can escala e in ood webs. Ou s udy species, he no h-
e n goshawk (Accipi e gen ilis, he ea e goshawk) wi h ci cumbo eal dis ibu ion, and he
common buzza d (Bu eo bu eo) and Eu opean honey buzza d (Pe nis api o us, he ea e
honey buzza d) wi h Eu asian dis ibu ions, a e capable o inhabi ing di e se habi a s, includ-
ing coni e ous, deciduous and mixed o es s [15–22]. Ma u e o es and No way sp uce (Picea
abies) seem impo an o hese species [13,23–25]. Due o a he simila habi a equi emen s,
he species can compe e o e i o ies and nes si es in hei sha ed b eeding ange [26–29],
al hough he goshawk is dominan as i can ake o e he nes s o he o he wo species o e en
p eda e hem [16,26,30].
Popula ions o he goshawk ha e declined in No he n Eu ope [31] and in pa s o No h
Ame ica [20,25,32]. The common buzza d and he honey buzza d ha e o e all s able popula-
ions excep o hei long- e m declines in No he n Eu ope and a decline in he honey buz-
za d in Wes e n Eu ope [31,33–35]. These declines can pa ly be due o in ensi ied o es
managemen and i s consequences o p ey a ailabili y [25,36–40]. The common buzza d and
honey buzza d popula ions ha e dec eased s eeply in Finland and hese species (bu no he
goshawk) a e lis ed as ulne able in he Finnish Red Lis [40]. The goshawk popula ion has
only sligh ly declined in Finland, which has aised conce ns ha he dominan goshawk could
be eplacing he buzza ds om p ime nes si es [26,39].
Despi e he as a ay o b eeding habi a s udies on hese ap o s, mos o hem a e om
he Tempe a e Zone. Only a ew s udies ha e been accomplished in he Bo eo-nemo al Zone
[21,23] and only one on he goshawk in he coni e ous o es -domina ed Bo eal (Taiga) Zone
in Eu ope [41]. This de iciency is s iking, aking in o accoun ha hese hawks ha e wide-
sp ead dis ibu ions h oughou he la ge Eu asian Bo eal Zone [22]. Mo eo e , declining pop-
ula ion ends o he hawks in No he n Eu ope ha e aised conce ns o he s a e o he o es s
in hei b eeding g ounds [36,40].
B eeding habi a s udies a e o en conduc ed a a he small spa ial scales (a ound nes s, in
es ic ed s udy a eas), and ypically o e a sho ime pe iod (such as a single yea ). I would
be wo hwhile o s udy habi a composi ion also a la ge scales, e.g. a a landscape scale o he
nes ing si e, since hese a e o en biologically mo e meaning ul o species wi h la ge e i o ies
[25,36,42–45]. Addi ionally, i would be impo an o moni o empo al changes in habi a
s uc u e a hese wide scales [25], and o plan managemen s a egies in la ge geog aphic
a eas o he bene i o hawks [25,46,47]. Mode n me hods, such as emo e sensing combined
wi h a geog aphic in o ma ion sys em, can aid in ul illing hese needs.
We s udied he Eu opean Bo eal Zone b eeding habi a and habi a -associa ed b eeding pe -
o mance o he goshawk, common buzza d and honey buzza d. Ou wo k combines wo
unique da ase s: geog aphically wide-scale and long- e m Finnish hawk b eeding da a and he
ou pu da a om a sa elli e image–aided mul i-sou ce na ional o es in en o y (MS-NFI) a
a ious dis ances a ound he nes ees. This allowed us o ex end ou esea ch in se e al
dimensions: om he nes -si e le el o he e i o y and landscape le els, om a local a ea o a
Habi a E ec s on Fo es -Dwelling Hawks
PLOS ONE | DOI:10.1371/jou nal.pone.0137877 Sep embe 30, 2015 2/19
Bi ds-o -P ey Su ey was unded by he Finnish
Minis y o he En i onmen and he Finnish Museum
o Na u al His o y Luomus. The unde s had no ole in
s udy design, da a collec ion (excep he ole o
Luomus as an o ganise o he Common Bi ds-o -
P ey Su ey) and analysis, decision o publish, o
p epa a ion o he manusc ip .
Compe ing In e es s: The au ho s ha e decla ed
ha no compe ing in e es s exis .
na ionwide geog aphic a ea and om ew yea s o 19 yea s. Speci ically, we aimed a in es iga -
ing he ollowing ques ions on mul iple spa ial scales: 1) is he b eeding pe o mance o he gos-
hawk, common buzza d and honey buzza d associa ed wi h hei b eeding habi a in No he n
Eu opean bo eal o es s, and 2) wha a e he ypical cha ac e is ics o he bo eal b eeding habi-
a s o he hawks, and ha e any empo al changes in he b eeding habi a s aken place du ing
he s udy pe iod ha would e lec landscape changes. We we e pa icula ly in e es ed in he
ole o old No way sp uce o es , since he impo ance o sp uce and ma u e o es o he
hawks has eme ged om o he s udies, and o es y p ac ices ha e pa icula ly a ec ed such
o es s [48].
Ma e ials and Me hods
S udy a ea
Da a on nes s we e included om he sou he n hal o Finland (land a ea app. 154,000 km
2
)
om an a ea ex ending app oxima ely 640 km om sou h o no h and 440 km om wes o
eas (S1,S2 and S3 Figs). In gene al, he landscape is low-lying (mean heigh 152 m) and mos
o he land a ea is domina ed by o es s ha a e managed (77%). Fo es s in sou he n Finland
a e domina ed by Sco s pine (Pinus syl es is, 56%), No way sp uce (31%) and b oadlea ed
ees (11%, mainly sil e bi ch Be ula pendula and downy bi ch B.pubescens)[49].
S udy species
The goshawk, common buzza d and honey buzza d a e middle-sized, o es -dwelling hawks
[22,50] ha build hei s ick nes s unde he c own laye [51]. Goshawks p eda e mainly o es
g ouse in Finland, bu also o he bi ds and mammals [37]. Mic o us oles, o es g ouse and
ha es a e he main p ey o common buzza ds [52], and honey buzza ds eed mainly on wasps
Vespidae, bu also on ogs and small bi ds [53]. Adul goshawks a e seden a y while he com-
mon buzza d subspecies B.b.bu eo (wes e n Finland) is a sho -dis ance mig an o cen al
Eu ope [54]. The subspecies B.b. ulpinus (eas e n Finland) and he honey buzza ds a e long-
dis ance mig an s o A ica [54].
Nes da a
Nes ca d da a on hawk nes s we e ga he ed by olun ee ap o inge s and en husias s since
1982 as a pa o he Finnish Common Bi ds-o -P ey Su ey coo dina ed by he Finnish
Museum o Na u al His o y Luomus. A nes ca d includes in o ma ion on nes loca ion, nes
ype, b eeding species and nes isi s o he inge [51]. Hawk e i o ies can ha e se e al al e -
na i e nes s which should be aken in o accoun in s a is ical analyses o a oid pseudo eplica-
ion [55], since nes s o he same e i o y ha e habi a s po en ially mo e simila han nes s
om di e en e i o ies. The e o e, each nes was p o ided wi h a e i o y iden i y code
(de ails in S1 Tex ).
We included nes s wi h a e i ied b eeding a emp ha was ensu ed by obse a ions o
eggs, eggshells, chicks o emnan s o chicks. This excludes occupied bu only deco a ed nes s,
and possible b eeding a emp s in which eggs o chicks may ha e disappea ed wi hou ace. In
o al, we had da a on he ollowing numbe s o b eeding a emp s: goshawk 1475 ( om 861
nes s), common buzza d 774 (529) and honey buzza d 166 (126).
Fo b eeding pe o mance analyses, we included b eeding a emp s wi h known esul s (S1,
S2 and S3 Figs) and disca ded nes s ha we e no isi ed a e he incuba ion o ea ly nes ling
pe iod. We quan i ied b eeding success on a bina y scale (success ul, unsuccess ul), and he
b eeding a emp was conside ed success ul when a leas one chick was aised o inging age
Habi a E ec s on Fo es -Dwelling Hawks
PLOS ONE | DOI:10.1371/jou nal.pone.0137877 Sep embe 30, 2015 3/19
(14–28 days old). Fo b ood size analyses, we included only hose nes s wi h an accu a e num-
be o chicks [51].
E hics S a emen
Rap o inge s and en husias s ollowed he guidelines o Finnish Ringing Cen e a he Finnish
Museum o Na u al His o y Luomus. Acco ding o hese guidelines, unnecessa y nes isi s
and nes climbing should be a oided du ing he b eeding season in o de o minimize dis u -
bance. Ringing licences we e issued by The Cen es o Economic De elopmen , T anspo and
he En i onmen . Hawk nes s we e loca ed on di e en land ypes (p i a e, s a e o company
owned lands) which a e accessible acco ding o Finnish public igh o access. Nes s a p o-
ec ed a eas we e examined wi h a speci ic licence issued by The Cen es o Economic De el-
opmen , T anspo and he En i onmen , o by Me sähalli us. No samples o p o ec ed species
we e aken o his s udy.
Mul i-sou ce na ional o es in en o y (MS-NFI) da a
Ou habi a da a we e based on MS-NFIs o he Na u al Resou ces Ins i u e Finland. The
MS-NFI da a is a combina ion o in o ma ion om sa elli e images (Landsa Thema ic Map-
pe , TM), ield plo s o Finnish na ional o es in en o ies (NFIs) and o he geo e e enced digi-
al da a [56,57], u he de ails on he MS-NFI da a in S2 Tex .
We used he MS-NFI da a (he ea e habi a da a) om ou MS-NFI pe iods (S2 Tex ) and
we ma ched he yea o habi a da a (sa elli e image yea ) wi h he yea o b eeding da a o
each nes . Addi ionally, we gene alized he habi a da a o wo p eceding and wo subsequen
b eeding yea s (bu no be o e 1992, see S2 Tex ). Fo ins ance, i he habi a da a a ound a nes
we e om he yea 1999, hese da a we e used o he b eeding yea s 1997–2001 in his nes . As
a esul o he gene aliza ion o habi a da a om ou MS-NFI pe iods, we had b eeding da a
on ou b eeding pe iods ha we he ea e e e o as he i s , second, hi d and ou h b eed-
ing pe iods. The i s b eeding pe iod co e ed b eeding yea s 1992–2004 (median b eeding yea
o all species combined 1998), he second b eeding pe iod 2002–2007 (2004), he hi d b eeding
pe iod 2005–2008 (2008) and he ou h b eeding pe iod 2008–2010 (2009). Since he numbe
o honey buzza d nes s was low in he ou h b eeding pe iod, we combined he hi d and
ou h b eeding pe iods as he las b eeding pe iod (median b eeding yea o all species 2008).
We e ie ed habi a da a in ci cles wi h adii o 100 m, 250 m, 500 m, 1000 m, 2000 m and
4000 m a ound each nes (see [41,45,58] o simila adii) ha co esponded o a eas o 3.14
ha, 19.6 ha, 78.5 ha, 314.1 ha, 1256.6 ha and 5026.4 ha, espec i ely. Habi a da a om di e en
scales ensu ed ha we would include all po en ially impo an habi a composi ion scales o
each species.
Each pixel o he aw habi a da a was classi ied in o one o se en biologically ele an habi-
a classes (de ails in S2 Tex ): 1) sp uce-domina ed o es wi h ee s em olume 150 m
3
ha
-
1
(he ea e old sp uce o es ); 2) o he o es wi h ee s em olume 150 m
3
ha
-1
(he ea e
o he old o es , hal o which consis s o pine o es a all scales); 3) young hinning o es wi h
ee s em olume 60 m
3
–<150 m
3
ha
-1
(young g owing s ock a he hinning cu ings s age
[9]); 4) low s ocking o es wi h ee s em olume om ze o ( eeless pea land o logged a ea)
o <60 m
3
ha
-1
(young seedling, seedling o seed ee s and, o pea land wi h low numbe o
ees); 5) wa e ; 6) a able land (o which ce eals 52%, cul i a ed g asslands 29% and allow
a eas 11%; [59]); and 7) buil -up land (se lemen , oad o pea p oduc ion a ea). We use he e
he e ms ‘old sp uce o es ’and ‘o he old o es ’ o b e i y, bu i should be no ed ha he
co ela ion be ween ee age and size is no pe ec [60,61]. By ‘old sp uce o es ’o ‘o he old
o es ’we do no e e exclusi ely o na u al, old-g ow h o es , which a e a e in he s udy a ea
Habi a E ec s on Fo es -Dwelling Hawks
PLOS ONE | DOI:10.1371/jou nal.pone.0137877 Sep embe 30, 2015 4/19
[62]. Howe e , ou limi o ee s em olume 150 m
3
ha
-1
e e s o ad anced o ma u e o -
es , since he mean s ock olume o ad anced hinning s ands is 163 m
3
ha
-1
and ha o ma u e
s ands 207 m
3
ha
-1
in Finland (NFI 11: 2009–2012 [48]). We excluded clouds and a eas wi hou
habi a da a om he ci cula a eas and hen calcula ed he p opo ion o each habi a class in
each a ea.
We used log- a io ans o ma ion o he habi a a iables in he s udy ques ion 1 (me hod
o [63] desc ibed in [64,65]). This was done o pu ge he mu ual co ela ion o he habi a p o-
po ions because he sum o he habi a p opo ions is 1 (see S3 Tex ).
The habi a a iable es ima es wi hin a adius con ain some e o s (e o sou ces lis ed in
[62], p. 91 onwa ds, see also S2 Tex ) ha dec ease when he size o he s udy a ea inc eases.
Es ima ion o hese e o s and hei inco po a ion in subsequen s a is ical analyses is a e y
complex and ambiguous issue [62,66], which we a oided in his s udy. Impac s o e o s a e
po en ially p onounced when e alua ing empo al changes in habi a es ima es (di e en
model-based habi a da a es ima es); in such cases, compa isons can be done o a pa icula
a ea, using NFI ield da a only [62].
S a is ical analyses
1) How is b eeding habi a associa ed wi h b eeding pe o mance? We included da a
om he nes s om all b eeding pe iods o b eeding success and b ood size analyses. We
in es iga ed he in luence o log- a io habi a a iables on b eeding success and b ood size wi h
gene alized linea mixed models (GLMMs) wi h he e i o y iden i y as a andom e ec . We
p e e ed e i o y iden i y ins ead o nes iden i y as a andom e ec , because he landscape
a ound al e na i e nes s o he same e i o y is p esumably simila and he e o e he isk o
pseudo eplica ion would s ill exis a e conside ing nes iden i y as a andom e ec . The
b eeding success GLMMs o he goshawk and honey buzza d, assuming a binomial (wi h logi
link) dis ibu ion, we e hen o he o m ( ollowing [67]):
Yij Binð1;pijÞ
log i ðpijÞ¼aþb1log ðold sp uce o es Þij þb2log ðyoung hinning o es Þij
þb3log ðlow s ocking o es Þij þb4log ðwa e Þij þb5log ða able land Þij
þb6log ðbuil up land Þij þai
aiNð0;s2
aÞ
ð1Þ
whe e Y
ij
is 1 i nes j on e i o y i has a success ul b eeding a emp ; o he wise Y
ij
is 0. Log is
he log- a io o he habi a a iable and is he adius. We assumed he andom in e cep a
i
o
he e i o y iden i y o be no mally dis ibu ed (mean 0, a iance s2
a). We ound ea lie wi h a
longe - e m da ase ha he b eeding success o he common buzza d dec eases owa ds he
no h in Finland [51]. Thus, we added la i ude o he b eeding success model (1) o he com-
mon buzza d.
The b ood size GLMMs assumed a Poisson (log link) dis ibu ion and included he same
explana o y a iables as in he model 1.
Since he app op ia e scale was unknown, we i s in es iga ed, a which scale he habi a
composi ion in luences mos he b eeding pe o mance o each species. The e o e, we i ed
ou GLMMs o bo h b eeding success and b ood size, using habi a a iables wi hin he adii
o 100 m, 500 m, 1000 m and 2000 m. We s anda dized he model a iables o mean = 0 and
s anda d de ia ion (SD) = 0.5 [68]. We compa ed he Akaike in o ma ion c i e ion (AIC) al-
ues o he models wi h habi a da a a di e en scales, and chose o each species he model
Habi a E ec s on Fo es -Dwelling Hawks
PLOS ONE | DOI:10.1371/jou nal.pone.0137877 Sep embe 30, 2015 5/19

wi h he lowes AIC as he model bes explaining b eeding success o b ood size [69]. I se e al
models we e almos equally good (AIC-di e ence o he bes model 2[68,69]), we inspec ed
whe he he pa ame e es ima es o each o hese op 2AIC models ga e he same in o ma ion
han he bes model. We u he educed he bes model o each species i he log- a io habi a
a iables we e highly co ela ed (| | >0.7 [70]). We used he likelihood- a io es o decide
which o he co ela ed a iables could be d opped. In cases whe e bo h a iables could be
d opped, we disca ded he a iable whose emo al led o he lowes AIC. Model i was e alu-
a ed g aphically, and wi h pa ame ic boo s apping [71]. We es ed he esiduals o he bes
models o spa ial au oco ela ion wi h global Mo an’sI[72] and ound no spa ial
au oco ela ion.
When i ing models o small coun s (such as b ood size o 1–5), bu excluding ze o (b ood
size 0) om possible alues may po en ially bias he pa ame e es ima es o he model [67],
while models including ze o (b ood sizes 0–5) could con ain he same in o ma ion al eady cap-
u ed by b eeding success models (since unsuccess ul nes s a e he ones wi h b ood size 0). To
e i y he b ood size model esul s, we i ed ze o- unca ed gene alized linea models (ze o-
unca ed GLMs) wi h uns anda dized log- a io habi a a iables, using he same a iable se s
as in he bes models. The ze o- unca ion app oach adjus s he pa ame e es ima es by aking
in o accoun he exclusion o ze o [67].
2) Cha ac e is ics and changes in he bo eal b eeding habi a ? We included nes s om
he i s and las b eeding pe iods, and quan i ied i s he b eeding habi a p opo ions in he
wo pe iods a all scales ( adii o 100–4000 m). Fo he analyses o changes in he b eeding hab-
i a , we chose he adii 100 m, 1000 m and 2000 m, whe e 100 m ep esen s he nes -si e scale,
1000 m he e i o y co e scale and 2000 m he e i o y on a b oad scale. The habi a p opo -
ions we e a csine squa e- oo - ans o med; his ans o ma ion is commonly used o p opo -
ions [73].
We analysed he di e ences in habi a p opo ions be ween he i s and las b eeding pe i-
ods o each species wi h linea mixed-e ec models, in which he dependen a iable was an
a csine squa e- oo - ans o med habi a p opo ion, and he explana o y a iable was he
b eeding pe iod. We included e i o y iden i y as a andom e ec wi h a andom in e cep . I
necessa y, we allowed a di e en a iance o he wo b eeding pe iods. We adjus ed he
h eshold o a signi ican p- alue wi h a Bon e oni co ec ion.
We con as ed o es habi a changes a ound hawk nes s wi h o e all changes in o es s in
sou he n Finland using esul s o he NFI ield da a o he compa ison [48]. The habi a classi-
ica ion in NFIs sligh ly di e om ha o ou s, bu we used a classi ica ion ha bes ma ched
wi h ou habi a classes. We examined in he NFI da a he changes in he a ea o >60-yea -old
sp uce-domina ed o es (he ea e ‘olde sp uce-domina ed o es ’; his co esponds oughly
o ou old sp uce o es ), o >60-yea -old pine and deciduous o es (‘o he olde o es ’, com-
pa es oughly wi h ou o he old o es ), and o 21–60-yea -old young o es (‘young o es ’,
co esponding app oxima ely o ou young hinning o es ) in sou he n Finland be ween NFI-
9 (1996–2003) and NFI-11 (2009–2012).
Resul s
1) Associa ion o b eeding pe o mance wi h he habi a
B eeding success. The o e all b eeding success was high in ou nes ca d da a. The p o-
po ion o success ul b eeding a emp s was 89.8% o he goshawk (N = 1454 b eeding
a emp s), 90.9% o he common buzza d (N = 762) and 87.0% o he honey buzza d
(N = 161). Mos b eeding ailu es occu ed a he egg-s age (S3 Table). Since nes ca ds may
o e es ima e success ul b eeding a emp s (ea ly ailu es a e missed o nes ca ds a e illed
Habi a E ec s on Fo es -Dwelling Hawks
PLOS ONE | DOI:10.1371/jou nal.pone.0137877 Sep embe 30, 2015 6/19
mo e o en om success ul b eeding a emp s), we p o ide espec i e p opo ions o success ul
b eeding a emp s om he Rap o Ques ionnai e da a o he Finnish Common Bi ds-o -P ey
Su ey in 1986–2014 o a compa ison: 86.7% o he goshawk (N = 20928 b eeding a emp s),
88.7% o he common buzza d (N = 10111), and 80.9% o he honey buzza d (N = 2077,
Finnish Museum o Na u al His o y Luomus).
The b eeding success o he goshawk was bes explained by habi a p opo ions a he 2000
m adius scale. Fo he common buzza d, he bes model was he one wi h habi a p opo ions
wi hin 100 m. The model wi h habi a p opo ions wi hin 100 m was he bes also o he
honey buzza d, bu habi a p opo ions a he 1000 m scale we e almos as good in explaining
honey buzza d b eeding success.
The p opo ions o old sp uce o es (Fig 1A) and wa e wi hin 2000 m we e signi ican ly
and posi i ely associa ed wi h he b eeding success o he goshawk, whe eas he p opo ion o
young hinning o es was signi ican ly and nega i ely associa ed wi h goshawk b eeding suc-
cess (Fig 1B,Table 1). To illus a e he esul s on he biologically in e es ing o iginal habi a
p opo ion scale, we i ed addi ional b eeding success GLMMs in which he only explana o y
a iable was each o he un ans o med habi a a iable p opo ion in u n a he 2000 m adius
scale. Also he e, he p opo ion o old sp uce o es showed a signi ican posi i e and he p o-
po ion o young hinning o es a signi ican nega i e associa ion wi h goshawk b eeding suc-
cess (S4 and S5 Figs). The p opo ion o buil -up land had a signi ican posi i e associa ion
wi h goshawk b eeding success, whe eas he p opo ion o wa e and a able land we e no sig-
ni ican ly associa ed wi h goshawk b eeding success.
None o he habi a p opo ions o he bes models we e signi ican ly associa ed wi h he
b eeding success o he common buzza d o honey buzza d (Table 1). We also inspec ed he
second-bes b eeding success model o he honey buzza d (wi hin 1000 m), bu he in e p e a-
ion was he same; none o he habi a a iables we e signi ican ly associa ed wi h b eeding
success.
B ood size. The a e age b ood size in success ul nes s was 2.89 (SD 0.86, N = 1167) o he
goshawk, 2.26 (0.85, N = 592) o he common buzza d, and 1.79 (0.41, N = 121) o he honey
buzza d. Two b ood size models we e included in he op 2AIC o bo h he goshawk (wi h
habi a p opo ions wi hin 2000 m and 1000 m) and common buzza d (wi hin 2000 m and 500
m) while each o he ou honey buzza d b ood size models had a simila AIC (models wi h he
lowes AIC in S1 Table). We e i ied he pa ame e s o each compe ing model wi hin he op
2AIC, and hey made no change o he in e p e a ion o he a iables.
None o he habi a a iables we e signi ican ly associa ed wi h he b ood size o any o he
hawks in he bes models (S1 Table), o in he compe ing models. The esul s o he ze o-
unca ed GLMs (no shown) we e in gene al simila o hose o he GLMMs, con i ming he
non-signi ican associa ion o he habi a a iables wi h he b ood size.
2) B eeding habi a and habi a changes
Habi a p opo ions a all scales a ound he nes s a e shown in Fig 2A–2C o he i s b eeding
pe iod, and in h ee scales o he i s and las b eeding pe iods (S2 Table).
The p opo ion o old sp uce o es was highes o he goshawk a he nes -si e scale (100
m) and dec eased g adually wi h inc easing adius (Fig 2A,S2 Table, see also S4 Tex ). The
same pa e n eme ged o he honey buzza d, bu in he i s b eeding pe iod only (Fig 2C). In
con as , he p opo ions o wa e and a able land we e low a he goshawk nes -si es and
inc eased wi h inc easing adius (Fig 2A). Young hinning o es was p ominen in all adii
and in bo h b eeding pe iods o all species (Fig 2A–2C,S2 Table). The habi a p opo ions
we e e y simila in di e en adii o he common buzza d (Fig 2B). Howe e , a able land was
Habi a E ec s on Fo es -Dwelling Hawks
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a la ge componen in common buzza d nes si es and a e i o y scales (Fig 2B), while a high
p opo ion o wa e was appa en a he e i o y scales a ound honey buzza d nes s (Fig 2C,
S2 Table).
The p opo ion o old sp uce o es declined signi ican ly be ween he i s and las b eeding
pe iods wi hin 1000 m and 2000 m a ound goshawk nes s, and wi hin 1000 m a ound common
buzza d nes s (Fig 3A,S2 Table). A he nes -si e scale (100 m), he e was no signi ican di e -
ence in he p opo ion o old sp uce o es be ween he i s and las b eeding pe iods o any
o he species, al hough o he honey buzza d, he a e age p opo ion o old sp uce o es was
hal ed (Fig 3A). Howe e , he sample size o he honey buzza d was low in he las b eeding
pe iod.
The p opo ion o o he old o es inc eased a all scales (100 m, 1000 m and 2000 m) o
bo h he goshawk and he common buzza d (Fig 3B,S2 Table). O he signi ican b eeding hab-
i a changes o he goshawk included a decline in he p opo ion o low s ocking o es and an
inc ease in buil -up land wi hin 2000 m a ound he nes s. No signi ican changes we e de ec ed
in he p opo ions o young hinning o es , wa e and a able land be ween he b eeding pe i-
ods o any o he species.
The abo e-men ioned habi a changes we e de ec ed in e i o ies ha he hawks accep ed
o b eeding and ha can hus ep esen mo e sui able en i onmen s o he hawks han on
a e age in he landscape. I was hus in e es ing o compa e he habi a changes a ound nes s
o o es habi a changes h oughou sou he n Finland. A eas o olde sp uce-domina ed o es
and o he olde o es dec eased in sou he n Finland by 24% ( om 19,040 km
2
o 14,471 km
2
)
and 10% ( om 27,626 km
2
o 24,838 km
2
), espec i ely. Ins ead, he a ea o young o es
inc eased by 14% ( om 42,901 km
2
o 48,877 km
2
)[48].
Discussion
We s udied habi a e ec s on he b eeding pe o mance o h ee hawk species in bo eal o es
landscapes. The con inuously declining popula ion ends o hese hawks ha e aised conce ns
Fig 1. P obabili ies o success ul goshawk b eeding based on he bes b eeding success GLMM (2000
m adius). All b eeding a emp s wi h a e i ied b eeding esul we e included om all b eeding pe iods. Thick
line: p edic ed alues, hin lines delinea e 95% o he a ia ion be ween e i o ies in p edic ed alues, do s:
da a poin s; 0 = unsuccess ul, 1 = success ul b eeding a emp in he y-axis. (A) P obabili y o success ul
b eeding along s anda dized log- a io p opo ion o old sp uce o es . (B) P obabili y o success ul b eeding
along s anda dized log- a io p opo ion o young hinning o es . Goshawk b eeding success inc eases wi h
(A) an inc easing p opo ion o old sp uce o es and (B) a dec easing p opo ion o young hinning o es
wi hin 2000 m a ound he nes .
doi:10.1371/jou nal.pone.0137877.g001
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abou un a ou able changes in hei b eeding habi a , and some ad e se changes we e de ec ed
in his s udy. We ound ha goshawk b eeding success inc eased wi h inc easing p opo ions
o old sp uce o es and wa e , and dec easing p opo ions o young hinning o es wi hin
2000 m a ound hei nes s. A he same ime, old sp uce o es dec eased a he e i o y scales
a ound goshawk nes s and h oughou sou he n Finland. We ound no signi ican associa ion
wi h he habi a composi ion and he b eeding success o he common buzza d and honey
buzza d.
Habi a -associa ed b eeding pe o mance
We ound a p e e ence o he goshawk o b eeding in old sp uce o es , since hey p edomi-
na ed a goshawk nes si es (Fig 2A), while hei p opo ion was much smalle on he landscape
scale. Mo eo e , a highe p opo ion o old sp uce o es a ound he nes inc eased goshawk
b eeding success. The goshawk’s p e e ence o ma u e s ands has been con i med in many
s udies [13,17,21,24,25,37,44]. The goshawk a ou s la ge o es pa ches [42,74] and hun s
inside he o es o a o es edges [37,75,76]. Fu he mo e, goshawk popula ions a e sensi i e
Table 1. Logi es ima es o he GLMMs
1
ha bes explained he b eeding success o each species. GLMMs included log- a io habi a p opo ions
wi hin he adius o 100 m, 500 m, 1000 m o 2000 m, and he model wi h he lowes AIC was selec ed. Low s ocking o es was emo ed om he bes gos-
hawk model due o high collinea i y. Va iance o he andom a iable ( e i o y iden i y) desc ibes a ia ion among e i o ies.
Species Radius selec ed Va iable Es ima e SE z- alue p (>|z|)
2
Goshawk 2000 m In e cep 2.74 0.13 21.34 <0.001
Old sp uce o es 0.54 0.22 2.47 0.014*
Young hinning o es –0.93 0.27 –3.40 <0.001***
Wa e 0.52 0.23 2.25 0.024*
A able land 0.22 0.25 0.90 0.369
Buil -up land 0.43 0.24 1.79 0.074
andom: Te i o y, σ
2
: 1.25
Common buzza d 100 m In e cep 7.77 0.95 8.21 <0.001
Old sp uce o es 0.01 0.66 0.02 0.988
Young hinning o es 0.63 2.11 0.30 0.767
Low s ocking o es 0.32 0.89 0.35 0.724
Wa e 2.64 2.23 1.19 0.235
A able land –1.55 1.23 –1.26 0.206
Buil -up land 0.13 1.19 0.11 0.912
La i ude –1.71 1.72 –0.99 0.322
andom: Te i o y, σ
2
: 56.75
Honey buzza d 100 m In e cep 11.26 3.90 2.89 0.004
Old sp uce o es 0.37 7.67 0.05 0.961
Young hinning o es 1.46 3.06 0.48 0.632
Low s ocking o es –0.39 3.28 –0.12 0.905
Wa e 5.86 6.31 0.93 0.353
A able land 0.68 11.02 0.06 0.951
Buil -up land –1.75 3.59 –0.49 0.626
andom: Te i o y, σ
2
: 288.95
1
GLMM: gene alized linea mixed model,
2
Significance le els:
*** <0.001,
*<0.05, n.s. 0.05
doi:10.1371/jou nal.pone.0137877. 001
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