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<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">PLoS ONE</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosone</journal-id>
<journal-title-group>
<journal-title>PLOS ONE</journal-title>
</journal-title-group>
<issn pub-type="epub">1932-6203</issn>
<publisher>
<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, CA USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.1371/journal.pone.0140957</article-id>
<article-id pub-id-type="publisher-id">PONE-D-15-33458</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Pollinators and Other Flying Insects inside and outside the Fukushima Evacuation Zone</article-title>
<alt-title alt-title-type="running-head">Flying Insects in the Fukushima Evacuation Zone</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" xlink:type="simple">
<name name-style="western">
<surname>Yoshioka</surname>
<given-names>Akira</given-names>
</name>
<xref rid="cor001" ref-type="corresp">*</xref>
<xref rid="aff001" ref-type="aff"/>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Mishima</surname>
<given-names>Yoshio</given-names>
</name>
<xref rid="aff001" ref-type="aff"/>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Fukasawa</surname>
<given-names>Keita</given-names>
</name>
<xref rid="aff001" ref-type="aff"/>
</contrib>
</contrib-group>
<aff id="aff001"><addr-line>Center for Environmental Biology and Ecosystem Studies, National Institute for Environmental Studies, 16–2 Onogawa, Tsukuba, Ibaraki, 305–8506, Japan</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple">
<name name-style="western">
<surname>Dyer</surname>
<given-names>Adrian G</given-names>
</name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"/>
</contrib>
</contrib-group>
<aff id="edit1"><addr-line>Monash University, AUSTRALIA</addr-line></aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>The authors have declared that no competing interests exist.</p>
</fn>
<fn fn-type="con" id="contrib001">
<p>Conceived and designed the experiments: AY YM KF. Performed the experiments: AY YM KF. Analyzed the data: AY KF. Contributed reagents/materials/analysis tools: YM AY KF. Wrote the paper: AY.</p>
</fn>
<corresp id="cor001">* E-mail: <email xlink:type="simple">yoshioka.akira@nies.go.jp</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>11</day>
<month>11</month>
<year>2015</year>
</pub-date>
<pub-date pub-type="collection">
<year>2015</year>
</pub-date>
<volume>10</volume>
<issue>11</issue>
<elocation-id>e0140957</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>7</month>
<year>2015</year>
</date>
<date date-type="accepted">
<day>3</day>
<month>10</month>
<year>2015</year>
</date>
</history>
<permissions>
<copyright-year>2015</copyright-year>
<copyright-holder>Yoshioka et al</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="info:doi/10.1371/journal.pone.0140957" xlink:type="simple"/>
<abstract>
<p>Following the accident at the Fukushima Daiichi nuclear power plants in 2011, a large evacuation zone was imposed in an area where residents had historically managed forests and farmlands. Thus, the human activities that had maintained biodiversity and ecosystem services in the zone were discontinued. Such change can affect insects, a biodiversity component that is relatively tolerant to radiation exposure. In this study, we investigated flying insects, including pollinators, important ecosystem providers inside and outside the zone, using Malaise traps. The results showed that the number of individuals of <italic>Xylocopa appendiculata</italic>, the largest Apidae species in the region, was significantly lower inside the evacuation zone than outside it, whereas those of other insects were not lower significantly. Although we suggest that flying insects and their ecosystem services (i.e., benefits from them such as pollination) 3 years after the disaster were not critically impacted, it is important to monitor the long-term effects of the evacuation in the future.</p>
</abstract>
<funding-group>
<funding-statement>The authors received no competing grant that has a particular number for this work. However, this work was financially supported by the research program on Disaster Environment, an internal budget of National Institute for Environmental Studies. The internal budget was originally issued by the Ministry of environment, Japan (<ext-link ext-link-type="uri" xlink:href="http://www.nies.go.jp/shinsai/index-e.html" xlink:type="simple">http://www.nies.go.jp/shinsai/index-e.html</ext-link>).</funding-statement>
</funding-group>
<counts>
<fig-count count="5"/>
<table-count count="3"/>
<page-count count="16"/>
</counts>
<custom-meta-group>
<custom-meta id="data-availability" xlink:type="simple">
<meta-name>Data Availability</meta-name>
<meta-value>All relevant data are within the paper and its Supporting Information files.</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec001" sec-type="intro">
<title>Introduction</title>
<p>Although nuclear power plants are often believed to provide an attractive option for mitigating climate change [<xref rid="pone.0140957.ref001" ref-type="bibr">1</xref>, <xref rid="pone.0140957.ref002" ref-type="bibr">2</xref>], accidents at these plants can result in the long-term evacuation of residents over a wide area. A serious nuclear accident at the Fukushima Daiichi power plants in 2011, which occurred in an area with a higher human population density than that surrounding Chernobyl [<xref rid="pone.0140957.ref003" ref-type="bibr">3</xref>, <xref rid="pone.0140957.ref004" ref-type="bibr">4</xref>], was followed by the evacuation of about 81,000 people [<xref rid="pone.0140957.ref005" ref-type="bibr">5</xref>]. According to estimates made by the national government of Japan, it will take more than 20 years of natural decay for the radiation to reach levels that will permit a complete return of the residents [<xref rid="pone.0140957.ref006" ref-type="bibr">6</xref>]. Decontamination and reconstruction of the evacuation zone are necessary as soon as possible in such cases, and the direction of such reconstruction must be carefully considered. Historically, most of the evacuation zone in Fukushima was covered by forests and farmlands that were traditionally managed [<xref rid="pone.0140957.ref007" ref-type="bibr">7</xref>], and it was assumed that the residents benefitted from biodiversity and ecosystem services in a sustainable manner. In such situations, healthy biodiversity and ecosystem services are highly important components of successful reconstruction and should be appropriately monitored and evaluated.</p>
<p>It has been hypothesised that not only radiation, which has often been the focus of previous studies in Fukushima and Chernobyl [<xref rid="pone.0140957.ref008" ref-type="bibr">8</xref>–<xref rid="pone.0140957.ref011" ref-type="bibr">11</xref>], but also the cessation of the disturbances caused by anthropogenic activities such as farming and gardening seriously affect the biodiversity and ecosystem services in evacuation zones. A meta-analysis of farmland abandonment suggests that this phenomenon has frequently had a negative effect on biodiversity in Africa, Asia, and Europe [<xref rid="pone.0140957.ref012" ref-type="bibr">12</xref>], where the history of anthropogenic land use is relatively long. In Japan, traditional farming that is subject to intermediate disturbances has formed highly heterogeneous landscapes; these have been reported to support high levels of biodiversity and sustainable ecosystem services [<xref rid="pone.0140957.ref013" ref-type="bibr">13</xref>, <xref rid="pone.0140957.ref014" ref-type="bibr">14</xref>].</p>
<p>Among the components of biodiversity, some taxonomic groups, such as insects, are relatively tolerant of radiation exposure [<xref rid="pone.0140957.ref015" ref-type="bibr">15</xref>–<xref rid="pone.0140957.ref017" ref-type="bibr">17</xref>], and serious effects of exposure to radiation within the Fukushima evacuation zone are unlikely to be found at the population level [<xref rid="pone.0140957.ref011" ref-type="bibr">11</xref>]. A previous study that surveyed the northwestern area of the Fukushima nuclear power plants immediately (6 months) after the accident suggested that the reduction in the abundance of insects exposed to radiation was less obvious than that it was at Chernobyl [<xref rid="pone.0140957.ref010" ref-type="bibr">10</xref>]. However, studies in farmland areas have suggested that insects are sensitive to changes in land use [<xref rid="pone.0140957.ref014" ref-type="bibr">14</xref>, <xref rid="pone.0140957.ref018" ref-type="bibr">18</xref>] and that these effects can become more obvious with time. Considering the fact that insects play an important role in ecosystem functions and serve as pollinators, pests, and prey for upper trophic levels, such as birds and mammals, it is critical to effectively monitor and evaluate their populations in the Fukushima evacuation area to guide effective reconstruction.</p>
<p>In this study, we investigated differences in the abundances of insects inside and outside the Fukushima evacuation zone (<xref rid="pone.0140957.g001" ref-type="fig">Fig 1</xref>) 3 years after the nuclear accident. The data from this study are expected to provide a valuable contribution to efforts to monitor and evaluate biodiversity and ecosystem services in the evacuation zones resulting from nuclear power plant disasters. Specifically, we focused on flying insects, including important pollinators such as Apidae, and medically important pests, such as flies and hoverflies. We covered broad areas and examined taxonomic groups that had not been previously investigated in this region but that are nonetheless important for the provision of ecosystem services.</p>
<fig id="pone.0140957.g001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0140957.g001</object-id>
<label>Fig 1</label>
<caption>
<title>Map of sampling sites.</title>
<p>Open circles and filled triangles correspond to sites analysed and not analysed due to disturbances to the traps, respectively. Dark grey, grey, and light grey zones correspond to the subzone preparing for the lifting of the evacuation order, restricted residential areas, and the subzone to which it was difficult to return, respectively. The Coast line and prefectural boundaries were obtained fromOpenStreetMap.</p>
</caption>
<graphic mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0140957.g001" position="float" xlink:type="simple"/>
</fig>
</sec>
<sec id="sec002" sec-type="results">
<title>Results</title>
<p>Through sampling insects inside and outside the Fukushima evacuation zone in early summer, we found that the number of individuals of <italic>Xylocopa appendiculata</italic> was remarkably lower inside the evacuation zone, whereas those of other insects were not. In more detail, a total of 48,081 insects and spiders in 47 sampling sites were sampled using Malaise traps set from mid-May to mid-July 2014. Most were Hymenoptera and Diptera (16,583 and 20,082, respectively). The mean±SD per site of recorded individuals in each taxonomic and caste group are shown in <xref rid="pone.0140957.s003" ref-type="supplementary-material">S1 Table</xref>. In total, 46 taxonomic and caste groups (6 orders, 10 families, butterflies, moths, 12 species and 5 genera of bees and wasps, total wing ants, total workers of ants, workers of 8 ant species including a polygynous species, and queens of 1 ant species) and the species richness of Apidae were analysed (Tables <xref rid="pone.0140957.t001" ref-type="table">1</xref>–<xref rid="pone.0140957.t003" ref-type="table">3</xref>; Figs <xref rid="pone.0140957.g002" ref-type="fig">2</xref>–<xref rid="pone.0140957.g005" ref-type="fig">5</xref>; <xref rid="pone.0140957.s004" ref-type="supplementary-material">S2 Table</xref>, <xref rid="pone.0140957.s001" ref-type="supplementary-material">S1 Data</xref>).</p>
<fig id="pone.0140957.g002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0140957.g002</object-id>
<label>Fig 2</label>
<caption>
<title>Abundances of (a) <italic>Ceratina iwatai</italic>, (b) <italic>Ceratina flavipes</italic>, (c) <italic>Ceratina japonica</italic>, (d) <italic>Xylocopa appendiculata</italic>, (e) <italic>Nomada</italic> spp., (f) <italic>Eucera spurcatipes</italic>, (g) <italic>Eucera nipponensis</italic>, (h) <italic>Bombus diversus</italic>, (i) <italic>Bombus ardens</italic>, (j) <italic>Apis cerana</italic>, (k) total Apidae, and (l), species richness of Apidae (min) by evacuation level.</title>
<p>The vertical axes correspond to the number of individuals. The box plots represent the 75th, 50th (thick horizontal line), and 25th percentiles; the top error bar ranges from the 75th to the most extreme data point which is no more than 1.5 times the interquartile range from the box, and the bottom error bar from the 25th to the lowest data point which is no less than 1.5 times the interquartile range from the box. Small circles represent outlier values from the error bars. Evacuation levels 0, 1, 2, and 3 in the horizontal axes correspond to outside the evacuation zone, the subzone preparing for the lifting of the evacuation order, restricted residential areas, and the subzone to which it was difficult to return, respectively. Note that the species richness of Apidae (max) was omitted.</p>
</caption>
<graphic mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0140957.g002" position="float" xlink:type="simple"/>
</fig>
<fig id="pone.0140957.g003" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0140957.g003</object-id>
<label>Fig 3</label>
<caption>
<title>Abundances of (a) Vespidae, (b) Colletidae, (c) Andrenidae, (d)Halictidae, (e) Megachilidae, (f) Tabanidae, (g) Syrphidae, (h) Muscidae, (i) Calliphoridae, (j) Sarcophagidae, (k) butterflies, and (l) moths by evacuation level.</title>
<p>The vertical axes correspond to the number of individuals. The box plots represent the 75th, 50th (thick horizontal line), and 25th percentiles; the top error bar ranges from the 75th to the most extreme data point which is no more than 1.5 times the interquartile range from the box, and the bottom error bar from the 25th to the lowest data point which is no less than 1.5 times the interquartile range from the box. Small circles represent outlier values from the error bars. Evacuation levels 0, 1, 2, and 3 in the horizontal axes correspond to outside the evacuation zone, the subzone preparing for the lifting of the evacuation order, restricted residential areas, and the subzone to which it was difficult to return, respectively.</p>
</caption>
<graphic mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0140957.g003" position="float" xlink:type="simple"/>
</fig>
<fig id="pone.0140957.g004" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0140957.g004</object-id>
<label>Fig 4</label>
<caption>
<title>Abundances of (a) Formicidae, (b) total winged ants, (c) total workers, (d) workers of <italic>Crematogaster matsummurai</italic>, (e) individuals of <italic>Pristomyrmes pungens</italic>, (f) workers of <italic>Tetramorium tsushimae</italic>, (g) workers of <italic>Camponotus japonicus</italic>, (h) workers of <italic>Camponotus obscuripes</italic>, (i) queens of <italic>Camponotus obscuripes</italic>, (j) workers of <italic>Camponotus quadrinotatus</italic>, (k) workers of <italic>Formica japonica</italic>, and (l) workers of <italic>Lasius japonicas</italic> by evacuation level.</title>
<p>The vertical axes correspond to the number of individuals. The box plots represent the 75th, 50th (thick horizontal line), and 25th percentiles; the top error bar ranges from the 75th to the most extreme data point which is no more than 1.5 times the interquartile range from the box, and the bottom error bar from the 25th to the lowest data point which is no less than 1.5 times the interquartile range from the box. Small circles represent outlier values from the error bars. Evacuation levels 0, 1, 2, and 3 in the horizontal axes correspond to outside the evacuation zone, the subzone preparing for the lifting of the evacuation order, restricted residential areas, and the subzone to which it was difficult to return, respectively.</p>
</caption>
<graphic mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0140957.g004" position="float" xlink:type="simple"/>
</fig>
<fig id="pone.0140957.g005" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0140957.g005</object-id>
<label>Fig 5</label>
<caption>
<title>Abundances of (a) Araneae, (b) Hemipteran, (c) Coleoptera, (d) Hymenoptera, (e) Diptera, and (f) Lepidoptera by evacuation level.</title>
<p>The vertical axes correspond to the number of individuals. The box plots represent the 75th, 50th (thick horizontal line), and 25th percentiles; the top error bar ranges from the 75th to the most extreme data point which is no more than 1.5 times the interquartile range from the box, and the bottom error bar from the 25th to the lowest data point which is no less than 1.5 times the interquartile range from the box. Small circles represent outlier values from the error bars. Evacuation levels 0, 1, 2, and 3 in the horizontal axes correspond to outside the evacuation zone, the subzone preparing for the lifting of the evacuation order, restricted residential areas, and the subzone to which it was difficult to return, respectively.</p>
</caption>
<graphic mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0140957.g005" position="float" xlink:type="simple"/>
</fig>
<table-wrap id="pone.0140957.t001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0140957.t001</object-id>
<label>Table 1</label> <caption><title>Medians and credible intervals of the partial regression coefficient for exclusion "<italic>b</italic><sub><italic>0</italic></sub>" on Bayesian statistical models for number of individuals and species richness of Apidae species.</title></caption>
<alternatives>
<graphic id="pone.0140957.t001g" position="float" mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0140957.t001" xlink:type="simple"/>
<table>
<colgroup span="1">
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
</colgroup>
<thead>
<tr>
<th align="left" rowspan="1" colspan="1">Taxnomic group</th>
<th align="center" rowspan="1" colspan="1">2.5%</th>
<th align="center" rowspan="1" colspan="1">25%</th>
<th align="center" rowspan="1" colspan="1">Median</th>
<th align="center" rowspan="1" colspan="1">75%</th>
<th align="center" rowspan="1" colspan="1">97.5%</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Apidae</bold></td>
<td align="center" rowspan="1" colspan="1">-0.311</td>
<td align="center" rowspan="1" colspan="1">0.470</td>
<td align="center" rowspan="1" colspan="1">0.883</td>
<td align="center" rowspan="1" colspan="1">1.287</td>
<td align="center" rowspan="1" colspan="1">2.124</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Ceratina iwatai</italic></td>
<td align="center" rowspan="1" colspan="1">-5.563</td>
<td align="center" rowspan="1" colspan="1">1.792</td>
<td align="center" rowspan="1" colspan="1">4.689</td>
<td align="center" rowspan="1" colspan="1">7.669</td>
<td align="center" rowspan="1" colspan="1">14.252</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Ceratina flavipes</italic></td>
<td align="center" rowspan="1" colspan="1">0.682</td>
<td align="center" rowspan="1" colspan="1">1.933</td>
<td align="center" rowspan="1" colspan="1">2.602</td>
<td align="center" rowspan="1" colspan="1">3.420</td>
<td align="center" rowspan="1" colspan="1">5.172</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Ceratina japonica</italic></td>
<td align="center" rowspan="1" colspan="1">-5.622</td>
<td align="center" rowspan="1" colspan="1">-2.135</td>
<td align="center" rowspan="1" colspan="1">-0.681</td>
<td align="center" rowspan="1" colspan="1">0.745</td>
<td align="center" rowspan="1" colspan="1">4.426</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Xylocopa appendiculata</italic></td>
<td align="center" rowspan="1" colspan="1">-20.241</td>
<td align="center" rowspan="1" colspan="1">-10.790</td>
<td align="center" rowspan="1" colspan="1">-6.956</td>
<td align="center" rowspan="1" colspan="1">-4.420</td>
<td align="center" rowspan="1" colspan="1">-1.663</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Nomada spp</italic>.</td>
<td align="center" rowspan="1" colspan="1">0.564</td>
<td align="center" rowspan="1" colspan="1">1.823</td>
<td align="center" rowspan="1" colspan="1">2.572</td>
<td align="center" rowspan="1" colspan="1">3.432</td>
<td align="center" rowspan="1" colspan="1">5.711</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Eucera spurcatipes</italic></td>
<td align="center" rowspan="1" colspan="1">-13.692</td>
<td align="center" rowspan="1" colspan="1">-5.451</td>
<td align="center" rowspan="1" colspan="1">-2.455</td>
<td align="center" rowspan="1" colspan="1">-0.204</td>
<td align="center" rowspan="1" colspan="1">4.407</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Eucera nipponensis</italic></td>
<td align="center" rowspan="1" colspan="1">-2.714</td>
<td align="center" rowspan="1" colspan="1">0.304</td>
<td align="center" rowspan="1" colspan="1">1.628</td>
<td align="center" rowspan="1" colspan="1">3.079</td>
<td align="center" rowspan="1" colspan="1">6.702</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Bombus diversus</italic></td>
<td align="center" rowspan="1" colspan="1">-4.245</td>
<td align="center" rowspan="1" colspan="1">-0.625</td>
<td align="center" rowspan="1" colspan="1">0.868</td>
<td align="center" rowspan="1" colspan="1">2.540</td>
<td align="center" rowspan="1" colspan="1">6.812</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Bombus ardens</italic></td>
<td align="center" rowspan="1" colspan="1">-5.694</td>
<td align="center" rowspan="1" colspan="1">-1.654</td>
<td align="center" rowspan="1" colspan="1">-0.289</td>
<td align="center" rowspan="1" colspan="1">0.938</td>
<td align="center" rowspan="1" colspan="1">3.892</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Apis cerana</italic></td>
<td align="center" rowspan="1" colspan="1">-3.427</td>
<td align="center" rowspan="1" colspan="1">0.022</td>
<td align="center" rowspan="1" colspan="1">1.274</td>
<td align="center" rowspan="1" colspan="1">2.651</td>
<td align="center" rowspan="1" colspan="1">6.716</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><xref rid="t001fn001" ref-type="table-fn"><sup>1</sup></xref><bold>Species richness of Apidae (max)</bold></td>
<td align="center" rowspan="1" colspan="1">-0.085</td>
<td align="center" rowspan="1" colspan="1">0.374</td>
<td align="center" rowspan="1" colspan="1">0.591</td>
<td align="center" rowspan="1" colspan="1">0.820</td>
<td align="center" rowspan="1" colspan="1">1.289</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><xref rid="t001fn002" ref-type="table-fn"><sup>2</sup></xref><bold>Species richness of Apidae (min)</bold></td>
<td align="center" rowspan="1" colspan="1">-0.131</td>
<td align="center" rowspan="1" colspan="1">0.339</td>
<td align="center" rowspan="1" colspan="1">0.564</td>
<td align="center" rowspan="1" colspan="1">0.792</td>
<td align="center" rowspan="1" colspan="1">1.264</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t001fn001"><p><sup>1</sup>Species richness of Apidae assuming that unidentified Ceratina sp. was allospecific to individuals indentified to species levels in the site.</p></fn>
<fn id="t001fn002"><p><sup>2</sup>Species richness of Apidae assuming that unidentified Ceratina sp. was conspecific to individuals indentified to species levels in the site.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="pone.0140957.t002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0140957.t002</object-id>
<label>Table 2</label> <caption><title>Medians and credible intervals of the partial regression coefficient for exclusion "<italic>b</italic><sub><italic>0</italic></sub>" on Bayesian statistical models for number of individuals of the other pollinators and/or medically important pests, and ants.</title></caption>
<alternatives>
<graphic id="pone.0140957.t002g" position="float" mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0140957.t002" xlink:type="simple"/>
<table>
<colgroup span="1">
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
</colgroup>
<thead>
<tr>
<th align="left" rowspan="1" colspan="1">Taxnomic group</th>
<th align="center" rowspan="1" colspan="1">2.50%</th>
<th align="center" rowspan="1" colspan="1">25%</th>
<th align="center" rowspan="1" colspan="1">Median</th>
<th align="center" rowspan="1" colspan="1">75%</th>
<th align="center" rowspan="1" colspan="1">97.50%</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Vespidae</bold></td>
<td align="center" rowspan="1" colspan="1">-4.608</td>
<td align="center" rowspan="1" colspan="1">-2.023</td>
<td align="center" rowspan="1" colspan="1">-1.076</td>
<td align="center" rowspan="1" colspan="1">-0.209</td>
<td align="center" rowspan="1" colspan="1">1.628</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Polistes snelleni</italic></td>
<td align="center" rowspan="1" colspan="1">-5.020</td>
<td align="center" rowspan="1" colspan="1">-2.315</td>
<td align="center" rowspan="1" colspan="1">-1.266</td>
<td align="center" rowspan="1" colspan="1">-0.336</td>
<td align="center" rowspan="1" colspan="1">1.471</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Colletidae (<italic>Hylaeus</italic> spp.)</bold></td>
<td align="center" rowspan="1" colspan="1">-1.717</td>
<td align="center" rowspan="1" colspan="1">0.743</td>
<td align="center" rowspan="1" colspan="1">1.714</td>
<td align="center" rowspan="1" colspan="1">2.718</td>
<td align="center" rowspan="1" colspan="1">5.655</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Andrenidae (<italic>Andrena</italic> spp.)</bold></td>
<td align="center" rowspan="1" colspan="1">-0.075</td>
<td align="center" rowspan="1" colspan="1">1.380</td>
<td align="center" rowspan="1" colspan="1">2.086</td>
<td align="center" rowspan="1" colspan="1">2.946</td>
<td align="center" rowspan="1" colspan="1">4.936</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Halictidae</bold></td>
<td align="center" rowspan="1" colspan="1">-0.892</td>
<td align="center" rowspan="1" colspan="1">-0.218</td>
<td align="center" rowspan="1" colspan="1">0.099</td>
<td align="center" rowspan="1" colspan="1">0.445</td>
<td align="center" rowspan="1" colspan="1">1.108</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Halictus aerarius</italic></td>
<td align="center" rowspan="1" colspan="1">-2.168</td>
<td align="center" rowspan="1" colspan="1">-0.230</td>
<td align="center" rowspan="1" colspan="1">0.561</td>
<td align="center" rowspan="1" colspan="1">1.381</td>
<td align="center" rowspan="1" colspan="1">3.573</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Lasioglossum occidens</italic>.</td>
<td align="center" rowspan="1" colspan="1">-2.667</td>
<td align="center" rowspan="1" colspan="1">-0.531</td>
<td align="center" rowspan="1" colspan="1">0.479</td>
<td align="center" rowspan="1" colspan="1">1.529</td>
<td align="center" rowspan="1" colspan="1">3.665</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Lasioglossum</italic> spp.</td>
<td align="center" rowspan="1" colspan="1">-0.941</td>
<td align="center" rowspan="1" colspan="1">-0.249</td>
<td align="center" rowspan="1" colspan="1">0.081</td>
<td align="center" rowspan="1" colspan="1">0.396</td>
<td align="center" rowspan="1" colspan="1">1.093</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Sphecodes</italic> spp.</td>
<td align="center" rowspan="1" colspan="1">-4.892</td>
<td align="center" rowspan="1" colspan="1">-0.533</td>
<td align="center" rowspan="1" colspan="1">1.143</td>
<td align="center" rowspan="1" colspan="1">2.797</td>
<td align="center" rowspan="1" colspan="1">8.047</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Megachilidae</bold></td>
<td align="center" rowspan="1" colspan="1">-9.408</td>
<td align="center" rowspan="1" colspan="1">-2.501</td>
<td align="center" rowspan="1" colspan="1">-0.510</td>
<td align="center" rowspan="1" colspan="1">0.865</td>
<td align="center" rowspan="1" colspan="1">4.807</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Formicidae</bold></td>
<td align="center" rowspan="1" colspan="1">0.094</td>
<td align="center" rowspan="1" colspan="1">0.842</td>
<td align="center" rowspan="1" colspan="1">1.286</td>
<td align="center" rowspan="1" colspan="1">1.719</td>
<td align="center" rowspan="1" colspan="1">2.478</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Total winged ants (queens and males)</bold></td>
<td align="center" rowspan="1" colspan="1">0.008</td>
<td align="center" rowspan="1" colspan="1">0.682</td>
<td align="center" rowspan="1" colspan="1">1.034</td>
<td align="center" rowspan="1" colspan="1">1.357</td>
<td align="center" rowspan="1" colspan="1">2.093</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Total workers</bold></td>
<td align="center" rowspan="1" colspan="1">-0.018</td>
<td align="center" rowspan="1" colspan="1">0.940</td>
<td align="center" rowspan="1" colspan="1">1.464</td>
<td align="center" rowspan="1" colspan="1">2.028</td>
<td align="center" rowspan="1" colspan="1">3.030</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Workers of <italic>Crematogaster matsumurai</italic></td>
<td align="center" rowspan="1" colspan="1">-13.900</td>
<td align="center" rowspan="1" colspan="1">-6.210</td>
<td align="center" rowspan="1" colspan="1">-2.516</td>
<td align="center" rowspan="1" colspan="1">1.011</td>
<td align="center" rowspan="1" colspan="1">8.374</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Individuals of <italic>Pristomyrmex pungens</italic></td>
<td align="center" rowspan="1" colspan="1">-23.370</td>
<td align="center" rowspan="1" colspan="1">-13.650</td>
<td align="center" rowspan="1" colspan="1">-9.200</td>
<td align="center" rowspan="1" colspan="1">-5.496</td>
<td align="center" rowspan="1" colspan="1">1.734</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Workers of <italic>Tetramorium tsushimae</italic></td>
<td align="center" rowspan="1" colspan="1">-4.420</td>
<td align="center" rowspan="1" colspan="1">-0.420</td>
<td align="center" rowspan="1" colspan="1">0.986</td>
<td align="center" rowspan="1" colspan="1">2.586</td>
<td align="center" rowspan="1" colspan="1">6.922</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Workers of <italic>Camponotus japonicus</italic></td>
<td align="center" rowspan="1" colspan="1">0.903</td>
<td align="center" rowspan="1" colspan="1">3.553</td>
<td align="center" rowspan="1" colspan="1">4.989</td>
<td align="center" rowspan="1" colspan="1">6.658</td>
<td align="center" rowspan="1" colspan="1">10.532</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>Queens of Camponotus obscuripes</italic></td>
<td align="center" rowspan="1" colspan="1">-7.011</td>
<td align="center" rowspan="1" colspan="1">-0.197</td>
<td align="center" rowspan="1" colspan="1">2.055</td>
<td align="center" rowspan="1" colspan="1">4.547</td>
<td align="center" rowspan="1" colspan="1">11.481</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Workers of <italic>Camponotus obscuripes</italic></td>
<td align="center" rowspan="1" colspan="1">-1.961</td>
<td align="center" rowspan="1" colspan="1">-0.398</td>
<td align="center" rowspan="1" colspan="1">0.318</td>
<td align="center" rowspan="1" colspan="1">1.104</td>
<td align="center" rowspan="1" colspan="1">3.066</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Workers of <italic>Camponotus quadrinotatus</italic></td>
<td align="center" rowspan="1" colspan="1">-12.320</td>
<td align="center" rowspan="1" colspan="1">-3.714</td>
<td align="center" rowspan="1" colspan="1">-0.066</td>
<td align="center" rowspan="1" colspan="1">3.505</td>
<td align="center" rowspan="1" colspan="1">11.430</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Workers of <italic>Formica japonica</italic></td>
<td align="center" rowspan="1" colspan="1">0.548</td>
<td align="center" rowspan="1" colspan="1">1.806</td>
<td align="center" rowspan="1" colspan="1">2.404</td>
<td align="center" rowspan="1" colspan="1">2.981</td>
<td align="center" rowspan="1" colspan="1">4.103</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Workers of <italic>Lasius japonicus</italic></td>
<td align="center" rowspan="1" colspan="1">-2.079</td>
<td align="center" rowspan="1" colspan="1">-0.232</td>
<td align="center" rowspan="1" colspan="1">0.614</td>
<td align="center" rowspan="1" colspan="1">1.575</td>
<td align="center" rowspan="1" colspan="1">3.573</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Tabanidae</bold></td>
<td align="center" rowspan="1" colspan="1">-0.866</td>
<td align="center" rowspan="1" colspan="1">0.458</td>
<td align="center" rowspan="1" colspan="1">1.144</td>
<td align="center" rowspan="1" colspan="1">1.874</td>
<td align="center" rowspan="1" colspan="1">3.304</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Syrphidae</bold></td>
<td align="center" rowspan="1" colspan="1">-0.844</td>
<td align="center" rowspan="1" colspan="1">-0.063</td>
<td align="center" rowspan="1" colspan="1">0.299</td>
<td align="center" rowspan="1" colspan="1">0.682</td>
<td align="center" rowspan="1" colspan="1">1.454</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Muscidae</bold></td>
<td align="center" rowspan="1" colspan="1">-0.810</td>
<td align="center" rowspan="1" colspan="1">-0.017</td>
<td align="center" rowspan="1" colspan="1">0.372</td>
<td align="center" rowspan="1" colspan="1">0.776</td>
<td align="center" rowspan="1" colspan="1">1.688</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Calliphoridae</bold></td>
<td align="center" rowspan="1" colspan="1">-0.563</td>
<td align="center" rowspan="1" colspan="1">0.310</td>
<td align="center" rowspan="1" colspan="1">0.698</td>
<td align="center" rowspan="1" colspan="1">1.130</td>
<td align="center" rowspan="1" colspan="1">2.015</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Sarcophagidae</bold></td>
<td align="center" rowspan="1" colspan="1">-0.318</td>
<td align="center" rowspan="1" colspan="1">0.452</td>
<td align="center" rowspan="1" colspan="1">0.857</td>
<td align="center" rowspan="1" colspan="1">1.287</td>
<td align="center" rowspan="1" colspan="1">2.143</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Butterflies</bold></td>
<td align="center" rowspan="1" colspan="1">-1.507</td>
<td align="center" rowspan="1" colspan="1">-0.494</td>
<td align="center" rowspan="1" colspan="1">0.011</td>
<td align="center" rowspan="1" colspan="1">0.558</td>
<td align="center" rowspan="1" colspan="1">1.770</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Moths</bold></td>
<td align="center" rowspan="1" colspan="1">-0.371</td>
<td align="center" rowspan="1" colspan="1">0.186</td>
<td align="center" rowspan="1" colspan="1">0.485</td>
<td align="center" rowspan="1" colspan="1">0.815</td>
<td align="center" rowspan="1" colspan="1">1.462</td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
<table-wrap id="pone.0140957.t003" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0140957.t003</object-id>
<label>Table 3</label> <caption><title>Medians and credible intervals of the partial regression coefficient for exclusion "<italic>b</italic><sub><italic>0</italic></sub>" on Bayesian statistical models for number of individuals of each orders.</title></caption>
<alternatives>
<graphic id="pone.0140957.t003g" position="float" mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0140957.t003" xlink:type="simple"/>
<table>
<colgroup span="1">
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
<col align="left" valign="middle" span="1"/>
</colgroup>
<thead>
<tr>
<th align="left" rowspan="1" colspan="1">Taxnomic name</th>
<th align="center" rowspan="1" colspan="1">2.50%</th>
<th align="center" rowspan="1" colspan="1">25%</th>
<th align="center" rowspan="1" colspan="1">Median</th>
<th align="center" rowspan="1" colspan="1">75%</th>
<th align="center" rowspan="1" colspan="1">97.50%</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Araneae</bold></td>
<td align="center" rowspan="1" colspan="1">-0.058</td>
<td align="center" rowspan="1" colspan="1">0.726</td>
<td align="center" rowspan="1" colspan="1">1.106</td>
<td align="center" rowspan="1" colspan="1">1.476</td>
<td align="center" rowspan="1" colspan="1">2.219</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Hemiptera</bold></td>
<td align="center" rowspan="1" colspan="1">-0.478</td>
<td align="center" rowspan="1" colspan="1">0.114</td>
<td align="center" rowspan="1" colspan="1">0.392</td>
<td align="center" rowspan="1" colspan="1">0.678</td>
<td align="center" rowspan="1" colspan="1">1.257</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Coleoptera</bold></td>
<td align="center" rowspan="1" colspan="1">0.369</td>
<td align="center" rowspan="1" colspan="1">0.757</td>
<td align="center" rowspan="1" colspan="1">0.960</td>
<td align="center" rowspan="1" colspan="1">1.185</td>
<td align="center" rowspan="1" colspan="1">1.655</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Hymenoptera</bold></td>
<td align="center" rowspan="1" colspan="1">0.048</td>
<td align="center" rowspan="1" colspan="1">0.513</td>
<td align="center" rowspan="1" colspan="1">0.798</td>
<td align="center" rowspan="1" colspan="1">1.089</td>
<td align="center" rowspan="1" colspan="1">1.650</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Diptera</bold></td>
<td align="center" rowspan="1" colspan="1">-0.510</td>
<td align="center" rowspan="1" colspan="1">0.033</td>
<td align="center" rowspan="1" colspan="1">0.309</td>
<td align="center" rowspan="1" colspan="1">0.613</td>
<td align="center" rowspan="1" colspan="1">1.289</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Lepidoptera</bold></td>
<td align="center" rowspan="1" colspan="1">-0.371</td>
<td align="center" rowspan="1" colspan="1">0.193</td>
<td align="center" rowspan="1" colspan="1">0.511</td>
<td align="center" rowspan="1" colspan="1">0.807</td>
<td align="center" rowspan="1" colspan="1">1.466</td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
<p>Bayesian statistical analysis was used to assess the effect of evacuation on each taxonomic group. In the analysis of <italic>Xylocopa appendiculata</italic>, a species of carpenter bee of the Apidae family, the upper limit of the 95% credible interval (CI) regression coefficient for the evacuation effect, <italic>b</italic><sub><italic>0</italic></sub>, was &lt;0 because few individuals were captured in the evacuation zone (<xref rid="pone.0140957.t001" ref-type="table">Table 1</xref>; <xref rid="pone.0140957.g002" ref-type="fig">Fig 2D</xref>). Although the European honey bee <italic>Apis mellifica</italic> was captured in the evacuation zone, the number of sites in which they were present was too small (three points) to construct a statistical model. In contrast, <italic>Ceratina flavipes</italic> and <italic>Nomada</italic> spp. showed remarkable positive effects from the evacuation (the 95% lower limits of CI of their coefficients for <italic>b</italic><sub><italic>0</italic></sub> exceeded 0) (<xref rid="pone.0140957.t001" ref-type="table">Table 1</xref>; <xref rid="pone.0140957.g002" ref-type="fig">Fig 2B and 2E</xref>). The species richness of Apidae showed no remarkable effects from the evacuation when both cases of the <italic>Ceratina</italic> sp. were counted as one species and when they were counted as multiple species (<xref rid="pone.0140957.t001" ref-type="table">Table 1</xref>).</p>
<p>No remarkable negative effects from the evacuation were shown for the other taxonomic groups (Tables <xref rid="pone.0140957.t002" ref-type="table">2</xref> and <xref rid="pone.0140957.t003" ref-type="table">3</xref>; Figs <xref rid="pone.0140957.g003" ref-type="fig">3</xref>–<xref rid="pone.0140957.g005" ref-type="fig">5</xref>), whereas Coleoptera, Hymenoptera, winged ants, and workers of <italic>Camponotus japonicus</italic> and <italic>Formica japonica</italic> showed remarkable positive effects (Tables <xref rid="pone.0140957.t002" ref-type="table">2</xref> and <xref rid="pone.0140957.t003" ref-type="table">3</xref>; <xref rid="pone.0140957.g004" ref-type="fig">Fig 4B and 4G</xref>; <xref rid="pone.0140957.g005" ref-type="fig">Fig 5C and 5D</xref>).</p>
</sec>
<sec id="sec003" sec-type="conclusions">
<title>Discussion</title>
<p>We found several notable differences inside and outside the evacuation zone with respect to various flying insects, including pollinators, 3 years after the power plant accident, even when we incorporated spatial autocorrelation and the effects of surrounding landscapes before the disaster. Statistical modelling at the species level in Apidae suggested that the density of <italic>Xylocopa appendiculata</italic>, the largest Apidae species in the region, was significantly low in the evacuation zone, whereas the densities of small species, such as <italic>Ceratina flavipes</italic> and <italic>Nomada</italic> spp, were higher. Bumble bees were not affected by the evacuation, which is consistent with the rapid census conducted by Møller et al. [<xref rid="pone.0140957.ref010" ref-type="bibr">10</xref>] 6 months after the disaster. In addition, modelling at a higher taxonomic level in other insects suggested that the majority of insects did not significantly differ by evacuation (or were present at a higher density). However, it should be noted that we did not differentiate species composition.</p>
<p>Considering previous studies on insects and radiation levels (of less than several dozen micro greys per hour) in the evacuation zone [<xref rid="pone.0140957.ref011" ref-type="bibr">11</xref>, <xref rid="pone.0140957.ref016" ref-type="bibr">16</xref>], it is unlikely that the radiation directly damaged the population of bees. In particular, the life history of the carpenter bee suggests that, unlike bumble bees, which often nest underground, it is not susceptible to exposure to high levels of radiation [<xref rid="pone.0140957.ref019" ref-type="bibr">19</xref>, <xref rid="pone.0140957.ref020" ref-type="bibr">20</xref>]. Alternatively, the potential cause of the lower density of the carpenter bee in the evacuation zone might be the reduction in the flowers of garden plants following the evacuation. <italic>Xylocopa</italic> are generally found in tropical zones [<xref rid="pone.0140957.ref021" ref-type="bibr">21</xref>], and the bees also favour large and conspicuous flowers such as wisterias, orchids and passion fruits [<xref rid="pone.0140957.ref022" ref-type="bibr">22</xref>–<xref rid="pone.0140957.ref024" ref-type="bibr">24</xref>] as well as gardenias.</p>
<p>The higher density of small bees and other insect groups may be due to “release of resources” by the cessation of human activities such as farming. However, caution is required in interpreting the results because our sampling method, which relied on Malaise traps, was not optimal for worker and wingless ant species. It is worth noting that <italic>Ceratina flavipes</italic>, which prefers lowland areas [<xref rid="pone.0140957.ref025" ref-type="bibr">25</xref>], were found at higher density in the evacuation zone, which is in contrast to the distributions of other congeneric species. The cessation of farming, which had generally been dominant in the lowland areas of the evacuation zone, may have increased the wild plants that provide food and nesting materials for this species. The positive effects on <italic>Nomada</italic> spp. should also be interpreted with caution because they occurred at a low density and as multiple species. A potential ecological cause of the observed pattern of <italic>Nomada</italic> spp. might be that, as one of the smallest species groups in Apidae in Japan, <italic>Nomada</italic> spp. could make use of a broader range of flower species, including Compositae weeds, with relatively small flowers [<xref rid="pone.0140957.ref025" ref-type="bibr">25</xref>], which are often found in abandoned lands [<xref rid="pone.0140957.ref026" ref-type="bibr">26</xref>, <xref rid="pone.0140957.ref027" ref-type="bibr">27</xref>].</p>
<p>Fortunately, there appeared to be no marked loss of ecosystem functions and services by flying insects in the evacuation zone. Pollinators (bees, wasps, butterflies, and hoverflies) were shown to be abundant, with the exception of the absence of carpenter bees, whose importance for ecosystem services is relatively low in temperate zones [<xref rid="pone.0140957.ref021" ref-type="bibr">21</xref>, <xref rid="pone.0140957.ref022" ref-type="bibr">22</xref>]. In addition, re-colonisation of the species after reconstruction might not be difficult because large bees, such as bumble bees, have been observed to show high dispersal ability and rapid range expansion [<xref rid="pone.0140957.ref028" ref-type="bibr">28</xref>, <xref rid="pone.0140957.ref029" ref-type="bibr">29</xref>]. The abundance of medically important pests, such as flies and horseflies, tended to be higher, but not significantly so, differing from the higher rates observed in the coastal areas of northern Japan immediately after flooding following the tsunami [<xref rid="pone.0140957.ref030" ref-type="bibr">30</xref>, <xref rid="pone.0140957.ref031" ref-type="bibr">31</xref>].</p>
<p>However, the long-term cessation of anthropogenic activities and the resulting disturbances may negatively affect certain insect groups, or groups not evaluated in this study (e.g., aquatic insects that depend on rice paddies), in the future. Moderate disturbances from farming have been reported to have a widespread positive effect on biodiversity in Japan [<xref rid="pone.0140957.ref013" ref-type="bibr">13</xref>, <xref rid="pone.0140957.ref014" ref-type="bibr">14</xref>, <xref rid="pone.0140957.ref032" ref-type="bibr">32</xref>]. Therefore, continuous monitoring and complementary studies will be needed to effectively plan the return of residents to the evacuation zone in a way that incorporates biodiversity and ecosystem services. Future monitoring of not only insects but also changes in land use (and radiation levels) following reconstruction will also be able to demonstrate if our results, which were derived from snapshot data, were merely historical effects existing before the evacuation.</p>
<p>Nevertheless, our sampling method, which was relatively labour-saving but covered broader areas using socially-stabilised sampling locations (i.e., schools and community centres), favoured indicator species that commonly occurred around the disaster area and are sensitive and/or related to human activities (e.g., carpenter bees). Thus, they provide a good basis for a biodiversity monitoring system in the evacuation zone. Considering the fact that the number of nuclear power plants will increase in Asia [<xref rid="pone.0140957.ref002" ref-type="bibr">2</xref>], where the history of land use is relatively long [<xref rid="pone.0140957.ref007" ref-type="bibr">7</xref>, <xref rid="pone.0140957.ref033" ref-type="bibr">33</xref>] and the population is still growing [<xref rid="pone.0140957.ref034" ref-type="bibr">34</xref>], our research will be of benefit efforts not only to reconstruct the Fukushima site but also to effectively respond to future potential disasters.</p>
</sec>
<sec id="sec004" sec-type="materials|methods">
<title>Materials and Methods</title>
<p>The local governments in Fukushima prefecture, Japan (Date city, Iitate village, Iwaki city, Minami souma city, Namie town, Naraha town, Nihonmatsu city, Souma city, and Tamura city) granted permission for the Field study.</p>
<sec id="sec005">
<title>Study area</title>
<p>Sampling was conducted in 2014 at 52 sites covering 9 municipalities, including the evacuation zone around the Fukushima Daiichi power plants (<xref rid="pone.0140957.g001" ref-type="fig">Fig 1</xref>). The sites outside the evacuation zone were selected to enclose the zone so that they adequately included the regional insect communities and to prevent spatial variations in the insect communities from masking the effects of the evacuation.</p>
<p>Under permission by the corresponding local governments, all the sampling sites were placed within schoolyards (including those that had been converted to community centres), which minimised differences in the local conditions of the sites.</p>
</sec>
<sec id="sec006">
<title>Sampling and sorting</title>
<p>A large tent-like Malaise trap (1.65 m in length, 1.8 m in width, and 1.8 m in height) with a 500-ml sampling bottle (EZ-malaise trap BT1002, MegaView Science Co., Ltd, Taichung, Taiwan) was set in each sampling site from mid-May to mid-July, when various flying insect species are expected to emerge and function as prey for mammals and birds. We added 250 ml 50% neutral dish detergent pre-diluted with Millipore water to the sampling bottle of each trap in advance. Some of the sampling bottles were replaced in mid-June, depending on the volume of captured insects. In five sites, the traps had fallen over, and sampled insects had spilled out of the bottle. Therefore, the samples from only the remaining 47 sites were used in the analyses.</p>
<p>The samples captured in the traps were transferred to the laboratory and stored in 99% ethanol. Subsequently, all insects and spiders with a body length larger than around 4 mm (this threshold covers all Apidae species in Japan [<xref rid="pone.0140957.ref025" ref-type="bibr">25</xref>]) were sorted and counted, focusing on pollinators and medically important pests. As for ants, however, species with a body length smaller than 4 mm were also sorted and counted. Adult Hymenoptera individuals, one of the main targets of the traps, could be relatively easily identified, and were classified as bees, wasps, ants, or others. Then, bees, wasps, and ants were sorted into genera or species, if possible. Winged ants (i.e., queens and males) were also counted. Adult Diptera individuals were classified as hoverflies (Syrphidae), pollinators, Tabanidae, Muscidae, Calliphoridae, Sarcophagidae, medically important pests, or others. Adult individuals of Lepidoptera were classified as butterflies or moths. Araneae, Hemiptera, and adult Coleoptera were sorted according to order. Individuals in other taxonomic groups or growth stages were not classified because they were assumed to be too sensitive to local environments instead of to the broad-scale changes of surrounding landscapes. Nomenclature for Hymenoptera followed Terayama [<xref rid="pone.0140957.ref035" ref-type="bibr">35</xref>]. Data of the taxonomic groups which were unambiguously classified and presented more than 5 sites were used in the subsequent analyses. In addition, the species richness of Apidae was also analysed because almost all Apidae species were unambiguously classified. Note that species of <italic>Nomada</italic> spp. were not adequately identified, but the number of individuals was small and only one species was present in each site. In addition, only one individual of <italic>Ceratina</italic> sp. was not identified to the species level.</p>
</sec>
<sec id="sec007">
<title>Environmental factors</title>
<p>The Fukushima evacuation zone was categorised into three subzones based on conditions in October 2013 [<xref rid="pone.0140957.ref005" ref-type="bibr">5</xref>]: the subzone preparing for the lifting of the evacuation order (≤20 mSv/year), the restricted residential areas (20–50 mSv/year), and the subzone to which it was difficult to return (&gt;50 mSv/year, after 5 years, the air dose rate was expected to be &gt;20 mSv/year). The zoning of each site in the sampling period (including “outside the special decontamination areas”) was extracted from a zoning map of the special decontamination map [<xref rid="pone.0140957.ref036" ref-type="bibr">36</xref>] and treated as an ordinal variable with four levels. People in the subzone preparing for the lifting of the evacuation order were given relatively free access and could partly resume farming, although staying overnight was not allowed. People in the restricted residential areas were given relatively free access, although staying overnight and farming was not allowed. Access to and the performance of other activities in the subzone to which it was difficult to return were regulated. Decontamination by removal of soil has been gradually and patchily conducted, mainly in residential and agricultural areas in addition to the edges of forest; generally, priority has been given to areas with low radiation levels [<xref rid="pone.0140957.ref037" ref-type="bibr">37</xref>]. Thus, disturbances following usual anthropogenic activities were assumed to decrease with zoning level (i.e., the usual anthropogenic activities such as farming were the most frequent outside the evacuation zone).</p>
<p>To analyse the confounding effects of the landscape conditions before the earthquake, the following data were extracted for each site: the land cover area of the forests, paddy fields, and other agricultural lands and the land for buildings and rivers and lakes in 2009 [<xref rid="pone.0140957.ref038" ref-type="bibr">38</xref>]; the natural forest, secondary forest, and plantation forest based on a national vegetation survey conducted until 1998 [<xref rid="pone.0140957.ref039" ref-type="bibr">39</xref>]; the population in 2010 [<xref rid="pone.0140957.ref004" ref-type="bibr">4</xref>]; and the mean elevation and mean slope [<xref rid="pone.0140957.ref040" ref-type="bibr">40</xref>] within 1 × 1 km grid cells based on the “national standard mesh system” of Japan [<xref rid="pone.0140957.ref041" ref-type="bibr">41</xref>]. These GIS data were compiled using ArcGIS 10.2 (ESRI Japan Inc., Japan) and QGIS 2.2.0 [<xref rid="pone.0140957.ref042" ref-type="bibr">42</xref>].</p>
<p>Prior to the modelling study, the four-level zoning of the site was converted to three dummy variables, <italic>E1</italic> (within the subzone preparing for the lifting of the evacuation order), <italic>E2</italic> (within restricted residential areas), <italic>E3</italic> (within subzone to which it was difficult to return). To avoid multicollinearity, the other confounding environmental variables were analysed by Principal Component Analysis (PCA) and the four PCA scores, <italic>PC1-4</italic>, were obtained (<xref rid="pone.0140957.s005" ref-type="supplementary-material">S3 Table</xref>). The cumulative proportion of variance of the four scores exceeded 80%. Subsequently, the scores were standardised (centred and divided by the standard deviation). In addition, the position coordinates (in the UTM zone 54N) of the centre points of the <italic>i</italic>th school <bold>s</bold><sub><italic>i</italic></sub> = (<italic>X</italic><sub><italic>i</italic></sub>, <italic>Y</italic><sub><italic>i</italic></sub>) were obtained from national land numerical information download service [<xref rid="pone.0140957.ref043" ref-type="bibr">43</xref>].</p>
</sec>
<sec id="sec008">
<title>Statistical analyses</title>
<p>Bayesian regression models incorporating spatial autocorrelation [<xref rid="pone.0140957.ref044" ref-type="bibr">44</xref>] were constructed to compare the abundance patterns of each taxonomic group inside and outside the evacuation zone. We assumed that the effects of the evacuation zone were isotonic for the level of zoning (i.e., the regression coefficients of <italic>E1</italic>, <italic>E2</italic>, and <italic>E3</italic> were order-restricted) because the intensity of human intervention is expected to be negatively correlated with the zoning level. The number of individuals of a given taxonomic group <italic>y</italic><sub><italic>i</italic></sub> recorded in site <italic>i</italic> is assumed to follow a Poisson distribution, <italic>y</italic><sub><italic>i</italic></sub> ~ Poisson(<italic>μ</italic><sub><italic>i</italic></sub>), where <italic>μ</italic><sub><italic>i</italic></sub> is the expected mean count in site <italic>i</italic>. The expected mean count is related to the linear predictors via the log-link function as:
<disp-formula id="pone.0140957.e001">
<alternatives>
<graphic id="pone.0140957.e001g" position="anchor" mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0140957.e001" xlink:type="simple"/>
<mml:math display="block" id="M1" overflow="scroll">
<mml:mrow><mml:mi>l</mml:mi><mml:mi>o</mml:mi><mml:mi>g</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mspace width="0.15em"/><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>b</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:mi>E</mml:mi><mml:msub><mml:mn>1</mml:mn><mml:mi>i</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:mi>E</mml:mi><mml:msub><mml:mn>2</mml:mn><mml:mi>i</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>E</mml:mi><mml:msub><mml:mn>3</mml:mn><mml:mi>i</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mspace width="0.25em"/><mml:mo>+</mml:mo><mml:msub><mml:mi>b</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:mi>P</mml:mi><mml:mi>C</mml:mi><mml:msub><mml:mn>1</mml:mn><mml:mi>i</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>b</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:mi>P</mml:mi><mml:mi>C</mml:mi><mml:msub><mml:mn>2</mml:mn><mml:mi>i</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>b</mml:mi><mml:mn>3</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:mi>P</mml:mi><mml:mi>C</mml:mi><mml:msub><mml:mn>3</mml:mn><mml:mi>i</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>b</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:mi>P</mml:mi><mml:mi>C</mml:mi><mml:msub><mml:mn>4</mml:mn><mml:mi>i</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>ε</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow>
</mml:math>
</alternatives>
</disp-formula>
where <italic>a</italic><sub><italic>0</italic></sub> is the intercept, <italic>b</italic><sub><italic>0</italic></sub> is the regression coefficient for the dummy variable <italic>E3</italic>, and <italic>a</italic><sub><italic>1</italic></sub> and <italic>a</italic><sub><italic>2</italic></sub> are the positive down-weighting parameters for <italic>E1</italic> and <italic>E2</italic>, respectively, to incorporate the rank among the dummy variables (they must meet the constraint that <italic>a</italic><sub><italic>1</italic></sub> &lt; <italic>a</italic><sub><italic>2</italic></sub> &lt; 1). The parameters <italic>b</italic><sub><italic>1</italic></sub>-<sub><italic>4</italic></sub> are regression coefficients for <italic>PC1</italic>-<italic>4</italic>, respectively. <italic>ε</italic><sub><italic>i</italic></sub> is the spatial random effect by Bayesian kriging. Note that we focused on <italic>b</italic><sub><italic>0</italic></sub> as the coefficient for the effect of level of evacuation, which was expressed on the ordinal scale.</p>
<p>The specification of the model was determined to express the order restriction of the regression coefficients and spatial autocorrelation. To ensure constraint on <italic>a</italic><sub><italic>1</italic></sub>, <italic>a</italic><sub><italic>2</italic></sub>, we applied a broken-stick prior to these parameters using a uniform Dirichlet distribution, as follows:
<disp-formula id="pone.0140957.e002">
<alternatives>
<graphic id="pone.0140957.e002g" position="anchor" mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0140957.e002" xlink:type="simple"/>
<mml:math display="block" id="M2" overflow="scroll">
<mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow>
</mml:math>
</alternatives>
</disp-formula>
and
<disp-formula id="pone.0140957.e003">
<alternatives>
<graphic id="pone.0140957.e003g" position="anchor" mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0140957.e003" xlink:type="simple"/>
<mml:math display="block" id="M3" overflow="scroll">
<mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>,</mml:mo></mml:mrow>
</mml:math>
</alternatives>
</disp-formula>
where (<italic>p</italic><sub>1</sub>, <italic>p</italic><sub>2</sub>, <italic>p</italic><sub>3</sub>) ~ Dirichlet(1, 1, 1). The vector of spatial random effect <bold>ε</bold> = (<italic>ε</italic><sub>1</sub>, <italic>ε</italic><sub>2</sub>, …) follows a multivariate normal distribution with a mean of 0 and a distance-dependent covariance matrix, as follows:
<disp-formula id="pone.0140957.e004">
<alternatives>
<graphic id="pone.0140957.e004g" position="anchor" mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0140957.e004" xlink:type="simple"/>
<mml:math display="block" id="M4" overflow="scroll">
<mml:mrow><mml:mi mathvariant="bold">ε</mml:mi><mml:mo>∼</mml:mo><mml:mspace width="0.2em"/><mml:mtext>MVN</mml:mtext><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mn mathvariant="bold">0</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="bold">C</mml:mi><mml:mspace width="0.15em"/><mml:mo>/</mml:mo><mml:mspace width="0.15em"/><mml:mi mathvariant="normal">τ</mml:mi></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mrow>
</mml:math>
</alternatives>
</disp-formula>
where <italic>C</italic><sub><italic>ij</italic></sub> = exp(-<italic>φ</italic>|<bold>s</bold><sub><italic>i</italic></sub>—<bold>s</bold><sub><italic>j</italic></sub>|). <italic>τ</italic> is the overall controlling parameter.</p>
<p>The model was fitted to the data with WinBUGS 1.4.3 and R2WinBUGS in R 3.0.3. For further details on the model and BUGS code, see <xref rid="pone.0140957.s002" ref-type="supplementary-material">S1 Panel</xref>. Model convergence was checked with R-hat values [<xref rid="pone.0140957.ref045" ref-type="bibr">45</xref>] and trace sites of the three chains for sampling [<xref rid="pone.0140957.ref046" ref-type="bibr">46</xref>].</p>
</sec>
</sec>
<sec id="sec009">
<title>Supporting Information</title>
<supplementary-material id="pone.0140957.s001" xlink:href="info:doi/10.1371/journal.pone.0140957.s001" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" position="float" xlink:type="simple">
<label>S1 Data</label>
<caption>
<title>Analyzed insect data in Fukushima.</title>
<p>(XLSX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0140957.s002" xlink:href="info:doi/10.1371/journal.pone.0140957.s002" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:type="simple">
<label>S1 Panel</label>
<caption>
<title>Bugs code for estimating an effect of exclusion level <italic>E1-E3</italic> (an ordinal-scale variable) on abundance of a taxonomic group <italic>y</italic>.</title>
<p>Note that PCA scores are normalized by subtracting mean and dividing by SD for analysis.</p>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0140957.s003" xlink:href="info:doi/10.1371/journal.pone.0140957.s003" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" position="float" xlink:type="simple">
<label>S1 Table</label>
<caption>
<title>Mean±S.D. abundance of each sampled taxonomic and caste group.</title>
<p>(XLSX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0140957.s004" xlink:href="info:doi/10.1371/journal.pone.0140957.s004" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" position="float" xlink:type="simple">
<label>S2 Table</label>
<caption>
<title>Mean (upper row) ±S.D. (lower row) values of coefficients in the statistical Bayesian model.</title>
<p>(XLSX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0140957.s005" xlink:href="info:doi/10.1371/journal.pone.0140957.s005" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:type="simple">
<label>S3 Table</label>
<caption>
<title>Eigen vectors for each PCA scores.</title>
<p>(DOCX)</p>
</caption>
</supplementary-material>
</sec>
</body>
<back>
<ack>
<p>This study was made possible through the help of the local governments including Date city, Iitate village, Iwaki city, Minami souma city, Namie town, Naraha town, Nihonmatsu city, Souma city, and Tamura city. We are grateful to Dr. M. Tamaoki, Dr. H Oguma and Dr. N. Nakajima for helping field work and negotiation with local governments. The authors are grateful to editors and an anonymous reviewer for their valuable comments on the manuscript.</p>
</ack>
<ref-list>
<title>References</title>
<ref id="pone.0140957.ref001"><label>1</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Corner</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Venables</surname> <given-names>D</given-names></name>, <name name-style="western"><surname>Spence</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Poortinga</surname> <given-names>W</given-names></name>, <name name-style="western"><surname>Demski</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Pidgeon</surname> <given-names>N</given-names></name>. <article-title>Nuclear power, climate change and energy security: Exploring British public attitudes</article-title>. <source>Energy Policy</source>. <year>2011</year> <volume>39</volume>: <fpage>4823</fpage>–<lpage>4833</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref002"><label>2</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Bauer</surname> <given-names>N</given-names></name>, <name name-style="western"><surname>Brecha</surname> <given-names>RJ</given-names></name>, <name name-style="western"><surname>Luderer</surname> <given-names>G</given-names></name>. <article-title>Economics of nuclear power and climate change mitigation policies</article-title>. <source>Proc Natl Acad Sci USA</source>. <year>2012</year>;<volume>109</volume>: <fpage>16805</fpage>–<lpage>16810</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1073/pnas.1201264109" xlink:type="simple">10.1073/pnas.1201264109</ext-link></comment> <object-id pub-id-type="pmid">23027963</object-id></mixed-citation></ref>
<ref id="pone.0140957.ref003"><label>3</label><mixed-citation publication-type="book" xlink:type="simple"><name name-style="western"><surname>Malko</surname> <given-names>MV</given-names></name>. <chapter-title>Assessment of the Chernobyl radiological consequences, In Research Activities on the Radiological Consequences of the Chernobyl NPS Accident and Social Activities to Assist the Suffers from the Accident</chapter-title>. In: <name name-style="western"><surname>Imanaka</surname> <given-names>T</given-names></name>, editor. <source>KURRI-KR-21</source>. <publisher-loc>Kyoto</publisher-loc>: <publisher-name>Kyoto University</publisher-name>; <year>1998</year>. pp. <fpage>240</fpage>–<lpage>256</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref004"><label>4</label><mixed-citation publication-type="other" xlink:type="simple">Statistics Japan. Portal site of Official Statistics Japan. 2012. Available: <ext-link ext-link-type="uri" xlink:href="http://www.e-stat.go.jp/SG1/estat/eStatTopPortalE.do" xlink:type="simple">http://www.e-stat.go.jp/SG1/estat/eStatTopPortalE.do</ext-link>. Accessed 10 February 2015.</mixed-citation></ref>
<ref id="pone.0140957.ref005"><label>5</label><mixed-citation publication-type="other" xlink:type="simple">Cabinet Office, Government of Japan. About revision of the evacuation zone (in Japanese). 2013. Available: <ext-link ext-link-type="uri" xlink:href="http://www.meti.go.jp/earthquake/nuclear/pdf/131009/131009_02a.pdf" xlink:type="simple">http://www.meti.go.jp/earthquake/nuclear/pdf/131009/131009_02a.pdf</ext-link>. Accessed 16 February 2015.</mixed-citation></ref>
<ref id="pone.0140957.ref006"><label>6</label><mixed-citation publication-type="other" xlink:type="simple">Reconstruction Agency. Prediction of air radiation dose rate (in Japanese). 2012. Available: <ext-link ext-link-type="uri" xlink:href="http://www.reconstruction.go.jp/topics/shiryo3.pdf" xlink:type="simple">http://www.reconstruction.go.jp/topics/shiryo3.pdf</ext-link>. Accessed 9 March 2015</mixed-citation></ref>
<ref id="pone.0140957.ref007"><label>7</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Koyama</surname> <given-names>S</given-names></name>. <article-title>Jomon Subsistence and Population</article-title>. <source>Senri Ethnological Studies</source>. <year>1978</year>;<volume>2</volume>: <fpage>1</fpage>–<lpage>65</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref008"><label>8</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Møller</surname> <given-names>AP</given-names></name>, <name name-style="western"><surname>Barnier</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>Mousseau</surname> <given-names>TA</given-names></name>. <article-title>Ecosystems effects 25 years after Chernobyl: pollinators, fruit set and recruitment</article-title>. <source>Oecologia</source>. <year>2012</year>;<volume>170</volume>: <fpage>1155</fpage>–<lpage>1165</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1007/s00442-012-2374-0" xlink:type="simple">10.1007/s00442-012-2374-0</ext-link></comment> <object-id pub-id-type="pmid">22707037</object-id></mixed-citation></ref>
<ref id="pone.0140957.ref009"><label>9</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Hiyama</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Nohara</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Kinjo</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Taira</surname> <given-names>W</given-names></name>, <name name-style="western"><surname>Gima</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Tanahara</surname> <given-names>A</given-names></name>, <etal>et al</etal>. <article-title>The biological impacts of the Fukushima nuclear accident on the pale grass blue butterfly</article-title>. <source>Sci Rep</source>. <year>2012</year>;<volume>2</volume>: <fpage>570</fpage>. Available: <ext-link ext-link-type="uri" xlink:href="http://www.nature.com/srep/2012/120809/srep00570/full/srep00570.html" xlink:type="simple">http://www.nature.com/srep/2012/120809/srep00570/full/srep00570.html</ext-link> <comment>doi: <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1038/srep00570" xlink:type="simple">10.1038/srep00570</ext-link></comment> <object-id pub-id-type="pmid">22880161</object-id></mixed-citation></ref>
<ref id="pone.0140957.ref010"><label>10</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Møller</surname> <given-names>AP</given-names></name>, <name name-style="western"><surname>Nishiumi</surname> <given-names>I</given-names></name>, <name name-style="western"><surname>Suzuki</surname> <given-names>H</given-names></name>, <name name-style="western"><surname>Ueda</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Mousseau</surname> <given-names>TA</given-names></name>. <article-title>Differences in effects of radiation on abundance of animals in Fukushima and Chernobyl</article-title>. <source>Ecol Indic</source>. <year>2013</year>;<volume>24</volume>: <fpage>75</fpage>–<lpage>81</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref011"><label>11</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Garnier-Laplace</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Beaugelin-Seiller</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Hinton</surname> <given-names>TG</given-names></name>. <article-title>Fukushima wildlife dose reconstruction signals ecological consequences</article-title>. <source>Environ Sci Technol</source>. <year>2011</year>;<volume>45</volume>: <fpage>5077</fpage>–<lpage>5078</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1021/es201637c" xlink:type="simple">10.1021/es201637c</ext-link></comment> <object-id pub-id-type="pmid">21604757</object-id></mixed-citation></ref>
<ref id="pone.0140957.ref012"><label>12</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Queiroz</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Beilin</surname> <given-names>R</given-names></name>, <name name-style="western"><surname>Folke</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Lindborg</surname> <given-names>R</given-names></name>. <article-title>Farmland abandonment: threat or opportunity for biodiversity conservation? A global review</article-title>. <source>Front Ecol Environ</source>. <year>2014</year>;<volume>12</volume>: <fpage>288</fpage>–<lpage>296</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref013"><label>13</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Katoh</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Sakai</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Takahashi</surname> <given-names>T</given-names></name>. <article-title>Factors maintaining species diversity in satoyama, a traditional agricultural landscape of Japan</article-title>. <source>Biol Conserv</source> <year>2009</year>;<volume>142</volume>: <fpage>1930</fpage>–<lpage>1936</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref014"><label>14</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Uchida</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Ushimaru</surname> <given-names>A</given-names></name>. <article-title>Biodiversity declines due to abandonment and intensification of agricultural lands: patterns and mechanisms</article-title>. <source>Ecol Monogr</source>. <year>2014</year>;<volume>84</volume>: <fpage>637</fpage>–<lpage>658</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref015"><label>15</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Styron</surname> <given-names>CE</given-names></name>, <name name-style="western"><surname>Dodson</surname> <given-names>GJ</given-names></name>. <article-title>Responses of a Grassland Arthropod Community to Simulated Radioactive Fallout</article-title>. <source>Radiat Res</source>. <year>1973</year>;<volume>55</volume>: <fpage>487</fpage>–<lpage>500</lpage>. <object-id pub-id-type="pmid">4743248</object-id></mixed-citation></ref>
<ref id="pone.0140957.ref016"><label>16</label><mixed-citation publication-type="other" xlink:type="simple">ICRP. in Environmental Protection—the Concept and Use of Reference Animals and Plants. ICRP Publication 108. Ann. ICRP 38 (4–6). Ottawa: ICRP; 2008.</mixed-citation></ref>
<ref id="pone.0140957.ref017"><label>17</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Garnier-Laplace</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Geras’kin</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Della-Vedova</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Beaugelin-Seiller</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Hinton</surname> <given-names>TG</given-names></name>, <name name-style="western"><surname>Real</surname> <given-names>A</given-names></name>, <etal>et al</etal>. <article-title>Are radiosensitivity data derived from natural field conditions consistent with data from controlled exposures? A case study of Chernobyl wildlife chronically exposed to low dose rates</article-title>. <source>J Environ Radioactiv</source>. <year>2013</year>;<volume>121</volume>: <fpage>12</fpage>–<lpage>21</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref018"><label>18</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Yoshioka</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Takada</surname> <given-names>MB</given-names></name>, <name name-style="western"><surname>Washitani</surname> <given-names>I</given-names></name>. <article-title>Landscape effects of a non-native grass facilitate source populations of a native generalist bug, <italic>Stenotus rubrovittatus</italic>, in a heterogeneous agricultural landscape</article-title>. <source>J insect Sci.</source> <year>2014</year>;<volume>14</volume>: <fpage>110</fpage>. Available: <ext-link ext-link-type="uri" xlink:href="http://jinsectscience.oxfordjournals.org/content/jis/14/1/110.full.pdf" xlink:type="simple">http://jinsectscience.oxfordjournals.org/content/jis/14/1/110.full.pdf</ext-link> <comment>doi: <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1093/jis/14.1.110" xlink:type="simple">10.1093/jis/14.1.110</ext-link></comment> <object-id pub-id-type="pmid">25368057</object-id></mixed-citation></ref>
<ref id="pone.0140957.ref019"><label>19</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Sugiura</surname> <given-names>N</given-names></name>. <article-title>Specialized pollination by carpenter bees in <italic>Calanthe striata</italic> (Orchidaceae), with a review of carpenter bee pollination in orchids</article-title>. <source>Bot J Linn Soc</source>. <year>2013</year>;<volume>171</volume>: <fpage>730</fpage>–<lpage>743</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref020"><label>20</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Inoue</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Yokoyama</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Washitani</surname> <given-names>I</given-names></name>. <article-title>Displacement of Japanese native bumblebees by the recently introduced <italic>Bombus terrestris</italic> (L.) (Hymenoptera: Apidae)</article-title>. <source>J Insect Conserv</source>. <year>2008</year>;<volume>12</volume>: <fpage>135</fpage>–<lpage>146</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref021"><label>21</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Keasar</surname> <given-names>T</given-names></name>. <article-title>Large Carpenter Bees as Agricultural Pollinators</article-title>. <source>Psyche</source>. <year>2010</year>: <fpage>1</fpage>–<lpage>7</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref022"><label>22</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Miyamoto</surname> <given-names>S</given-names></name>. <article-title>Flower-visiting habit of <italic>Xylocopa appendiculata circumvolans</italic> Smith (Biological studies on Japanese bees XXIII)</article-title>. <source>KONTYU</source>. <year>1961</year>;<volume>29</volume>: <fpage>4</fpage>–<lpage>13</lpage> (in Japanese with English summary).</mixed-citation></ref>
<ref id="pone.0140957.ref023"><label>23</label><mixed-citation publication-type="other" xlink:type="simple">Hidaka T, Ishii M, Johki Y, Ohtani T. in The encyclopaedia of animals in Japan, Volume 10: Insects III. Tokyo: Heibonsha; 1998 (in Japanese).</mixed-citation></ref>
<ref id="pone.0140957.ref024"><label>24</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Sugiura</surname> <given-names>N</given-names></name>. <article-title>Burrow construction by the Japanese carpenter bee, <italic>Xylocopa-appendiculata-circumvolans</italic> Smith, for overwintering (HYMENOPTERA, ANTHOPHORIDAE)</article-title>. <source>J Kansas Entomol Soc</source>. <year>1995</year>;<volume>68</volume>: <fpage>116</fpage>–<lpage>119</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref025"><label>25</label><mixed-citation publication-type="book" xlink:type="simple"><name name-style="western"><surname>Tadauchi</surname> <given-names>O</given-names></name>, <name name-style="western"><surname>Murao</surname> <given-names>R</given-names></name>. <source>An illustrated guide to Japanese bees</source>. <publisher-loc>Tokyo</publisher-loc>: <publisher-name>Bunichi Sogo Shuppan</publisher-name>; <year>2014</year> (in Japanese).</mixed-citation></ref>
<ref id="pone.0140957.ref026"><label>26</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Meiners</surname> <given-names>SJ</given-names></name>, <name name-style="western"><surname>Pickett</surname> <given-names>STA</given-names></name>, <name name-style="western"><surname>Cadenasso</surname> <given-names>ML</given-names></name>. <article-title>Effects of plant invasions on the species richness of abandoned agricultural land</article-title>. <source>Ecograpy</source> <year>2001</year>;<volume>24</volume>: <fpage>633</fpage>–<lpage>644</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref027"><label>27</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Kusumoto</surname> <given-names>Y</given-names></name>, <name name-style="western"><surname>Yamamoto</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Okuro</surname> <given-names>T</given-names></name>, <name name-style="western"><surname>Ide</surname> <given-names>M</given-names></name>. <article-title>The Relationship between the paddy landscape structre and biodiversity of plant community in the Tone river basin</article-title>. <source>J Jpn Inst Landscape Architecture</source>. <year>2007</year>;<volume>70</volume>: <fpage>445</fpage>–<lpage>448</lpage> (in Japanese with English abstract).</mixed-citation></ref>
<ref id="pone.0140957.ref028"><label>28</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Jenic</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Gogala</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Grad</surname> <given-names>J</given-names></name>. <article-title>Bombus haematurus (Hymenoptera: Apidae), new species in the Slovenian bumblebee fauna</article-title>. <source>Acta Entomologica Slovenica</source>. <year>2010</year>;<volume>18</volume>: <fpage>168</fpage>–<lpage>170</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref029"><label>29</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Kadoya</surname> <given-names>T</given-names></name>, <name name-style="western"><surname>Washitani</surname> <given-names>I</given-names></name>. <article-title>Predicting the rate of range expansion of an invasive alien bumblebee (Bombus terrestris) using a stochastic spatio-temporal model</article-title>. <source>Biol Conserv</source>. <year>2010</year>;<volume>143</volume>: <fpage>1228</fpage>–<lpage>1235</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref030"><label>30</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Hayashi</surname> <given-names>T</given-names></name>, <name name-style="western"><surname>Watanabe</surname> <given-names>H</given-names></name>, <name name-style="western"><surname>Watanabe</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Kobayashi</surname> <given-names>M</given-names></name>. <article-title>Mass occurrence of flies and seasonal changes in their species composition in the Tsunami disaster region after 2011 the Great East Japan Earthquake</article-title>. <source>Med Entomol Zool. 2012</source>; <volume>63</volume>:<fpage>85</fpage>–<lpage>89</lpage> (in Japanese with English abstract).</mixed-citation></ref>
<ref id="pone.0140957.ref031"><label>31</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Makita</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Inoshita</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Kayano</surname> <given-names>T</given-names></name>, <name name-style="western"><surname>Uenoyama</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Hagiwara</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Asakawa</surname> <given-names>M</given-names></name>, <etal>et al</etal>. <article-title>Temporal Changes in Environmental Health Risks and Socio-Psychological Status in Areas Affected by the 2011 Tsunami in Ishinomaki, Japan</article-title>. <source>Environ Pollut</source>. <year>2014</year>;<volume>3</volume>: <fpage>1</fpage>–<lpage>20</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref032"><label>32</label><mixed-citation publication-type="other" xlink:type="simple">Japan Biodiversity Outlook Science Committee (JBOSC), Report of Comprehensive Assessment of Biodiversity in Japan. The Ministry of the Environment, Tokyo. 2010. Available: <ext-link ext-link-type="uri" xlink:href="http://www.biodic.go.jp/biodiversity/activity/policy/jbo/jbo/files/Japan_Biodiversity_Outlook_EN.pdf" xlink:type="simple">http://www.biodic.go.jp/biodiversity/activity/policy/jbo/jbo/files/Japan_Biodiversity_Outlook_EN.pdf</ext-link>. Accessed 9 March 2015.</mixed-citation></ref>
<ref id="pone.0140957.ref033"><label>33</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Bellwood</surname> <given-names>P</given-names></name>. <article-title>Holocene Population History in the Pacific Region as a Model for Worldwide Food Producer Dispersals</article-title>. <source>Curr Anthropol</source>. <year>2011</year>;<volume>52</volume>: <fpage>363</fpage>–<lpage>378</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref034"><label>34</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Gerland</surname> <given-names>P</given-names></name>, <name name-style="western"><surname>Raftery</surname> <given-names>AE</given-names></name>, <name name-style="western"><surname>Sevcikova</surname> <given-names>H</given-names></name>, <name name-style="western"><surname>Li</surname> <given-names>N</given-names></name>, <name name-style="western"><surname>Gu</surname> <given-names>D</given-names></name>, <name name-style="western"><surname>Spoorenberg</surname> <given-names>T</given-names></name>, <etal>et al</etal>. <article-title>World population stabilization unlikely this century</article-title>. <source>Science</source>. <year>2014</year>;<volume>346</volume>: <fpage>234</fpage>–<lpage>237</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1126/science.1257469" xlink:type="simple">10.1126/science.1257469</ext-link></comment> <object-id pub-id-type="pmid">25301627</object-id></mixed-citation></ref>
<ref id="pone.0140957.ref035"><label>35</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Terayama</surname> <given-names>M</given-names></name>. <article-title>A Catalogue of Aculeate Hymenoptera of Japan</article-title>. <source>Memoirs of the Myrmecological Society of Japan</source>. <year>2004</year>;<volume>2</volume>: <fpage>1</fpage>–<lpage>123</lpage> (in Japanese).</mixed-citation></ref>
<ref id="pone.0140957.ref036"><label>36</label><mixed-citation publication-type="other" xlink:type="simple">Cabinet Office, Government of Japan. Disaster Management White Paper 2014 (in Japanese). 2014. Available: <ext-link ext-link-type="uri" xlink:href="http://www.bousai.go.jp/kaigirep/hakusho/pdf/H26_honbun_1-3bu.pdf" xlink:type="simple">http://www.bousai.go.jp/kaigirep/hakusho/pdf/H26_honbun_1-3bu.pdf</ext-link>. Accessed 10 February 2015.</mixed-citation></ref>
<ref id="pone.0140957.ref037"><label>37</label><mixed-citation publication-type="other" xlink:type="simple">Ministry of Environment, Japan (MOE). Progress on Off-site cleanup efforts in Japan. 2014. Available: <ext-link ext-link-type="uri" xlink:href="http://www.env.go.jp/en/focus/docs/files/20140516-85.pdf" xlink:type="simple">http://www.env.go.jp/en/focus/docs/files/20140516-85.pdf</ext-link>. Accessed 12 March 2015.</mixed-citation></ref>
<ref id="pone.0140957.ref038"><label>38</label><mixed-citation publication-type="other" xlink:type="simple">National and Regional Planning Bureau of the Ministry of Land, Infrastructure, Trans-port and Tourism of Japan (NRPB). National Land Numerical Information Land utilization tertiary mesh Data. 2009. Available: <ext-link ext-link-type="uri" xlink:href="http://nlftp.mlit.go.jp/ksj-e/gml/datalist/KsjTmplt-L03-a.html" xlink:type="simple">http://nlftp.mlit.go.jp/ksj-e/gml/datalist/KsjTmplt-L03-a.html</ext-link>. Accessed 12 March 2015.</mixed-citation></ref>
<ref id="pone.0140957.ref039"><label>39</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Ogawa</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Takenaka</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Kadoya</surname> <given-names>T</given-names></name>, <name name-style="western"><surname>Ishihama</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>Yamano</surname> <given-names>H</given-names></name>, <name name-style="western"><surname>Akasaka</surname> <given-names>M</given-names></name>. <article-title>Land-use classification and mapping at a whole scale of Japan based on a national vegetation map</article-title>. <source>Jpn J Conserv Ecol</source>. <year>2013</year>;<volume>18</volume>: <fpage>69</fpage>–<lpage>76</lpage> (in Japanese with English abstract).</mixed-citation></ref>
<ref id="pone.0140957.ref040"><label>40</label><mixed-citation publication-type="other" xlink:type="simple">National and Regional Planning Bureau of the Ministry of Land, Infrastructure, Trans-port and Tourism of Japan (NRPB). National Land Numerical Information Elevation, Degree of Slope Tertiary Mesh Data. 2011. Available: <ext-link ext-link-type="uri" xlink:href="http://nlftp.mlit.go.jp/ksj-e/gml/gml_datalist.html" xlink:type="simple">http://nlftp.mlit.go.jp/ksj-e/gml/gml_datalist.html</ext-link>. Accessed 12 March 2015.</mixed-citation></ref>
<ref id="pone.0140957.ref041"><label>41</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Matsuda</surname> <given-names>H</given-names></name>. <article-title>Digital national land information</article-title>. <source>GeoJournal</source>. <year>1980</year>;<volume>4</volume>: <fpage>313</fpage>–<lpage>318</lpage>.</mixed-citation></ref>
<ref id="pone.0140957.ref042"><label>42</label><mixed-citation publication-type="other" xlink:type="simple">QGIS Development Team, QGIS Geographic Information System. Open Source Geospatial Foundation Project. 2014. Available: <ext-link ext-link-type="uri" xlink:href="http://qgis.osgeo.org" xlink:type="simple">http://qgis.osgeo.org</ext-link>. Accessed 12 March 2015.</mixed-citation></ref>
<ref id="pone.0140957.ref043"><label>43</label><mixed-citation publication-type="other" xlink:type="simple">National and Regional Planning Bureau of the Ministry of Land, Infrastructure, Trans-port and Tourism of Japan (NRPB). National Land Numerical InformationSchool. 2012. Available: <ext-link ext-link-type="uri" xlink:href="http://nlftp.mlit.go.jp/ksj-e/gml/datalist/KsjTmplt-P29.html" xlink:type="simple">http://nlftp.mlit.go.jp/ksj-e/gml/datalist/KsjTmplt-P29.html</ext-link>. Accessed 12 March 2015.</mixed-citation></ref>
<ref id="pone.0140957.ref044"><label>44</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Latimer</surname> <given-names>AM</given-names></name>, <name name-style="western"><surname>Wu</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Silander</surname> <given-names>JA</given-names> <suffix>Jr</suffix></name>. <article-title>Building statistical models to analyze species distributions</article-title>. <source>Ecol Appl</source>. <year>2006</year>;<volume>16</volume>: <fpage>33</fpage>–<lpage>50</lpage>. <object-id pub-id-type="pmid">16705959</object-id></mixed-citation></ref>
<ref id="pone.0140957.ref045"><label>45</label><mixed-citation publication-type="book" xlink:type="simple"><name name-style="western"><surname>Gelman</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Carlin</surname> <given-names>JB</given-names></name>, <name name-style="western"><surname>Stern</surname> <given-names>HS</given-names></name>, <name name-style="western"><surname>Rubin</surname> <given-names>DB</given-names></name>. <source>Bayesian Data Analysis</source>, <edition>Second</edition> Edition. <publisher-loc>New York</publisher-loc>: <publisher-name>Chapman &amp; Hall/</publisher-name>CRC; <year>2003</year>.</mixed-citation></ref>
<ref id="pone.0140957.ref046"><label>46</label><mixed-citation publication-type="book" xlink:type="simple"><name name-style="western"><surname>Spiegelhalter</surname> <given-names>DJ</given-names></name>, <name name-style="western"><surname>Thomas</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Best</surname> <given-names>N</given-names></name>, <name name-style="western"><surname>Lunn</surname> <given-names>D</given-names></name>. <chapter-title>WinBUGS Version 1.4 User Manual. MRC Biostatistics Unit</chapter-title>. <publisher-loc>Cambridge</publisher-loc>: <publisher-name>University of Cambridge</publisher-name>; <year>2003</year>.</mixed-citation></ref>
</ref-list>
</back>
</article>