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            <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/dataset/949219.rdf" xlink:actuate="onRequest">Impacts of turf-coral interactions from allelopathy experiments in Mo'orea, French Polynesia during austral summer (Mar 2022) and austral winter (Sep 2022)</gmx:Anchor>
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                <gmx:Anchor xlink:href="https://ror.org/01zkghx44" xlink:title="ROR ID" xlink:actuate="onRequest">Georgia Institute of Technology</gmx:Anchor>
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            <gco:CharacterString>Cite this dataset as: Altman-Kurosaki, N. T., Hay, M. E., Pratte, Z., Stewart, F. J. (2025) Impacts of turf-coral interactions from allelopathy experiments in Mo'orea, French Polynesia during austral summer (Mar 2022) and austral winter (Sep 2022). Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2025-01-23 [if applicable, indicate subset used]. http://lod.bco-dmo.org/id/dataset/949219 [access date]</gco:CharacterString>
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        <gco:CharacterString>Turf-coral interactions Dataset Description: &amp;lt;p&amp;gt;This dataset is part of a larger study of the coral reef ecosystem in Mo’orea, French Polynesia that examines&amp;amp;nbsp;mechanisms governing interactions between damselfish, corals, and turf algae. The different analyses from the broader study are listed here, with links to these associated&amp;amp;nbsp;data&amp;amp;nbsp;in the 'Related Datasets' section below.&amp;amp;nbsp;&amp;amp;nbsp;&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Analyses undertaken include:&amp;lt;/p&amp;gt;

&amp;lt;ul&amp;gt;
&amp;lt;li&amp;gt;Fertilizer impacts on damselfish behavior (&amp;lt;em&amp;gt;Damselfish video dataset 949539)&amp;lt;/em&amp;gt;&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Fertilizer impacts on biomass plus isotopic composition of algal turfs (&amp;lt;em&amp;gt;Damselfish turf biomass dataset 9xxxxx)&amp;lt;/em&amp;gt;&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Fertilizer impacts on coral predation and herbivory&amp;amp;nbsp;(&amp;lt;em&amp;gt;Corallivory dataset 9xxxxxx,&amp;amp;nbsp;&amp;lt;em&amp;gt;Herbivory dataset 9xxxxx)&amp;lt;/em&amp;gt;&amp;lt;/em&amp;gt;&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Impacts of fertilizer and caging on coral and algal growth&amp;amp;nbsp;(&amp;lt;em&amp;gt;Coral growth dataset 9xxxxx,&amp;amp;nbsp;&amp;lt;em&amp;gt;Algal overgrowth dataset 9xxxxxx)&amp;lt;/em&amp;gt;&amp;lt;/em&amp;gt;&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Coral-turf allelopathy&amp;amp;nbsp;(&amp;lt;em&amp;gt;&amp;lt;strong&amp;gt;this dataset of turf extracts PAM data&amp;lt;/strong&amp;gt;,&amp;amp;nbsp;&amp;lt;em&amp;gt;Coral-algal contact dataset 9xxxxxx)&amp;lt;/em&amp;gt;&amp;lt;/em&amp;gt;&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Species composition of turf gardens&amp;amp;nbsp;(&amp;lt;em&amp;gt;dataset 949552 + supplemental for Coral Reefs paper)&amp;lt;/em&amp;gt;&amp;lt;/li&amp;gt;
&amp;lt;/ul&amp;gt;

&amp;lt;p&amp;gt;Organism identifiers for taxonomic names within this dataset:&amp;lt;br /&amp;gt;
Scientific name, LSID (Life Science Identifier)&amp;lt;br /&amp;gt;
&amp;lt;em&amp;gt;Stegastes nigricans&amp;lt;/em&amp;gt;,&amp;amp;nbsp;urn:lsid:marinespecies.org:taxname:218849&amp;lt;br /&amp;gt;
&amp;lt;em&amp;gt;Stegastes&amp;amp;nbsp;punctatus,&amp;amp;nbsp;&amp;lt;/em&amp;gt;urn:lsid:marinespecies.org:taxname:712757&amp;lt;br /&amp;gt;
&amp;lt;em&amp;gt;Acropora pulchra,&amp;amp;nbsp;&amp;lt;/em&amp;gt;urn:lsid:marinespecies.org:taxname:207015&amp;lt;br /&amp;gt;
&amp;lt;em&amp;gt;Porites rus,&amp;amp;nbsp;&amp;lt;/em&amp;gt;urn:lsid:marinespecies.org:taxname:207231&amp;lt;br /&amp;gt;
&amp;lt;em&amp;gt;Sargassum pacificum, ?????&amp;amp;nbsp;&amp;lt;/em&amp;gt;urn:lsid:marinespecies.org:taxname:495052 or three others&amp;lt;br /&amp;gt;
&amp;lt;em&amp;gt;Amansia rhodantha&amp;lt;/em&amp;gt;,&amp;lt;/p&amp;gt; Methods and Sampling: &amp;lt;p&amp;gt;We utilized turfs from territories of &amp;lt;em&amp;gt;Stegastes&amp;amp;nbsp;nigricans &amp;lt;/em&amp;gt;and &amp;lt;em&amp;gt;Stegastes&amp;amp;nbsp;punctatus &amp;lt;/em&amp;gt;to assess: i) turf effects on corals, ii) differential impacts based on turf species composition, and iii) variance in effects on the coral &amp;lt;em&amp;gt;Acropora pulchra &amp;lt;/em&amp;gt;versus&amp;lt;em&amp;gt; Porites rus&amp;lt;/em&amp;gt;. Species composition of turfs in territories of &amp;lt;em&amp;gt;S. nigricans &amp;lt;/em&amp;gt;versus &amp;lt;em&amp;gt;S. punctatus &amp;lt;/em&amp;gt;was assessed&amp;lt;em&amp;gt; &amp;lt;/em&amp;gt;by collecting turf haphazardly from territories (n = 12) of each damselfish species spread across an approximately 0.07 km&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; region in both March and September 2022. Samples from &amp;lt;em&amp;gt;S. nigricans &amp;lt;/em&amp;gt;territories were collected using a 1.3 cm grommet punch and from &amp;lt;em&amp;gt;S. punctatus&amp;lt;/em&amp;gt; territories by cutting a similarly sized area from territories on &amp;lt;em&amp;gt;A. pulchra&amp;lt;/em&amp;gt; bases. Turfs were stored in 4% formalin in seawater, and species composition quantified following methods of Diaz-Pulido and McCook (2002). See Related Datasets section below for dataset 949552 on turf cover species composition.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;In March 2022 (mean water temp = 28.6°C; Leichter et al. 2023), we tested the impacts of the macroalgae &amp;lt;em&amp;gt;Sargassum pacificum&amp;lt;/em&amp;gt; and &amp;lt;em&amp;gt;Amansia rhodantha&amp;lt;/em&amp;gt;, turfs from &amp;lt;em&amp;gt;S. nigricans&amp;lt;/em&amp;gt; or &amp;lt;em&amp;gt;S. punctatus&amp;lt;/em&amp;gt; territories, plastic macroalgal mimics, turf mimics, and no contact controls on the common corals &amp;lt;em&amp;gt;A. pulchra &amp;lt;/em&amp;gt;and &amp;lt;em&amp;gt;P. rus&amp;lt;/em&amp;gt; (n = 12 for each coral x treatment). Macroalgae were chosen due to their high abundance and differing impacts on corals (Rasher and Hay 2010; Longo and Hay 2017; Clements et al. 2020).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;For our assays, seven 6 to 8 cm length coral fragments were collected from 12 individuals of both &amp;lt;em&amp;gt;A. pulchra &amp;lt;/em&amp;gt;and &amp;lt;em&amp;gt;P. rus &amp;lt;/em&amp;gt;in the study area. The fragments were attached with epoxy&amp;amp;nbsp;into the cut-off necks of plastic bottles (Z-spar Splash Zone Compound, Kopcoat, Pittsburgh, Pennsylvania, USA – see Clements et al. 2020), and attached to inverted bottle caps secured to a metal rack ~20 cm above the substrate to limit abrasion from sediments (Figure S1, Altman-Kurosaki et al., 2024). Treatments were assigned using a randomized block design such that each block (coral colony) had one algal treatment affixed to a different fragment from that colony, thus minimizing potential variance associated with individual colonies.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Algal treatments and mimics were applied to corals by zip-tying algae or controls directly to the corals. Turf treatments from &amp;lt;em&amp;gt;S. nigricans &amp;lt;/em&amp;gt;and &amp;lt;em&amp;gt;S. punctatus&amp;lt;/em&amp;gt; territories consisted of ~1.3 cm&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; pieces of substrate with natural turfs attached. Turf mimics (controls for effects of substrate) were substrates of similar size, sterilized in bleach, rinsed thoroughly with filtered seawater, and dried at 60°C&amp;amp;nbsp;for three days&amp;amp;nbsp;prior to use in the field. Macroalgal treatments were thalli ~6 cm in length while controls for the physical presence alone were similar sized plastic aquarium plants resembling &amp;lt;em&amp;gt;Sargassum&amp;lt;/em&amp;gt;.&amp;amp;nbsp;After 13 days, treatment effects on corals were assessed via &amp;lt;em&amp;gt;in situ &amp;lt;/em&amp;gt;pulse-amplitude-modulated (PAM) fluorometry directly at the site of coral-algal contact. PAM fluorometry quantifies the photosynthetic efficiency of coral endosymbionts (Y, or effective quantum yield) which is&amp;amp;nbsp;a correlate of coral fitness.&amp;amp;nbsp;PAM readings were conducted between 0900–1400 hours and were blocked in time, with each block consisting of a random replicate from each coral x algal treatment, and with readings for each coral x algal treatment within a block randomly interspersed through time. Readings took two days, with half of the blocks being assessed each day. PAM fluorometer readings did not show any significant differences based on the date of assessment, thus allowing the measurements from the two separate days to be combined for further analyses&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;In March 2022, we tested for algal allelopathy by extracting the surface chemicals from both of the turf communities using methods of De Nys et al. (1998). Twenty milliliter volumes of turf algae collected from &amp;lt;em&amp;gt;S. nigricans&amp;lt;/em&amp;gt; or &amp;lt;em&amp;gt;S. punctatus&amp;lt;/em&amp;gt; territories were spun for 30 seconds in a mesh bag and blotted with paper towels to remove excess water. Algae were then vortexed for 30 seconds in 50 mL of hexane, the hexane decanted, and then evaporated under a fume hood for 8.5 hours, leaving the lipid soluble surface extracts. Surface extracts from each turf type were separately resuspended in 1 mL of methanol before being added to phytagel strips following the methods outlined in Rasher and Hay (2010).&amp;amp;nbsp;Control strips were made with 500 mL of methanol but no algal extract. Strips were refrigerated for less than 12 hours prior to deployment in the field.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Effects of extracts were assessed &amp;lt;em&amp;gt;in situ&amp;lt;/em&amp;gt; by zip-tying phytagel strips directly to fragments of &amp;lt;em&amp;gt;A. pulchra &amp;lt;/em&amp;gt;and &amp;lt;em&amp;gt;P. rus&amp;lt;/em&amp;gt; for 24 hours in the field. New coral fragments were collected, placed on racks, and blocked by colony (as above) so that a control strip and strips with extracts from each turf type were blocked by individual coral colony for each of the two coral species (n = 12 blocks per treatment). Treatment effects on photosynthetic efficiency were measured after 24 hours&amp;amp;nbsp;using PAM fluorometry, with assessments conducted between 0900–1400 hr. PAM readings were compared between coral x algal treatments using beta regression with coral colony ID as a random effect.&amp;amp;nbsp;&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;We hypothesized that seasonal outcomes of coral-algal interactions could be due to seasonal variance in the production of allelochemicals by algae or resistance to those chemicals by corals. Given this, the surface extract assay was repeated with newly collected coral fragments in austral winter from&amp;amp;nbsp;September 25–28, 2022, when temperatures averaged 26.3°C&amp;amp;nbsp;(i.e., 2.3°C&amp;amp;nbsp;cooler than during the austral summer experiments in March). To account for differences in turf allelopathy due to seasonal changes, we tested the allelopathy of turf extracts using from turf that was freshly collected in September (austral winter) versus extracts from turf that had been&amp;amp;nbsp;collected in March (austral summer)&amp;amp;nbsp;and preserved at -80°C. If extracts from turf that were collected in March had a reduced effect in September and/or if extracts from turf that was collected in September had a lower impact on corals relative to the March turf, then this could suggest that allelopathic effects of turfs on corals are reduced in winter months. PAM readings were compared between coral species x treatments using beta regression with coral colony ID as a random effect.&amp;lt;/p&amp;gt;</gco:CharacterString>
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Coral reefs are extremely diverse, supply critical ecosystem services, and are collapsing at an alarming rate, with 80% coral loss in the Caribbean and &amp;gt;50% in the Pacific in recent decades. Previous studies emphasized negative interactions (competition, predation) as structuring reef systems, but positive interactions in such species-rich systems could be of equal importance in maintaining ecosystem function. If foundation species like corals depend on positive interactions, then their fitness may decline with the loss of surrounding species, creating a biodiversity meltdown where loss of one coral causes losses of others. This project conducts manipulative field experiments to understand the role of coral biodiversity in facilitating coral growth, survival, resilience, and retention of these foundation species and the critical ecosystem services they provide in shallow tropical seas. This project is committed to: 1) Educating and exciting influential business and civic leaders about conservation and restoration of coastal marine systems before these systems lose ecological function and value. This will involve influential Rotary clubs within North Georgia/Atlanta (the major economic engine of the southeastern US) as an initial focus. 2) Using the Research News and Institute Communications Office at Georgia Tech and well-developed contacts with science writers to produce popular press pieces on important ocean ecology discoveries emerging from these studies. (3) Organizing a public workshop of internationally prominent scientists focused on Maintaining Marine Biodiversity as a Strategy to Sustain Ecosystem Services and Coastal Cultures and Economies. A previous effort like this, organized by the investigators, attracted about 200 attendees and was webcast to numerous high schools in Georgia and to foreign investigators in less developed countries that could not attend. Speakers also conducted in-person video interviews with local high school classes. Due to that success, this model will be repeated. 4) Working with an association of educators and cultural leaders in French Polynesia to produce electronic format presentations on our work and on reef conservation that are appropriate for use by both teachers and leaders within Polynesian culture.&lt;/p&gt;
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	Units: dimensionless
	Description: &lt;p&gt;PAM reading divided by 1000 since effective quantum yield (Y) is bounded between 0 and 1&lt;/p&gt; 
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	Name: ColonyID_Control_yield
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	Description: &lt;p&gt;The effective quantum yield of the branch from a given colony that was used as the control in the seasonal allelopathy experiment. Used in preliminary analyses of the seasonal allelopathy experiment to examine colony level effects&amp;quot;&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/949457.rdf
	Name: file_name
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                <gco:CharacterString>&amp;lt;p&amp;gt;We utilized turfs from territories of &amp;lt;em&amp;gt;Stegastes&amp;amp;nbsp;nigricans &amp;lt;/em&amp;gt;and &amp;lt;em&amp;gt;Stegastes&amp;amp;nbsp;punctatus &amp;lt;/em&amp;gt;to assess: i) turf effects on corals, ii) differential impacts based on turf species composition, and iii) variance in effects on the coral &amp;lt;em&amp;gt;Acropora pulchra &amp;lt;/em&amp;gt;versus&amp;lt;em&amp;gt; Porites rus&amp;lt;/em&amp;gt;. Species composition of turfs in territories of &amp;lt;em&amp;gt;S. nigricans &amp;lt;/em&amp;gt;versus &amp;lt;em&amp;gt;S. punctatus &amp;lt;/em&amp;gt;was assessed&amp;lt;em&amp;gt; &amp;lt;/em&amp;gt;by collecting turf haphazardly from territories (n = 12) of each damselfish species spread across an approximately 0.07 km&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; region in both March and September 2022. Samples from &amp;lt;em&amp;gt;S. nigricans &amp;lt;/em&amp;gt;territories were collected using a 1.3 cm grommet punch and from &amp;lt;em&amp;gt;S. punctatus&amp;lt;/em&amp;gt; territories by cutting a similarly sized area from territories on &amp;lt;em&amp;gt;A. pulchra&amp;lt;/em&amp;gt; bases. Turfs were stored in 4% formalin in seawater, and species composition quantified following methods of Diaz-Pulido and McCook (2002). See Related Datasets section below for dataset 949552 on turf cover species composition.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;In March 2022 (mean water temp = 28.6°C; Leichter et al. 2023), we tested the impacts of the macroalgae &amp;lt;em&amp;gt;Sargassum pacificum&amp;lt;/em&amp;gt; and &amp;lt;em&amp;gt;Amansia rhodantha&amp;lt;/em&amp;gt;, turfs from &amp;lt;em&amp;gt;S. nigricans&amp;lt;/em&amp;gt; or &amp;lt;em&amp;gt;S. punctatus&amp;lt;/em&amp;gt; territories, plastic macroalgal mimics, turf mimics, and no contact controls on the common corals &amp;lt;em&amp;gt;A. pulchra &amp;lt;/em&amp;gt;and &amp;lt;em&amp;gt;P. rus&amp;lt;/em&amp;gt; (n = 12 for each coral x treatment). Macroalgae were chosen due to their high abundance and differing impacts on corals (Rasher and Hay 2010; Longo and Hay 2017; Clements et al. 2020).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;For our assays, seven 6 to 8 cm length coral fragments were collected from 12 individuals of both &amp;lt;em&amp;gt;A. pulchra &amp;lt;/em&amp;gt;and &amp;lt;em&amp;gt;P. rus &amp;lt;/em&amp;gt;in the study area. The fragments were attached with epoxy&amp;amp;nbsp;into the cut-off necks of plastic bottles (Z-spar Splash Zone Compound, Kopcoat, Pittsburgh, Pennsylvania, USA – see Clements et al. 2020), and attached to inverted bottle caps secured to a metal rack ~20 cm above the substrate to limit abrasion from sediments (Figure S1, Altman-Kurosaki et al., 2024). Treatments were assigned using a randomized block design such that each block (coral colony) had one algal treatment affixed to a different fragment from that colony, thus minimizing potential variance associated with individual colonies.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Algal treatments and mimics were applied to corals by zip-tying algae or controls directly to the corals. Turf treatments from &amp;lt;em&amp;gt;S. nigricans &amp;lt;/em&amp;gt;and &amp;lt;em&amp;gt;S. punctatus&amp;lt;/em&amp;gt; territories consisted of ~1.3 cm&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; pieces of substrate with natural turfs attached. Turf mimics (controls for effects of substrate) were substrates of similar size, sterilized in bleach, rinsed thoroughly with filtered seawater, and dried at 60°C&amp;amp;nbsp;for three days&amp;amp;nbsp;prior to use in the field. Macroalgal treatments were thalli ~6 cm in length while controls for the physical presence alone were similar sized plastic aquarium plants resembling &amp;lt;em&amp;gt;Sargassum&amp;lt;/em&amp;gt;.&amp;amp;nbsp;After 13 days, treatment effects on corals were assessed via &amp;lt;em&amp;gt;in situ &amp;lt;/em&amp;gt;pulse-amplitude-modulated (PAM) fluorometry directly at the site of coral-algal contact. PAM fluorometry quantifies the photosynthetic efficiency of coral endosymbionts (Y, or effective quantum yield) which is&amp;amp;nbsp;a correlate of coral fitness.&amp;amp;nbsp;PAM readings were conducted between 0900–1400 hours and were blocked in time, with each block consisting of a random replicate from each coral x algal treatment, and with readings for each coral x algal treatment within a block randomly interspersed through time. Readings took two days, with half of the blocks being assessed each day. PAM fluorometer readings did not show any significant differences based on the date of assessment, thus allowing the measurements from the two separate days to be combined for further analyses&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;In March 2022, we tested for algal allelopathy by extracting the surface chemicals from both of the turf communities using methods of De Nys et al. (1998). Twenty milliliter volumes of turf algae collected from &amp;lt;em&amp;gt;S. nigricans&amp;lt;/em&amp;gt; or &amp;lt;em&amp;gt;S. punctatus&amp;lt;/em&amp;gt; territories were spun for 30 seconds in a mesh bag and blotted with paper towels to remove excess water. Algae were then vortexed for 30 seconds in 50 mL of hexane, the hexane decanted, and then evaporated under a fume hood for 8.5 hours, leaving the lipid soluble surface extracts. Surface extracts from each turf type were separately resuspended in 1 mL of methanol before being added to phytagel strips following the methods outlined in Rasher and Hay (2010).&amp;amp;nbsp;Control strips were made with 500 mL of methanol but no algal extract. Strips were refrigerated for less than 12 hours prior to deployment in the field.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Effects of extracts were assessed &amp;lt;em&amp;gt;in situ&amp;lt;/em&amp;gt; by zip-tying phytagel strips directly to fragments of &amp;lt;em&amp;gt;A. pulchra &amp;lt;/em&amp;gt;and &amp;lt;em&amp;gt;P. rus&amp;lt;/em&amp;gt; for 24 hours in the field. New coral fragments were collected, placed on racks, and blocked by colony (as above) so that a control strip and strips with extracts from each turf type were blocked by individual coral colony for each of the two coral species (n = 12 blocks per treatment). Treatment effects on photosynthetic efficiency were measured after 24 hours&amp;amp;nbsp;using PAM fluorometry, with assessments conducted between 0900–1400 hr. PAM readings were compared between coral x algal treatments using beta regression with coral colony ID as a random effect.&amp;amp;nbsp;&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;We hypothesized that seasonal outcomes of coral-algal interactions could be due to seasonal variance in the production of allelochemicals by algae or resistance to those chemicals by corals. Given this, the surface extract assay was repeated with newly collected coral fragments in austral winter from&amp;amp;nbsp;September 25–28, 2022, when temperatures averaged 26.3°C&amp;amp;nbsp;(i.e., 2.3°C&amp;amp;nbsp;cooler than during the austral summer experiments in March). To account for differences in turf allelopathy due to seasonal changes, we tested the allelopathy of turf extracts using from turf that was freshly collected in September (austral winter) versus extracts from turf that had been&amp;amp;nbsp;collected in March (austral summer)&amp;amp;nbsp;and preserved at -80°C. If extracts from turf that were collected in March had a reduced effect in September and/or if extracts from turf that was collected in September had a lower impact on corals relative to the March turf, then this could suggest that allelopathic effects of turfs on corals are reduced in winter months. PAM readings were compared between coral species x treatments using beta regression with coral colony ID as a random effect.&amp;lt;/p&amp;gt;</gco:CharacterString>
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                <gco:CharacterString>&amp;lt;p&amp;gt;Code for processing data can be found at: https://github.com/naltmank/coral_turf_contact_exp &amp;lt;em&amp;gt;&amp;lt;strong&amp;gt;[recommend getting a DOI for the code if possible]&amp;lt;/strong&amp;gt;&amp;lt;/em&amp;gt;&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Pulse-amplitude-modulated (PAM) fluorometer readings were compared between coral x algal treatments using beta regression with coral colony ID as a random effect.&amp;amp;nbsp; [&amp;lt;em&amp;gt;&amp;lt;strong&amp;gt;more details needed on how that was done]&amp;lt;/strong&amp;gt;&amp;lt;/em&amp;gt;&amp;lt;/p&amp;gt;</gco:CharacterString>
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                  <gco:CharacterString>- Imported data from source files &amp;quot;turf_extract_pam_data_winter.csv&amp;quot; and &amp;quot;turf_extract_pam_data_march.csv&amp;quot; into the BCO-DMO data system. 
- Concatenated austral winter and austral summer data into single data file
- Modified parameter (column) names to conform with BCO-DMO naming conventions. Replaced dot separators with underscores. The only allowed characters are A-Z,a-z,0-9, and underscores. No spaces, hyphens, commas, parentheses, periods, or Greek letters.
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- Added a column for Season (either austral winter or austral summer)</gco:CharacterString>
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