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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. For. Glob. Change</journal-id>
<journal-title>Frontiers in Forests and Global Change</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. For. Glob. Change</abbrev-journal-title>
<issn pub-type="epub">2624-893X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/ffgc.2023.1098666</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Forests and Global Change</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Monoculture plantations impede forest recovery: Evidence from the regeneration of lowland subtropical forest in Hong Kong</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Zhu</surname> <given-names>Huiling</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2099593/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zhang</surname> <given-names>Jinlong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/427923/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Cheuk</surname> <given-names>Mang Lung</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2099603/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Hau</surname> <given-names>Billy C. H.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Fischer</surname> <given-names>Gunter A.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Gale</surname> <given-names>Stephan W.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/657631/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Flora Conservation Department, Kadoorie Farm and Botanic Garden</institution>, <addr-line>Tai Po</addr-line>, <country>Hong Kong SAR, China</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Biological Sciences, The University of Hong Kong</institution>, <addr-line>Pokfulam</addr-line>, <country>Hong Kong SAR, China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Missouri Botanical Garden</institution>, <addr-line>St. Louis, MO</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Nophea Sasaki, Asian Institute of Technology, Thailand</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Bhoj Raj Ghimire, Nepal Open University, Nepal; Yan Gao, Universidad Nacional Aut&#x00F3;noma de M&#x00E9;xico, Mexico</p></fn>
<corresp id="c001">&#x002A;Correspondence: Jinlong Zhang, <email>jlzhang@kfbg.org</email></corresp>
<corresp id="c002">Stephan W. Gale, <email>stephangale@kfbg.org</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Planted Forests, a section of the journal Frontiers in Forests and Global Change</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>6</volume>
<elocation-id>1098666</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Zhu, Zhang, Cheuk, Hau, Fischer and Gale.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Zhu, Zhang, Cheuk, Hau, Fischer and Gale</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Anthropogenic disturbance has led to widespread clearance and degradation of tropical forests, and tree planting has been promoted as an effective solution for recovery. However, trees have been overwhelmingly planted in monocultures or low-diversity mixes and this is expected to have profound, lasting impacts on forest structure, diversity, and functioning. In this study, we tested the extent to which historical vegetation transition types (VTTs) constrain forest recovery in a secondary tropical landscape in Hong Kong, South China. To do so, we overlaid vegetation types (forest, shrubland, pine plantation, grassland) identified in aerial photographs taken in 1956 and 1963 of a 20-ha plot situated in Tai Po Kau Nature Reserve, allowing us to define six historic VTTs, namely: FF (forest to forest), GP (grassland to plantation), GS (grassland to shrubland), SS (shrubland to shrubland), SF (shrubland to forest), and SP (shrubland to plantation). We compared present-day forest structure and species diversity among these VTTs, as determined from a census conducted in 2015, using incidence- and abundance-based rarefaction and extrapolation, and we assessed species&#x2019; association within VTTs using a torus translation test. Our results reveal that stem density and species diversity in naturally regenerated forests were more similar to those of old-growth forest, whereas species diversity in areas occupied by pine plantations was significantly lower as compared with naturally regenerated areas. Despite 60 years of recovery, pine plantations were characterised by a significantly greater proportion of negatively associated species, and late-seral species were still predominantly confined to old-growth patches. Present-day species distribution is chiefly explained by the combined effects of topography and VTT (17.1%), with VTT alone explaining 4.4%. Our study demonstrates that VTT has a significant long-term impact on forest regeneration and community assembly and, importantly, that monocultural plantations (forest plantation) can greatly impede forest recovery. Remnant old-growth forest patches merit priority protection, and active restoration, including thinning and enhancement planting, is necessary to facilitate forest succession.</p>
</abstract>
<kwd-group>
<kwd>subtropical forest</kwd>
<kwd>land-use history</kwd>
<kwd>biodiversity</kwd>
<kwd>aerial photograph</kwd>
<kwd>torus translation test</kwd>
<kwd>succession</kwd>
<kwd>forest restoration</kwd>
<kwd>vegetation transition types</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="3"/>
<equation-count count="4"/>
<ref-count count="140"/>
<page-count count="14"/>
<word-count count="11642"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>1. Introduction</title>
<p>The occurrence of tree species within forest communities is defined by an interplay of environmental variables and historic disturbance (<xref ref-type="bibr" rid="B62">Hermy and Verheyen, 2007</xref>). Key environmental variables that contribute to the establishment and survival of a tree within its habitat include topographic factors, light availability, moisture, humidity, and soil properties (<xref ref-type="bibr" rid="B61">Harms et al., 2001</xref>; <xref ref-type="bibr" rid="B31">Comita et al., 2007</xref>; <xref ref-type="bibr" rid="B140">Zuleta et al., 2020</xref>). A habitat-association relationship of this sort has been confirmed by a number of studies conducted in forest dynamic plots in the tropics (<xref ref-type="bibr" rid="B58">Gunatilleke et al., 2006</xref>; <xref ref-type="bibr" rid="B77">Lai et al., 2009</xref>; <xref ref-type="bibr" rid="B11">Bin et al., 2016</xref>; <xref ref-type="bibr" rid="B60">Guo et al., 2016</xref>). However, as most forest dynamic plots are established in primary forest, these studies overwhelmingly focus on quantifying the relative importance of various environmental factors and tend to disregard the role of anthropogenic disturbances (<xref ref-type="bibr" rid="B121">Uriarte et al., 2004</xref>; <xref ref-type="bibr" rid="B117">Thompson et al., 2007</xref>). Indeed, forest plots in primary forest do not generally account for a human disturbance dimension and may therefore not be suitable for testing the relative contribution of historic disturbance regimes in limiting species distributions (<xref ref-type="bibr" rid="B41">Davies et al., 2021</xref>).</p>
<p>However, more than half of all tropical moist forests globally are at various stages of secondary regrowth following human-induced impact and conversion (<xref ref-type="bibr" rid="B126">Wright, 2005</xref>; <xref ref-type="bibr" rid="B14">Brancalion et al., 2019</xref>). Such disturbance may not only lead to the loss of canopy cover and biodiversity, but also fundamentally alter environmental conditions and constrain the forest&#x2019;s capacity to regenerate (<xref ref-type="bibr" rid="B27">Chazdon, 2003</xref>). Depending on the degree of degradation and specific land-use history, secondary forests (<xref ref-type="bibr" rid="B17">Brown and Lugo, 1990</xref>; <xref ref-type="bibr" rid="B36">Corlett, 1994</xref>; <xref ref-type="bibr" rid="B44">Dent and Wright, 2009</xref>) undergo contrasting successional pathways (<xref ref-type="bibr" rid="B96">Norden et al., 2011</xref>; <xref ref-type="bibr" rid="B6">Arroyo-Rodr&#x00ED;guez et al., 2017</xref>). The particular pathway taken and the rate of succession will both be closely related to the initial composition during succession (<xref ref-type="bibr" rid="B47">Egler, 1954</xref>) and the same factors that govern the distribution of species in communities, that is, environmental variables and land-use history (<xref ref-type="bibr" rid="B6">Arroyo-Rodr&#x00ED;guez et al., 2017</xref>). Both factors determine the remaining species pool (<xref ref-type="bibr" rid="B72">Karger et al., 2015</xref>), which comprises the species present <italic>in situ</italic> and/or those able to disperse out of remnant forest fragments nearby, as well as those represented in the soil seed bank (<xref ref-type="bibr" rid="B42">de Medeiros-Sarmento et al., 2021</xref>). Because the scale and intensity of disturbance dictates which species survive and remain locally able to reproduce, disperse and recruit, it also characterises the species pool available for recolonisation and succession (<xref ref-type="bibr" rid="B16">Brown and Boutin, 2009</xref>; <xref ref-type="bibr" rid="B24">Chase, 2003</xref>; <xref ref-type="bibr" rid="B108">Rozendaal et al., 2019</xref>).</p>
<p>Species pool is often greatly reduced after a clear-cut event and may only be able to partially recover (<xref ref-type="bibr" rid="B129">Xu et al., 2015</xref>). However, subsequent land-use type is also an important determining factor. In mountainous parts of South China, for example, where landscape-level forest clearance for agriculture dates back thousands of years, species survive in small, isolated, remnant forest fragments, or in secondary associations, forming small pockets of native biodiversity (<xref ref-type="bibr" rid="B119">Turner and Corlett, 1996</xref>). These pockets often conserve a significant proportion of the original species pool, some of which may be able to recolonise adjacent areas and thus contribute to the regeneration of continuous canopy cover given enough time (<xref ref-type="bibr" rid="B119">Turner and Corlett, 1996</xref>).</p>
<p>Whilst the remnant species pool determines which species are available to recolonise, the precise species composition of newly regenerated secondary communities at a given location is primarily defined by priority effect (<xref ref-type="bibr" rid="B53">Fukami, 2015</xref>; <xref ref-type="bibr" rid="B54">Fukami et al., 2016</xref>). This is an aggregate ecological mechanism that allows those species that remain present in the soil seed bank, or which arrive at a disturbed site sooner, to attain dominance at an early stage of succession, thus enabling them to replace themselves repeatedly from seed where no competing late-seral species are present to initiate species turn-over (<xref ref-type="bibr" rid="B8">Ashton et al., 2001</xref>; <xref ref-type="bibr" rid="B101">Paul et al., 2004</xref>; <xref ref-type="bibr" rid="B55">Goldsmith et al., 2011</xref>). This can lead to arrested succession (<xref ref-type="bibr" rid="B55">Goldsmith et al., 2011</xref>; <xref ref-type="bibr" rid="B133">Young and Peffer, 2010</xref>). Priority effects have a significant impact not only on the dynamics of forest ecosystems, but also on the properties of the active species pool (<xref ref-type="bibr" rid="B53">Fukami, 2015</xref>). As the recovery of tree species diversity and community composition is often a long-term process (<xref ref-type="bibr" rid="B98">Osazuwa-Peters et al., 2015</xref>), historic disturbance and subsequent priority effect can constrain succession for decades or centuries to come. It is thus hypothesised that the signature of different disturbance regimes can be detected in forest communities even over exceptionally long timespans (<xref ref-type="bibr" rid="B70">Johnstone et al., 2016</xref>).</p>
<p>Planting trees is considered an effective approach to overcome priority effects (<xref ref-type="bibr" rid="B123">Weidlich et al., 2021</xref>) and thereby facilitate natural succession of degraded tropical lands (<xref ref-type="bibr" rid="B89">Lugo, 1992</xref>; <xref ref-type="bibr" rid="B78">Lamb et al., 2005</xref>; <xref ref-type="bibr" rid="B40">Crouzeilles et al., 2017</xref>; <xref ref-type="bibr" rid="B94">Meli et al., 2017</xref>). It has generally been argued that biodiversity and ecosystem functioning are better restored <italic>via</italic> tree planting (i.e., active restoration) than by natural succession (i.e., passive restoration) alone (<xref ref-type="bibr" rid="B40">Crouzeilles et al., 2017</xref>; <xref ref-type="bibr" rid="B9">Atkinson and Bonser, 2020</xref>). However, whether this is true or not in all cases remains contentious (<xref ref-type="bibr" rid="B106">Reid et al., 2019</xref>). Monocultures and plantation forest comprising exceptionally low diversity (<xref ref-type="bibr" rid="B52">Food and Agriculture Organization of the United Nations, 2018</xref>) may hamper natural succession as the species pool will be limited and regeneration capacity thereby constrained through priority effects (<xref ref-type="bibr" rid="B92">Maestre and Cortina, 2004</xref>; <xref ref-type="bibr" rid="B66">Holl et al., 2013</xref>; <xref ref-type="bibr" rid="B85">Liu et al., 2018</xref>). Indeed, whether or not active restoration is more effective than natural regeneration will depend on the degree of disturbance and the remaining species pool, as well as the selection of species planted and method of restoration (<xref ref-type="bibr" rid="B27">Chazdon, 2003</xref>; <xref ref-type="bibr" rid="B106">Reid et al., 2019</xref>). An inappropriate restoration method&#x2013;for example, the use of a limited species mix or of species not suited to the modified environment&#x2013;often results in lower diversity and delayed succession (<xref ref-type="bibr" rid="B106">Reid et al., 2019</xref>). Exotic tree plantations often further exacerbate the degradation of ecological functioning, <italic>via</italic> accelerated soil erosion, the promotion of pest outbreaks, and suppression of recovery in other dependent taxa, such as birds (<xref ref-type="bibr" rid="B92">Maestre and Cortina, 2004</xref>). In this sense, tree planting could actually delay or stall recovery. Indeed, analyses in Hong Kong revealed that, at the landscape level, secondary succession of tropical forest can be much faster in naturally regenerated areas as compared to areas planted with monocultural stands of exotic <italic>Eucalyptus</italic>, <italic>Pinus</italic>, and <italic>Acacia</italic> species (<xref ref-type="bibr" rid="B4">Abbas et al., 2019</xref>).</p>
<p>In the present study, we sought to assess the impact of different disturbance regimes caused by historic land-use changes on the current distribution of tree species in South China&#x2019;s secondary forest communities. To do so, we established a 20-ha forest dynamic plot following ForestGEO standards (<xref ref-type="bibr" rid="B5">Anderson-Teixeira et al., 2015</xref>; <xref ref-type="bibr" rid="B41">Davies et al., 2021</xref>) in Hong Kong. All trees inside the plot with a DBH (Diameter at Breast Height) &#x2265; 1 cm were mapped and identified, and their DBH was measured. To determine changes in forest cover over time and characterise specific vegetation transition types, we mapped historic vegetation cover as inferred from a time series of historic black and white aerial photographs. We hypothesise that the spatial distribution of species recovery will reflect historic disturbance regimes and that areas with the highest species diversity today will therefore be associated with small pockets of remnant old-growth forest. We test the correlation between present forest structure [standing tree stem density and above-ground biomass (AGB)], diversity, species composition, and species-vegetation associations with different historic disturbance regimes to address the following questions: (i) do species richness, diversity and the presence/absence of indicator species differ among present-day vegetation types characterised by different disturbance regimes, and (ii), what are the relative influences of disturbance regime and environmental factors on present-day species composition? We discuss our findings in the context of the regenerative potential of degraded tropical lands and the potential for active restoration to overcome inherent barriers to secondary succession.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>2. Materials and methods</title>
<sec id="S2.SS1">
<title>2.1. Study site</title>
<p>Hong Kong is located on the coast of South China and has a marginally tropical climate with an annual average rainfall of 2,325 mm and an annual mean temperature of 23&#x00B0;C (<xref ref-type="bibr" rid="B1">Abbas, 2017</xref>). The zonal vegetation is usually considered evergreen broad-leaved forest (<xref ref-type="bibr" rid="B138">Zhuang and Corlett, 1997</xref>). However, due to widespread anthropogenic activities over the past several centuries, no primary forest remains in the territory (<xref ref-type="bibr" rid="B138">Zhuang and Corlett, 1997</xref>; <xref ref-type="bibr" rid="B37">Corlett, 1999</xref>). Our study site is located in the Tai Po Kau Nature (henceforth, TPK) Reserve, which is situated in Hong Kong&#x2019;s New Territories with an area of 460 ha and a steep, hilly topography. Despite the prevalence of plantations containing a mixture of native (<italic>Castanopsis fissa</italic>, <italic>Cinnamomum camphora</italic>, and <italic>Pinus massoniana</italic>) and exotic (<italic>Acacia confusa</italic>, <italic>Eucalyptus tereticornis</italic>, and <italic>Lophostemon confertus</italic>) species planted between 1956 and 1963, TPK&#x2019;s numerous remote, narrow gullies have protected small fragments of old-growth forest that pre-date WWII. As such, the reserve is regarded as one of the most biologically important secondary lowland woodlands in the territory (<xref ref-type="bibr" rid="B95">Nicholson, 1996</xref>).</p>
<p>A 400 &#x00D7; 500 m 20-ha plot was established inside TPK (22.42&#x00B0;N, 114.17&#x00B0;E) in 2012 (<xref ref-type="fig" rid="F1">Figure 1A</xref>). The elevation of the plot ranges from 214 to 344 m, and the incline of the slope varies from 0.9 to 33.6&#x00B0; (<xref ref-type="fig" rid="F1">Figure 1B</xref>). A full tree census (<xref ref-type="bibr" rid="B33">Condit, 1998</xref>; <xref ref-type="bibr" rid="B5">Anderson-Teixeira et al., 2015</xref>) was undertaken in the plot in 2015. A total of 81,019 individual trees (117,203 stems, including branches) with DBH &#x2265; 1 cm were recorded, belonging to 172 species, 111 genera and 53 families. The most abundant species was the shrub <italic>Psychotria asiatica</italic> with 26,646 individuals, which accounted for 33% of all individuals (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). Data pertaining to dead trees (1,876 stems or branches) were removed, including one species that was represented by a single individual, leaving 171 species for further analysis.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p><bold>(A)</bold> Location and <bold>(B)</bold> topography of the Tai Po Kau 20-ha forest plot.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffgc-06-1098666-g001.tif"/>
</fig>
</sec>
<sec id="S2.SS2">
<title>2.2. Classification of historic vegetation types and change in vegetation transition type over time</title>
<p>We obtained three black-and-white aerial photographs of TPK from the Lands Department of the Hong Kong SAR Government, one from 1956 (<xref ref-type="supplementary-material" rid="FS1">Supplementary Figure 1A</xref>) representing the initial degraded state, one from 1963 (<xref ref-type="supplementary-material" rid="FS1">Supplementary Figure 1B</xref>) representing the early regeneration state, and one from 1983 (<xref ref-type="supplementary-material" rid="FS1">Supplementary Figure 1C</xref>) representing the closed canopy state. As the entire area was forested by 1983, the following assignment of vegetation to transition types was conducted for 1956 and 1963 only. The aerial photographs for these 2 years were firstly geo-referenced, co-registrated and resampled to the same 1 m resolution for comparison. Then, we used the &#x201C;segment mean shift&#x201D; algorithms (<xref ref-type="bibr" rid="B30">Comaniciu and Meer, 1999</xref>) in ArcGIS 10.7 (<xref ref-type="bibr" rid="B48">ESRI, 2019</xref>, Redlands, California, USA) to delineate vegetation parcels with similar texture and grey tone. Segmented vegetation parcels were then divided into three groups based on the <italic>K</italic>-means clustering of averaged grey tone values within each parcel (<xref ref-type="bibr" rid="B130">Yadav and Sharma, 2013</xref>). Finally, manual refinements were made by considering the spatial continuity of each vegetation type.</p>
<p>Four vegetation types were identified in the aerial photographs: grassland, shrubland, pine plantation, and mixed natural forest. Whereas in 1956 the site comprised grassland, shrubland, and mixed natural forest (<xref ref-type="supplementary-material" rid="FS1">Supplementary Figure 1D</xref>), by 1963 the grassland had been substituted by pine plantation and shrubland (<xref ref-type="supplementary-material" rid="FS1">Supplementary Figure 1E</xref>). We overlaid the classified vegetation types in both images to derive six vegetation transition types (VTTs; <xref ref-type="fig" rid="F2">Figure 2</xref>), namely, forest to forest (FF), grassland to pine plantation (GP), grassland to shrubland (GS), shrubland to shrubland (SS), shrubland to forest (SF), and shrubland to pine plantation (SP). Each VTT was regarded as reflecting a distinct vegetation change history. Because the FF VTT represented the occurrence of the oldest canopy cover in the plot, this vegetation was taken as reference old-growth forest. Whereas the GS, SS, and SF VTTs represented natural transitions were thus considered passive restoration, the GP VTT entailed management intervention was thus regarded as active restoration. The resulting vegetation transition map was converted to 20 m resolution (500 20 &#x00D7; 20 m subplots, <xref ref-type="fig" rid="F2">Figure 2</xref>) based on the dominant rule (in which each grid cell was classified according to the VTT that accounted for the largest area within it) for further analyses. Since the area of SP (including six 20 &#x00D7; 20 m subplots, <xref ref-type="fig" rid="F2">Figure 2</xref>) was &#x003C;1 ha, this VTT was excluded from subsequent analysis.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Classification of vegetation transition types (VTTs) from 1956 to 1963 at 20 m resolution. FF, forest to forest; GP, grassland to plantation; GS, grassland to shrubland; SS, shrubland to shrubland; SF, shrubland to forest; SP, shrubland to plantation.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffgc-06-1098666-g002.tif"/>
</fig>
</sec>
<sec id="S2.SS3">
<title>2.3. Data analysis</title>
<sec id="S2.SS3.SSS1">
<title>2.3.1. Comparison of stem density and above-ground biomass among VTTs</title>
<p>We used stem density and AGB to compare present-day forest structure, as determined by the 2015 census, between VTTs. We calculated AGB in kg based on DBH for all the species occurring in each VTT following <xref ref-type="bibr" rid="B26">Chave et al. (2005)</xref>, using the following equation:</p>
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<mml:mtext mathvariant="bold">AGB</mml:mtext>
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<mml:mn>2</mml:mn>
</mml:mmultiscripts>
<mml:mpadded width="+3.3pt">
<mml:mn>0.0281</mml:mn>
</mml:mpadded>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
<mml:mi>ln</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi mathvariant="normal">D</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
<mml:mmultiscripts>
<mml:mo stretchy="false">]</mml:mo>
<mml:mprescripts/>
<mml:none/>
<mml:mn>3</mml:mn>
</mml:mmultiscripts>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Where &#x03C1; is wood density (g/cm<sup>3</sup>) and D is DBH (cm).</p>
<p>Wood densities were mainly compiled from studies conducted in Dinghushan (<xref ref-type="bibr" rid="B135">Zhang et al., 2018</xref>) and Heishiding (<xref ref-type="bibr" rid="B131">Yin et al., 2021</xref>), which represent the two closest ForestGEO plots to Hong Kong. Where data for certain species were not available from these sources, we obtained them from the R package BIOMASS (<xref ref-type="bibr" rid="B107">R&#x00E9;jou-M&#x00E9;chain et al., 2017</xref>). Where no wood density data were available, a mean value was derived from all other congeners, or from all species belonging to the same family, present in the plot.</p>
<p>We tested for significant differences in stem density and AGB between VTTs using resampling, which can reduce the effect of differences due to environmental factors and variable sample size (<xref ref-type="bibr" rid="B22">Chao and Jost, 2012</xref>; <xref ref-type="bibr" rid="B23">Chao et al., 2014</xref>). Twenty-five 20 &#x00D7; 20 m quadrats (total 1 ha) were randomly sampled for each VTT, and indices for both metrics were calculated in each quadrat. This procedure was repeated 1,000 times with replacement. 95% confidence intervals (CIs) were generated from the 2.5 and 97.5% quantiles, corresponding to significance at the 0.05 level (<xref ref-type="bibr" rid="B56">Goldsmith et al., 2006</xref>).</p>
</sec>
<sec id="S2.SS3.SSS2">
<title>2.3.2. Comparison of diversity using rarefaction and extrapolation with Hill&#x2019;s numbers</title>
<p>We used Hill&#x2019;s numbers curves to determine the effect of VTT on biodiversity (<xref ref-type="bibr" rid="B71">Jost, 2007</xref>; <xref ref-type="bibr" rid="B22">Chao and Jost, 2012</xref>; <xref ref-type="bibr" rid="B23">Chao et al., 2014</xref>). The first three Hill&#x2019;s numbers are: (1) species richness (<italic>q</italic> = 0), (2) the exponential of Shannon&#x2019;s entropy index (<italic>q</italic> = 1), and (3) the inverse of Simpson&#x2019;s concentration index (<italic>q</italic> = 2) (<xref ref-type="bibr" rid="B63">Hill, 1973</xref>). These values were calculated using both incidence-based and abundance-based data for each VTT using the &#x201C;iNEXT&#x201D; package in R (<xref ref-type="bibr" rid="B67">Hsieh et al., 2016</xref>). The equation for abundance-based Hill&#x2019;s numbers is:</p>
<disp-formula id="S2.E2">
<label>(2)</label>
<mml:math id="M3">
<mml:mrow>
<mml:mmultiscripts>
<mml:mi>D</mml:mi>
<mml:mprescripts/>
<mml:none/>
<mml:mi>q</mml:mi>
</mml:mmultiscripts>
<mml:mo>=</mml:mo>
<mml:mpadded width="+5pt">
<mml:msup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:munderover>
<mml:mo largeop="true" movablelimits="false" symmetric="true">&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>S</mml:mi>
</mml:munderover>
<mml:msubsup>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>q</mml:mi>
</mml:msubsup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>-</mml:mo>
<mml:mi>q</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mfrac>
</mml:msup>
</mml:mpadded>
</mml:mrow>
</mml:math>
</disp-formula>
<p>And the equation for incidence-based Hill&#x2019;s numbers is:</p>
<disp-formula id="S2.E3">
<label>(3)</label>
<mml:math id="M4">
<mml:mrow>
<mml:mmultiscripts>
<mml:mpadded width="+3.3pt">
<mml:mi mathvariant="normal">&#x0394;</mml:mi>
</mml:mpadded>
<mml:mprescripts/>
<mml:none/>
<mml:mi>q</mml:mi>
</mml:mmultiscripts>
<mml:mo rspace="5.8pt">=</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:munderover>
<mml:mo largeop="true" movablelimits="false" symmetric="true">&#x2211;</mml:mo>
<mml:mrow>
<mml:mpadded width="+3.3pt">
<mml:mi>i</mml:mi>
</mml:mpadded>
<mml:mo rspace="5.8pt">=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>S</mml:mi>
</mml:munderover>
<mml:msup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mfrac>
<mml:msub>
<mml:mi mathvariant="normal">&#x03C0;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:msubsup>
<mml:mo largeop="true" symmetric="true">&#x2211;</mml:mo>
<mml:mrow>
<mml:mpadded width="+3.3pt">
<mml:mi>j</mml:mi>
</mml:mpadded>
<mml:mo rspace="5.8pt">=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>S</mml:mi>
</mml:msubsup>
<mml:msub>
<mml:mi mathvariant="normal">&#x03C0;</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>q</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>-</mml:mo>
<mml:mi>q</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mfrac>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Where <italic>S</italic> is the number of species; <italic>p</italic><sub><italic>i</italic></sub> is the relative abundance of the <italic>i</italic>th species; and &#x03C0;<italic><sub><italic>i</italic></sub></italic> is the relative incidence of the <italic>i</italic>th species. Incidence was calculated based on occurrence in the 20 &#x00D7; 20 m quadrats.</p>
</sec>
<sec id="S2.SS3.SSS3">
<title>2.3.3. Species turnover in different VTTs</title>
<p>In comparing Hill&#x2019;s numbers among different vegetation types, we also tested if species turnover differs among VTTs (<xref ref-type="bibr" rid="B125">Wilson and Shmida, 1984</xref>; <xref ref-type="bibr" rid="B75">Koleff et al., 2003</xref>). Species turnover was visualised using an RGB colour map derived from non-metric multidimensional scaling (NMDS) (<xref ref-type="bibr" rid="B116">Thessler et al., 2005</xref>). To do so, we computed Bray&#x2013;Curtis dissimilarities (<xref ref-type="bibr" rid="B15">Bray and Curtis, 1957</xref>) between all 20 &#x00D7; 20 m quadrats and constrained the results to three axes using the function &#x201C;metaMDS&#x201D; in the &#x201C;vegan&#x201D; package (<xref ref-type="bibr" rid="B97">Oksanen et al., 2022</xref>). The scores of the first three axes were converted to hexadecimal colour values for red, blue, and green, respectively. As the value of RGB colours must be positive integers, we added a constant (1.0) to the NMDS ordination axis scores to make them positive, multiplied them by 100 and then rounded the product. The red, green, and blue layers of each quadrat were overlaid and visualised to create an RGB colour map in ArcGIS (<xref ref-type="bibr" rid="B116">Thessler et al., 2005</xref>). Using this map, we were able to compare species composition chromatically (<xref ref-type="bibr" rid="B116">Thessler et al., 2005</xref>; <xref ref-type="bibr" rid="B64">Hogan et al., 2016</xref>), with greater similarity in colour being indicative of greater similarity in the range of species present.</p>
</sec>
<sec id="S2.SS3.SSS4">
<title>2.3.4. Quantifying the relative importance of VTT and topography</title>
<p>We recorded elevation, slope incline, curvature and aspect in each 20 &#x00D7; 20 m quadrat. These variables have been widely used to define topography in other forest dynamic plots (<xref ref-type="bibr" rid="B61">Harms et al., 2001</xref>; <xref ref-type="bibr" rid="B77">Lai et al., 2009</xref>; <xref ref-type="bibr" rid="B59">Guo et al., 2017</xref>; <xref ref-type="bibr" rid="B41">Davies et al., 2021</xref>). All variables were standardised through <italic>z</italic>-score standardisation (see R code in <xref ref-type="supplementary-material" rid="DS1">Supplementary material</xref>). We then used variation partitioning to quantify the relative importance of VTT and topography in explaining species turnover (<xref ref-type="bibr" rid="B80">Legendre, 2008</xref>; <xref ref-type="bibr" rid="B81">Legendre and Legendre, 2012</xref>; <xref ref-type="bibr" rid="B102">Peres-Neto et al., 2006</xref>). This was carried out using the function &#x201C;varpart&#x201D; (<xref ref-type="bibr" rid="B12">Borcard et al., 1992</xref>; <xref ref-type="bibr" rid="B81">Legendre and Legendre, 2012</xref>) in vegan (<xref ref-type="bibr" rid="B97">Oksanen et al., 2022</xref>).</p>
</sec>
<sec id="S2.SS3.SSS5">
<title>2.3.5. Species&#x2013;VTT association using torus translation test</title>
<p>We used a torus translation test to evaluate the strength of association between species and VTT (<xref ref-type="bibr" rid="B61">Harms et al., 2001</xref>; <xref ref-type="bibr" rid="B140">Zuleta et al., 2020</xref>). This approach allowed us to compare the observed relative densities of a species with the expected densities generated from simulated habitat maps for each vegetation type (<xref ref-type="bibr" rid="B61">Harms et al., 2001</xref>; <xref ref-type="bibr" rid="B31">Comita et al., 2007</xref>; <xref ref-type="bibr" rid="B77">Lai et al., 2009</xref>). We shifted the observed vegetation map by 20 m increments in the four cardinal directions and calculated a relative density for each species. We then ran the torus translation procedure for three simulated maps based on the original map: mirror image, 180&#x00B0; rotation and 180&#x00B0; rotation of the mirror image. As the TPK plot has 500 (20 &#x00D7; 25) 20 m cells, we generated 1999 (500 &#x00D7; 4 &#x2212; 1) simulated maps. If the relative density of a species determined from the original vegetation map deviated from 97.5% of the simulated relative densities (i.e., 0.05 significance for a two-tailed test), the species was judged to be statistically associated (either positively or negatively) with that VTT (<xref ref-type="bibr" rid="B61">Harms et al., 2001</xref>). Sixty-three species represented by &#x003C;20 individuals were excluded for the purpose of this analysis, leaving 108 species (of a total of 171). Analyses were conducted with fgeo.habitat (<xref ref-type="bibr" rid="B83">Lepore, 2018</xref>) in R (see R code in <xref ref-type="supplementary-material" rid="DS1">Supplementary material</xref>).</p>
</sec>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>3. Results</title>
<sec id="S3.SS1">
<title>3.1. Change in vegetation type over time</title>
<p>The study area was found to have gradually transformed from a grassland-dominated landscape to a forest-dominated one as a result of natural succession and active restoration over the study period (<xref ref-type="fig" rid="F3">Figure 3</xref>). Whereas 54.4% (108,770 m<sup>2</sup>) of the plot was grassland in 1956, with scattered patches of mixed natural forest occurring only in ravines along streams and accounting for just 15.9% of the total area (<xref ref-type="fig" rid="F3">Figure 3</xref>), forests occupied 26.1% of the plot in 1963 and 100% in 1983. This transformation was mainly achieved through expansion of remnant natural forest from the streams. However, nearly half (GP: 50,814 m<sup>2</sup>) of the area occupied by grassland in 1956 had been replaced by pine plantation in 1963, with the remaining half (GS: 57,956 m<sup>2</sup>) becoming shrubland (<xref ref-type="fig" rid="F4">Figure 4</xref>). More than half of the shrubland present in 1956 was still shrubland in 1963 (SS: 34,783 m<sup>2</sup>). Only a very small fraction (SP: 4,317 m<sup>2</sup>) of shrubland had been replaced by pine plantation in 1963.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Schematic representation of the area accounted for by each vegetation type within the TPK plot at each time point.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffgc-06-1098666-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Area of each vegetation transition type from 1956 to 1963.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffgc-06-1098666-g004.tif"/>
</fig>
</sec>
<sec id="S3.SS2">
<title>3.2. Stem density and above-ground biomass among VTTs</title>
<p>Stem density was highest in SF and lowest in FF, and whilst there was no significant difference among GS, SS, and FF, it was significantly higher in GP than in SS and FF (<xref ref-type="fig" rid="F5">Figure 5A</xref>). A similar pattern was observed in AGB, although the differences among VTTs were smaller, with that associated with GP being almost the same as for GS (<xref ref-type="fig" rid="F5">Figure 5B</xref>). Differences in stem density were mainly caused by smaller trees (DBH 1&#x2013;5 cm), while differences in AGB were mainly contributed by the trees with intermediate or large diameters (DBH &#x2265; 10 cm) (<xref ref-type="supplementary-material" rid="FS2">Supplementary Figure 2</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Structural attributes of the forest within the TPK plot in 2015, based on census data associated with each vegetation transition type. <bold>(A)</bold> Overall stem density. <bold>(B)</bold> Overall above-ground woody biomass (AGB). Confidence intervals (red dots) indicate the 2.5 and 97.5% quantiles.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffgc-06-1098666-g005.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>3.3. Comparing Hill&#x2019;s numbers among VTTs</title>
<p>Numbers of species and individuals associated with different VTTs are shown in <xref ref-type="table" rid="T1">Table 1</xref>. <italic>Psychotria asiatica</italic> was the dominant species in all vegetation types (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table 2</xref>). Whereas FF was ascribed the highest values for all Hill&#x2019;s numbers, diversity curves were the lowest for GP (<xref ref-type="fig" rid="F6">Figures 6A&#x2013;F</xref>). GS was significantly higher and closer to FF than it was to GP. For the abundance-based curves, Hill&#x2019;s numbers for richness (<italic>q</italic> = 0) declined in the order FF &#x003E; SS &#x003E; GS &#x003E; SF &#x003E; GP. However, 95% CIs overlapped for GS, SS, and FF, indicating no significant difference. Hill&#x2019;s numbers for the exponential of Shannon&#x2019;s entropy index (<italic>q</italic> = 1) and for the inverse of Simpson&#x2019;s concentration index (<italic>q</italic> = 2) declined in the order FF &#x003E; SS &#x003E; SF &#x003E; GS &#x003E; GP. In both cases, most curves were widely separated from one another, apart from GS and SF for <italic>q</italic> = 1 (<xref ref-type="fig" rid="F6">Figures 6B,C</xref>). In the incidence-based curves, whereas the 95% CIs for GS, SS, and SF overlapped with one another and were close to those for FF, those for GP were much lower and clearly separated (<xref ref-type="fig" rid="F6">Figures 6D&#x2013;F</xref>). Coverage of sample size approximated to one for both abundance (<xref ref-type="fig" rid="F6">Figure 6G</xref>) and incidence data (<xref ref-type="fig" rid="F6">Figure 6H</xref>).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Number of species and individuals in each vegetation transition type (see main text for definition of each acronym).</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Type</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">GS</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">GP</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">FF</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">SS</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">SF</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">SP</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">No. of species</td>
<td valign="top" align="center">152</td>
<td valign="top" align="center">123</td>
<td valign="top" align="center">143</td>
<td valign="top" align="center">135</td>
<td valign="top" align="center">106</td>
<td valign="top" align="center">60</td>
</tr>
<tr>
<td valign="top" align="left">No. of individuals</td>
<td valign="top" align="center">27,733</td>
<td valign="top" align="center">24,683</td>
<td valign="top" align="center">11,146</td>
<td valign="top" align="center">10,351</td>
<td valign="top" align="center">5,137</td>
<td valign="top" align="center">763</td>
</tr>
</tbody>
</table></table-wrap>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>Curves of Hill&#x2019;s numbers for each vegetation transition types (VTTs). <bold>(A&#x2013;C)</bold> Abundance-based Hill&#x2019;s numbers. <bold>(D&#x2013;F)</bold> Incidence-based Hill&#x2019;s numbers. In panels <bold>(A)</bold> and <bold>(D)</bold>: <italic>q</italic> = 0 (species richness); in panels <bold>(B)</bold> and <bold>(E)</bold>: <italic>q</italic> = 1 (exponential of Shannon&#x2019;s entropy index); in panels <bold>(C)</bold> and <bold>(F)</bold>: <italic>q</italic> = 2 (inverse of Simpson&#x2019;s concentration index). <bold>(G)</bold> Sample completeness (sample-coverage) curve for abundance data. <bold>(H)</bold> Sample completeness (sample-coverage) curve for incidence data. 95% confidence intervals (CIs) were indicated by the shade areas above and below each curve and were obtained by bootstrapping 1,000 replicates. The sampling unit is 400 m<sup>2</sup> (20 &#x00D7; 20 m quadrat) in the incidence-based analyses.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffgc-06-1098666-g006.tif"/>
</fig>
</sec>
<sec id="S3.SS4">
<title>3.4. Species turnover in different VTTs</title>
<p>Species composition was closely correlated with topography and varied across VTTs (<xref ref-type="fig" rid="F7">Figure 7</xref>). Meanwhile, compositional differences were captured along the elevational gradient in all VTTs except for the area of pine plantation represented by GP (<xref ref-type="fig" rid="F7">Figure 7</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p>Species composition map, showing the colours derived from the three axes of the NMDS ordination analysis. The more similar the colour, the more similar the species composition. Cell size is 20 &#x00D7; 20 m.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffgc-06-1098666-g007.tif"/>
</fig>
</sec>
<sec id="S3.SS5">
<title>3.5. The relative importance of VTT and topography</title>
<p>Variation partitioning showed that VTT and topography accounted for 17.1% of total variation in species composition. Whereas VTT alone explained 4.4% of total variance and topography alone explained 9.7%, both factors together explained 2.9% of variance (<xref ref-type="fig" rid="F8">Figure 8</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption><p>Variation partitioning for vegetation transition types (VTTs) and topography. The entire panel (black outline) indicates total variation partitioning in species composition between explained (coloured circles) and unexplained (white background, the residual) components. Non-overlapping parts of the two circles represent the variation accounted for each factor alone and overlapping parts represent the variation accounted for by both factors together.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffgc-06-1098666-g008.tif"/>
</fig>
</sec>
<sec id="S3.SS6">
<title>3.6. Species&#x2013;VTT association using torus translation test</title>
<p>Of the 108 species tested in the torus translation test, 70 (64.8%) were significantly associated with at least one VTT (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table 2</xref>). Twenty-seven species (25.0%) were negatively associated with GP (<xref ref-type="table" rid="T2">Table 2</xref>), which was the highest number of species among all VTTs, and 17 species (15.7%) were negatively associated with SF. Equally, different VTTs were significantly associated with certain species. FF had the highest number of positively associated species (31) (<xref ref-type="table" rid="T3">Table 3</xref>), which was significantly greater than that for all other VTTs, whereas FF, GS, and SS had relatively few negatively associated species (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Species negatively associated with each vegetation transition type (VTT).</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Vegetation transition type</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">No. of species</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Species</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">FF</td>
<td valign="top" align="center">7</td>
<td valign="top" align="left"><italic>Aporosa dioica, Daphniphyllum calycinum, Ilex asprella, Glochidion wrightii, Cratoxylum cochinchinense, Cinnamomum parthenoxylon, Castanopsis lamontii</italic></td>
</tr>
<tr>
<td valign="top" align="left">GP</td>
<td valign="top" align="center">27</td>
<td valign="top" align="left"><italic>Ardisia quinquegona, Ilex pubescens, Sterculia lanceolata, Ilex viridis, Casearia velutina, Ficus fistulosa, Dichroa febrifuga, Turpinia arguta, Adina pilulifera, Vitex quinata, Archidendron clypearia, Carallia brachiata, Glochidion eriocarpum, Saurauia tristyla, Macaranga sampsonii, Zanthoxylum avicennae, Eurya distichophylla, Cleistocalyx nervosus, Alleizettella leucocarpa, Antidesma venosum, Ardisia hanceana, Huodendron biaristatum</italic> var. <italic>parviflorum, Mallotus hookerianus, Ficus pyriformis, Antidesma japonicum, Cunninghamia lanceolata, Elaeocarpus nitentifolius</italic></td>
</tr>
<tr>
<td valign="top" align="left">GS</td>
<td valign="top" align="center">4</td>
<td valign="top" align="left"><italic>Machilus chekiangensis, Castanopsis carlesii, Syzygium championii, Mallotus hookerianus</italic></td>
</tr>
<tr>
<td valign="top" align="left">SF</td>
<td valign="top" align="center">17</td>
<td valign="top" align="left"><italic>Schefflera heptaphylla, Dichroa febrifuga, Lithocarpus elizabethiae, Macaranga sampsonii, Sloanea sinensis, Eurya distichophylla, Breynia fruticosa, Homalium cochinchinense, Maesa perlaria, Huodendron biaristatum</italic> var. <italic>parviflorum, Sapium discolor, Antidesma fordii, Mallotus hookerianus, Myrica rubra, Ficus pyriformis, Acacia confusa, Antidesma japonicum</italic></td>
</tr>
<tr>
<td valign="top" align="left">SS</td>
<td valign="top" align="center">5</td>
<td valign="top" align="left"><italic>Castanopsis faberi, Macaranga sampsonii, Castanopsis carlesii, Huodendron biaristatum</italic> var. <italic>parviflorum, Antidesma japonicum</italic></td>
</tr>
</tbody>
</table></table-wrap>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Species positively associated with each vegetation transition type (VTT).</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Vegetation transition type</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">No. of species</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Species</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">FF</td>
<td valign="top" align="center">31</td>
<td valign="top" align="left"><italic>Ardisia quinquegona, Euonymus</italic> sp., <italic>Ilex pubescens, Sterculia lanceolata, Ilex viridis, Blastus cochinchinensis, Syzygium rehderianum, Wikstroemia nutans, Turpinia arguta, Archidendron clypearia, Ilex kwangtungensis, Carallia brachiata, Macaranga sampsonii, Sloanea sinensis, Callicarpa brevipes, Aidia canthioides, Aquilaria sinensis, Lithocarpus glaber, Eurya distichophylla, Gardenia jasminoides, Sinosideroxylon wightianum, Ixonanthes reticulata, Antidesma venosum, Huodendron biaristatum</italic> var. <italic>parviflorum, Artocarpus styracifolius, Ehretia longiflora, Mallotus hookerianus, Ficus pyriformis, Acacia confusa, Antidesma japonicum, Elaeocarpus nitentifolius</italic></td>
</tr>
<tr>
<td valign="top" align="left">GP</td>
<td valign="top" align="center">8</td>
<td valign="top" align="left"><italic>Machilus chekiangensis, Aporosa dioica, Ilex asprella, Litsea rotundifolia</italic> var. <italic>oblongifolia, Castanopsis lamontii, Castanopsis faberi, Castanopsis carlesii, Myrica rubra</italic></td>
</tr>
<tr>
<td valign="top" align="left">GS</td>
<td valign="top" align="center">9</td>
<td valign="top" align="left"><italic>Machilus pauhoi, Machilus velutina, Machilus breviflora, Adina pilulifera, Cratoxylum cochinchinense, Zanthoxylum avicennae, Maesa perlaria, Sapium discolor, Viburnum odoratissimum</italic></td>
</tr>
<tr>
<td valign="top" align="left">SF</td>
<td valign="top" align="center">4</td>
<td valign="top" align="left"><italic>Itea chinensis, Reevesia thyrsoidea, Ixonanthes reticulata, Artocarpus styracifolius</italic></td>
</tr>
<tr>
<td valign="top" align="left">SS</td>
<td valign="top" align="center">4</td>
<td valign="top" align="left"><italic>Garcinia oblongifolia, Ardisia quinquegona, Vitex quinata, Carallia brachiata</italic></td>
</tr>
</tbody>
</table></table-wrap>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>4. Discussion</title>
<p>In this study, we explored the impact of historical vegetation type changes, as characterised by a series of empirically defined VTTs, on stem density, AGB, species diversity, and species composition in a secondary lowland forest in South China. We quantified the relative contribution of VTT and topographic variables on the fine-scale distribution of tree species. We report that, at the landscape scale, the distribution of trees today is still heavily constrained by historical VTTs, even after 60 years of combined passive and active recovery. Our findings clearly demonstrate that, although stem density and AGB may recover in a few decades, species diversity and composition do not recover that rapidly.</p>
<sec id="S4.SS1">
<title>4.1. Generalists dominate the entire plot</title>
<p>Species colonising during early succession are usually regarded as generalists or &#x201C;winner&#x201D; species (<xref ref-type="bibr" rid="B93">McKinney and Lockwood, 1999</xref>; <xref ref-type="bibr" rid="B136">Zhao et al., 2015</xref>) owing to their ability to tolerate, and attain dominance under harsh conditions. This appears to be the case at our study site. The common understorey shrub <italic>Psychotria asiatica</italic> alone accounted for 33% of all stems, and the fast-growing trees <italic>Aporosa dioica</italic>, <italic>Diospyros morrisiana</italic>, and <italic>Machilus chekiangensis</italic> were among the most abundant species throughout the entire plot (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). These species exhibit several ecological traits characteristic of generalists, including fruits that are attractive to common wildlife and which are consequently widely dispersed, and high drought-tolerance during the early growth phase, allowing them to compete with grasses and so colonise grassland (<xref ref-type="bibr" rid="B115">Tabarelli et al., 2012</xref>; <xref ref-type="bibr" rid="B136">Zhao et al., 2015</xref>). The seed source of these winner species may have been nearby patches of old-growth forest or shrubland during the initial degraded phase, or they could have dispersed into the plot from further afield.</p>
<p>Classical models of forest succession predict that once the canopy has closed, mid- or late-seral species arrive and establish, thereby facilitating community enrichment (<xref ref-type="bibr" rid="B8">Ashton et al., 2001</xref>; <xref ref-type="bibr" rid="B105">Poorter et al., 2021</xref>). Our results show that this may be unlikely to happen rapidly, given that late-seral species are often rare and overwhelmingly restricted to small patches of old-growth forest (FF), and that seed dispersers are locally extinct, hence limiting opportunities for recovery.</p>
</sec>
<sec id="S4.SS2">
<title>4.2. Forest structure and diversity of different VTTs</title>
<p>Whilst initial vegetation type was found to have a significant impact on present-day abundance-based diversity indices, impact in terms of stem density, AGB and incidence-based diversity indices, which relate to spatial distribution, was limited. In terms of forest age, the different VVTs identified in the TPK plot decline in the order FF &#x003E; (SF, SS) &#x003E; (GP, GS). In old-growth forest, individual tree girth is usually greater and stem density is lower as compared with younger secondary forest (but see <xref ref-type="bibr" rid="B10">Augusto et al., 2000</xref>). Indeed, our results confirm that, at TPK, younger forest (i.e., SF, SS, GP, and GS) tends to have a higher stem density than does older forest (FF). This difference appears to be primarily caused by the presence of very large numbers of small saplings and shrubs (1 cm &#x003C; DBH &#x2264; 5 cm) in shrubland and young forest.</p>
<p>Higher stem densities in these younger forest communities could indicate that competition among individuals is intense (<xref ref-type="bibr" rid="B103">Picard, 2019</xref>) and that natural stem-thinning is therefore likely to ensue (<xref ref-type="bibr" rid="B50">Field et al., 2020</xref>; <xref ref-type="bibr" rid="B127">Wu et al., 2020</xref>). However, stem density peaks in SF, despite this representing a comparatively advanced state of secondary succession in the sequence observed at TPK, suggesting that self-thinning has failed along this successional pathway. We note that an over-dominance of generalist shrubs (e.g., <italic>Psychotria asiatica</italic>) and faster growing, early seral trees (e.g., <italic>Machilus checkiangensis</italic>) in the SF VTT is linked to lower species diversity, higher stem density, and crucially, an absence of late-seral species, as compared with old-growth FF. This appears to limit tree girth increment and prevent species turnover, two features consistent with arrested succession (<xref ref-type="bibr" rid="B74">Kennard, 2002</xref>; <xref ref-type="bibr" rid="B124">Whitfeld et al., 2014</xref>). The markedly different species composition observed between the SF and FF VTTs reinforces this inference and suggests that the successional pathway taken by post-disturbance secondary vegetation at TPK does not lead to reinstatement of authentic late-seral communities.</p>
<p><xref ref-type="bibr" rid="B104">Poorter et al. (2016)</xref> found that AGB can recover by up to 90% of old-growth values after more than 60 years of succession, and that the impact of land-use history on present-day forest composition and structure may be limited in the neotropics. In contrast, our findings demonstrate that land-use history as reflected by historical VTTs can have a significant impact on the recovery of AGB, even after six decades of post-disturbance recovery, which is more in line with predictions made by <xref ref-type="bibr" rid="B69">Jakovac et al. (2021)</xref>. Previous studies have shown that AGB is mainly accounted for by large-diameter stems (<xref ref-type="bibr" rid="B113">Stephenson et al., 2014</xref>; <xref ref-type="bibr" rid="B91">Lutz et al., 2018</xref>) and that large trees are expected to occur more in old-growth forest than in younger associations (<xref ref-type="bibr" rid="B18">Brown et al., 1997</xref>). Our results show that in tropical Asia, where old-growth forest has been extensively converted into agricultural lands, this may not be entirely correct. We find that comparatively young secondary communities, represented by GS, GP, and SF in our study, have higher AGB than FF, the oldest forest community in our analysis. This appears to be because the number of small stems is significantly greater in the younger communities and the number of larger trees is low in FF. Indeed, tree size in South China&#x2019;s remnant old-growth patches are limited owing to several factors. Firstly, although the remnant patches may contain late-seral species, they too have usually been subject to intensive disturbance histories, including fire (<xref ref-type="bibr" rid="B25">Chau and Corlett, 1994</xref>), firewood collection (<xref ref-type="bibr" rid="B37">Corlett, 1999</xref>), and selective logging (<xref ref-type="bibr" rid="B138">Zhuang and Corlett, 1997</xref>) over a period of centuries. Secondly, because these patches are generally restricted to steep ravines, tree size may have been limited by rocky conditions and a lack of top soil due to seasonal flooding, which can lead to stunted tree growth (<xref ref-type="bibr" rid="B88">Lopez and Kursar, 2003</xref>). Thirdly, once the canopy of immediately adjacent secondary forest has been able to close through regeneration, the environment along the streams could be too dark and therefore less suitable for remaining late-seral species to recruit and spread (<xref ref-type="bibr" rid="B79">Lebrija-Trejos et al., 2011</xref>).</p>
<p>In comparison, GS, GP, and SF appear to have higher AGB because winner, generalist species (<xref ref-type="bibr" rid="B93">McKinney and Lockwood, 1999</xref>; <xref ref-type="bibr" rid="B115">Tabarelli et al., 2012</xref>; <xref ref-type="bibr" rid="B51">Filgueiras et al., 2021</xref>) can successfully establish and grow to a larger size or attain a higher stem density on nearby slopes (<xref ref-type="bibr" rid="B136">Zhao et al., 2015</xref>). Indeed, significant increases in AGB are mainly generated by the presence of larger stems (DBH &#x003E; 20 cm) throughout all VTTs, but because high stem density is associated with higher AGB, it does not necessarily reflect a recovery in species composition (<xref ref-type="bibr" rid="B108">Rozendaal et al., 2019</xref>). The exceptionally high number of stems in the young secondary forest communities studied here is primarily made up of generalist and winner species, indicative of arrested succession (<xref ref-type="bibr" rid="B55">Goldsmith et al., 2011</xref>).</p>
</sec>
<sec id="S4.SS3">
<title>4.3. Factors affecting species accumulation and seedling establishment</title>
<p>In analysing forest succession, it is common to substitute space for time to represent a chronosequence (<xref ref-type="bibr" rid="B2">Abbas et al., 2016</xref>, <xref ref-type="bibr" rid="B4">2019</xref>; <xref ref-type="bibr" rid="B105">Poorter et al., 2021</xref>). In the present study, however, we used historic aerial photographs to identify past vegetation types and reconstruct successional pathways, allowing us to estimate the impact of historic land use more accurately. Although species composition was not documented in each subplot at the time the photographs were taken, we were able to retrospectively determine vegetation type using a statistical approach. By overlaying vegetation type distributions as inferred from the resulting time sequence, the specific disturbance history of each subplot could be inferred. This approach reduces ambiguity and highlights subtle but important differences between diverging successional pathways (<xref ref-type="bibr" rid="B96">Norden et al., 2011</xref>; <xref ref-type="bibr" rid="B6">Arroyo-Rodr&#x00ED;guez et al., 2017</xref>; <xref ref-type="bibr" rid="B69">Jakovac et al., 2021</xref>).</p>
<p>Vegetation transition types alone was found to explain 4.4% of variation in present-day species distribution, as compared to 9.7% contributed by topography. A further 2.9% of variation was explained by both factors combined. It is not surprising that the effects of VTT are confounded with those caused by topography, given that both factors tend to act synergistically in constraining ecological tolerance (<xref ref-type="bibr" rid="B59">Guo et al., 2017</xref>; <xref ref-type="bibr" rid="B109">Schmitt et al., 2021</xref>). For example, it is conceivable that in ravines that are too steep or too rocky for conversion to agriculture, pre-existing forest cover was deliberately retained to maintain water supply (<xref ref-type="bibr" rid="B90">Luke et al., 2017</xref>).</p>
<p>Previous studies have shown that, although species richness can recover within a few decades in the tropics (<xref ref-type="bibr" rid="B4">Abbas et al., 2019</xref>), species composition may only partially recover (<xref ref-type="bibr" rid="B129">Xu et al., 2015</xref>). Similarly, our data reveal that, whereas species richness in the various VTTs was able to recover within six decades, species composition has not converged with that observed in old-growth patches (FF) over the same period, indicating that passive forest succession in these VTTs is slow. Potential underlying reasons for this include dispersal limitation (<xref ref-type="bibr" rid="B99">Palma et al., 2021</xref>), reduced species pool (<xref ref-type="bibr" rid="B139">Zobel et al., 1998</xref>), priority effects (<xref ref-type="bibr" rid="B53">Fukami, 2015</xref>; <xref ref-type="bibr" rid="B54">Fukami et al., 2016</xref>), competition (<xref ref-type="bibr" rid="B35">Connell and Slatyer, 1977</xref>; <xref ref-type="bibr" rid="B28">Chen et al., 2019</xref>), and environmental filtering (<xref ref-type="bibr" rid="B68">Jakovac et al., 2016</xref>, <xref ref-type="bibr" rid="B69">2021</xref>), all of which are known to affect both tree seedlings and saplings.</p>
</sec>
<sec id="S4.SS4">
<title>4.4. Why are late-seral species restricted to small old-growth patches?</title>
<p>Multiple studies have found that differences in species composition can be explained by dispersal limitation (<xref ref-type="bibr" rid="B34">Condit et al., 2002</xref>; <xref ref-type="bibr" rid="B110">Shen et al., 2009</xref>; <xref ref-type="bibr" rid="B99">Palma et al., 2021</xref>), environmental gradients (<xref ref-type="bibr" rid="B57">Graco-Roza et al., 2022</xref>), and stochasticity (<xref ref-type="bibr" rid="B7">Asefa et al., 2020</xref>). However, the term &#x201C;dispersal limitation&#x201D; may be too general, encompassing numerous inter-related factors. In fact, there may be several inter-dependent reasons for the failure of establishment of late-successional species (<xref ref-type="bibr" rid="B120">Uhl, 1987</xref>), such as those which were found to be restricted to FF in the present study.</p>
<p>Firstly, the number of seeds that allow these species to establish in neighbouring areas may be far below the minimum threshold required for successful expansion (<xref ref-type="bibr" rid="B100">Palma et al., 2020</xref>) due, for example, to high rates of seed predation (<xref ref-type="bibr" rid="B29">Chung and Corlett, 2006</xref>) or because mother trees are confined to less than optimal conditions and are thus suppressed by over-dominant surrounding trees (<xref ref-type="bibr" rid="B45">Ding and Zang, 2021</xref>).</p>
<p>Secondly, a species&#x2019; ability to germinate and persist will be affected by seed quality, which is itself influenced by genetic factors (<xref ref-type="bibr" rid="B82">Leimu et al., 2010</xref>). Trees occurring in old-growth patches within secondary forest are often isolated from other conspecific populations, and hence subject to reduced gene flow (<xref ref-type="bibr" rid="B134">Zeng et al., 2012</xref>). Consequently, these species typically exhibit the effects of inbreeding (<xref ref-type="bibr" rid="B82">Leimu et al., 2010</xref>; <xref ref-type="bibr" rid="B132">Young et al., 1996</xref>) and so exhibit reduced seed viability and depressed seed-set (<xref ref-type="bibr" rid="B76">Kuussaari et al., 2009</xref>; <xref ref-type="bibr" rid="B46">Dullinger et al., 2012</xref>). Since this is often indicative of extinction debt (<xref ref-type="bibr" rid="B76">Kuussaari et al., 2009</xref>), conservation attention is important.</p>
<p>Thirdly, even if the species were able to produce a sufficient number of viable seeds, an absence of suitable dispersal agents may prevent them from recolonising surrounding vegetation types (<xref ref-type="bibr" rid="B39">Corlett, 2017</xref>; <xref ref-type="bibr" rid="B112">Silva et al., 2020</xref>). <xref ref-type="bibr" rid="B13">Brancalion et al. (2018)</xref> have shown that late-seral species tend to have larger fruits or seeds that are dispersed by animals or birds. In our study, a number of species within the FF VTT have larger fruits or seeds that are attractive to animals, for example, <italic>Lithocarpus elizabethae</italic>, <italic>Sloanea sinensis</italic>, <italic>Artocarpus styracifolius</italic>, and <italic>Elaeocarpus nitentifolius</italic> (<xref ref-type="bibr" rid="B38">Corlett, 2011</xref>). Successful dispersal of these species into adjacent areas is dependent on a range of dispersal agents, including hornbills, large squirrels, gibbons and other birds and mammals which are no longer present in Hong Kong (<xref ref-type="bibr" rid="B38">Corlett, 2011</xref>). One solution for overcoming this ecological barrier and associated extinction debt would be to reintroduce these locally extinct animal species back into Hong Kong&#x2019;s secondary forests (<xref ref-type="bibr" rid="B114">Svenning and Faurby, 2017</xref>; <xref ref-type="bibr" rid="B21">Carver et al., 2021</xref>). However, it is questionable whether today&#x2019;s secondary vegetation could support the survival of these large dispersal agents: Hong Kong&#x2019;s secondary forests are mostly too homogenised to provide year-round food supply (<xref ref-type="bibr" rid="B122">van Schaik et al., 1993</xref>; <xref ref-type="bibr" rid="B84">Lichstein et al., 2004</xref>; <xref ref-type="bibr" rid="B73">Keith et al., 2009</xref>; <xref ref-type="bibr" rid="B38">Corlett, 2011</xref>).</p>
</sec>
<sec id="S4.SS5">
<title>4.5. Low-diversity forest plantations can impede natural recovery</title>
<p>Pine trees have been widely used for afforestation in Hong Kong (<xref ref-type="bibr" rid="B37">Corlett, 1999</xref>). However, the pine trees previously planted in TPK (<italic>P. massoniana</italic>) were mostly eradicated by wilt disease during the 1970s, resulting in reversion to grassland and shrubland (<xref ref-type="bibr" rid="B137">Zhuang, 1997</xref>). The impact of this can be seen in our results: species diversity was significantly greater in GS than in GP, and it approximated more closely to that found in FF, indicating that natural regeneration was more effective than low diversity active restoration in terms of overall ecological recovery. Indeed, species composition in areas previously under pine plantation differed markedly from that in other VTTs, even after decades of recovery and natural succession. The number of negatively associated species within the pine plantation area was much greater than that in other VTTs, particularly with respect to species indicative of old-growth primary forest, such as <italic>Turpinia arguta</italic>, <italic>Mallotus hookerianus</italic>, and <italic>Ficus pyriformis</italic>. Previous research suggests that <italic>Pinus</italic> species impose an intense priority effect on natural regeneration (<xref ref-type="bibr" rid="B118">Tomimura et al., 2012</xref>) through niche pre-emption and modification (<xref ref-type="bibr" rid="B53">Fukami, 2015</xref>). In addition, monocultural plantations are known to negatively affect soil properties, including cation exchange capacity and availability of phosphorous and potassium (<xref ref-type="bibr" rid="B19">Caravaca et al., 2002</xref>; <xref ref-type="bibr" rid="B92">Maestre and Cortina, 2004</xref>), plus they can adversely affect the composition and diversity of the seedling layer (<xref ref-type="bibr" rid="B32">Comita et al., 2010</xref>). It thus seems important to recognise that any short- to medium-term benefits associated with monocultural plantations in terms of soil stabilisation and reduced fire risk (<xref ref-type="bibr" rid="B37">Corlett, 1999</xref>) could be counteracted by these kinds of long-term detrimental impacts, which can in turn lead to arrested succession (<xref ref-type="bibr" rid="B55">Goldsmith et al., 2011</xref>). Indeed, planting low diversity species mixes can be risky (<xref ref-type="bibr" rid="B65">Holl et al., 2022</xref>), strongly influencing the successional pathway and available species pool in a way that can mean complete canopy coverage is not attained.</p>
</sec>
<sec id="S4.SS6">
<title>4.6. Management and conservation implications</title>
<p>Although biotic homogenisation is often prevalent in secondary forests (<xref ref-type="bibr" rid="B93">McKinney and Lockwood, 1999</xref>; <xref ref-type="bibr" rid="B65">Holl et al., 2022</xref>), secondary forests themselves are not necessarily homogeneous. In particular, patches of old-growth forest that harbour a diverse set of late-seral species may be scattered within a secondary forest matrix in a non-random manner (<xref ref-type="bibr" rid="B87">Liu et al., 2019</xref>; <xref ref-type="bibr" rid="B86">Liu and Slik, 2014</xref>). Such patches are likely to retain higher species diversity and thus be of greater conservation value (<xref ref-type="bibr" rid="B20">Cardoso et al., 2022</xref>), and our results underscore the importance of ensuring that they serve as reservoirs of regenerative potential by identifying and removing key barriers to spread.</p>
<p>Indeed, we reveal that the effects of historical VTTs can persist for 60 years or longer, demonstrating that past disturbance regimes should be taken into account in studies of community assembly and forest succession in degraded tropical landscapes. Our data indicate that many species are unable to colonise monocultural plantations, reinforcing their artificially low diversity, and secondarily making them more vulnerable to pests and diseases, thereby retarding succession (<xref ref-type="bibr" rid="B111">Siemann and Rogers, 2006</xref>; <xref ref-type="bibr" rid="B85">Liu et al., 2018</xref>; <xref ref-type="bibr" rid="B128">Wu et al., 2021</xref>). Conversely, multispecies forest plantations are likely to offer preferable outcomes in terms of ecosystem services (<xref ref-type="bibr" rid="B49">Feng et al., 2022</xref>).</p>
<p>Conservation intervention is clearly necessary to secure the long-term persistence of rare, late-seral species, and overcome the bottlenecks discussed here, by, for instance, selectively thinning the understorey to improve fine-scale conditions that support dispersal, establishment and turnover (<xref ref-type="bibr" rid="B43">Deng et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Ding and Zang, 2021</xref>). Enhancement planting should also be considered to increase overall biodiversity after thinning (<xref ref-type="bibr" rid="B38">Corlett, 2011</xref>; <xref ref-type="bibr" rid="B3">Abbas et al., 2020</xref>), and such interventions may not only be critical for trees and shrubs, but also herbaceous elements, too.</p>
</sec>
</sec>
<sec id="S5" sec-type="data-availability">
<title>Data availability statement</title>
<p>Publicly available datasets were analyzed in this study. This data can be found here: <ext-link ext-link-type="uri" xlink:href="https://forestgeo.si.edu/sites/asia/hong-kong">https://forestgeo.si.edu/sites/asia/hong-kong</ext-link>.</p>
</sec>
<sec id="S6" sec-type="author-contributions">
<title>Author contributions</title>
<p>HZ: data curation, formal analysis, investigation, methodology, visualization, writing original draft, and review and editing. JZ: conceptualization, data curation, methodology, software, validation, writing original draft, and review and editing. MLC: formal analysis, methodology, visualization, and review and editing. BCHH: investigation, methodology, project administration, and review and editing. GAF: conceptualization, investigation, methodology, project administration, and review and editing. SWG: conceptualization, investigation, project administration, and review and editing. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<ack><p>We acknowledge the constructive comments received from mentors present at the 2019 ForestGEO Annual Analytical Workshop funded by the Smithsonian Institution, especially Stuart J. Davies and Sabrina E. Russo for their suggestions on data analysis. We thank Chengjin Chu&#x2019;s lab for providing wood density data for several species. We also thank Prof. Anne Chao for providing comments and suggestions on rarefaction and extrapolation with Hill&#x2019;s numbers. We greatly thank the people who conducted the field survey and data entry for the Tai Po Kau Plot. The survey would not have been possible without financial support from HSBC.</p>
</ack>
<sec id="S7" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="S8" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="S9" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/ffgc.2023.1098666/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/ffgc.2023.1098666/full#supplementary-material</ext-link></p>
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</sec>
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