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<journal-id journal-id-type="nlm-ta">PLoS ONE</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosone</journal-id>
<journal-title-group>
<journal-title>PLOS ONE</journal-title>
</journal-title-group>
<issn pub-type="epub">1932-6203</issn>
<publisher>
<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, CA USA</publisher-loc>
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<article-meta>
<article-id pub-id-type="doi">10.1371/journal.pone.0247321</article-id>
<article-id pub-id-type="publisher-id">PONE-D-20-23944</article-id>
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<subj-group subj-group-type="heading">
<subject>Registered Report Protocol</subject>
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<subject>Biology and life sciences</subject><subj-group><subject>Organisms</subject><subj-group><subject>Eukaryota</subject><subj-group><subject>Animals</subject><subj-group><subject>Vertebrates</subject><subj-group><subject>Amniotes</subject><subj-group><subject>Mammals</subject><subj-group><subject>Dogs</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Zoology</subject><subj-group><subject>Animals</subject><subj-group><subject>Vertebrates</subject><subj-group><subject>Amniotes</subject><subj-group><subject>Mammals</subject><subj-group><subject>Dogs</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Behavior</subject><subj-group><subject>Animal behavior</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Social sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Behavior</subject><subj-group><subject>Animal behavior</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Zoology</subject><subj-group><subject>Animal behavior</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Organisms</subject><subj-group><subject>Eukaryota</subject><subj-group><subject>Animals</subject><subj-group><subject>Pets and companion animals</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Zoology</subject><subj-group><subject>Animals</subject><subj-group><subject>Pets and companion animals</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Public and occupational health</subject><subj-group><subject>Physical activity</subject><subj-group><subject>Physical fitness</subject><subj-group><subject>Exercise</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Sports and exercise medicine</subject><subj-group><subject>Exercise</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Sports science</subject><subj-group><subject>Sports and exercise medicine</subject><subj-group><subject>Exercise</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Neuroscience</subject><subj-group><subject>Cognitive science</subject><subj-group><subject>Cognitive psychology</subject><subj-group><subject>Learning</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Cognitive psychology</subject><subj-group><subject>Learning</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Social sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Cognitive psychology</subject><subj-group><subject>Learning</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Neuroscience</subject><subj-group><subject>Learning and memory</subject><subj-group><subject>Learning</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Social sciences</subject><subj-group><subject>Law and legal sciences</subject><subj-group><subject>Criminal justice system</subject><subj-group><subject>Law enforcement</subject><subj-group><subject>Police</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>People and places</subject><subj-group><subject>Population groupings</subject><subj-group><subject>Professions</subject><subj-group><subject>Police</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Agriculture</subject><subj-group><subject>Animal management</subject><subj-group><subject>Animal performance</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Behavior</subject><subj-group><subject>Animal behavior</subject><subj-group><subject>Collective animal behavior</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Social sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Behavior</subject><subj-group><subject>Animal behavior</subject><subj-group><subject>Collective animal behavior</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Zoology</subject><subj-group><subject>Animal behavior</subject><subj-group><subject>Collective animal behavior</subject></subj-group></subj-group></subj-group></subj-group></article-categories>
<title-group>
<article-title>Improving dog training methods: Efficacy and efficiency of reward and mixed training methods</article-title>
<alt-title alt-title-type="running-head">Efficacy and efficiency of dog training methods</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-3357-7282</contrib-id>
<name name-style="western">
<surname>Vieira de Castro</surname>
<given-names>Ana Catarina</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Data curation</role>
<role content-type="https://casrai.org/credit/">Funding acquisition</role>
<role content-type="https://casrai.org/credit/">Investigation</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Project administration</role>
<role content-type="https://casrai.org/credit/">Supervision</role>
<role content-type="https://casrai.org/credit/">Visualization</role>
<role content-type="https://casrai.org/credit/">Writing – original draft</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="corresp" rid="cor001">*</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Araújo</surname>
<given-names>Ângelo</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Funding acquisition</role>
<role content-type="https://casrai.org/credit/">Investigation</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Project administration</role>
<role content-type="https://casrai.org/credit/">Resources</role>
<role content-type="https://casrai.org/credit/">Supervision</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Fonseca</surname>
<given-names>André</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Funding acquisition</role>
<role content-type="https://casrai.org/credit/">Investigation</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Project administration</role>
<role content-type="https://casrai.org/credit/">Resources</role>
<xref ref-type="aff" rid="aff004"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Olsson</surname>
<given-names>I. Anna S.</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Data curation</role>
<role content-type="https://casrai.org/credit/">Funding acquisition</role>
<role content-type="https://casrai.org/credit/">Investigation</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Project administration</role>
<role content-type="https://casrai.org/credit/">Resources</role>
<role content-type="https://casrai.org/credit/">Supervision</role>
<role content-type="https://casrai.org/credit/">Validation</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
</contrib>
</contrib-group>
<aff id="aff001"><label>1</label> <addr-line>Instituto de Biologia Molecular e Celular, Universidade do Porto, Porto, Portugal</addr-line></aff>
<aff id="aff002"><label>2</label> <addr-line>i3S –Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal</addr-line></aff>
<aff id="aff003"><label>3</label> <addr-line>Polícia de Segurança Pública, Lisbon, Portugal</addr-line></aff>
<aff id="aff004"><label>4</label> <addr-line>CINAMIL, The Military Academy Research Center of the Portuguese Army, Lisbon, Portugal</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple">
<name name-style="western">
<surname>Clegg</surname>
<given-names>Simon</given-names>
</name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"/>
</contrib>
</contrib-group>
<aff id="edit1"><addr-line>University of Lincoln, UNITED KINGDOM</addr-line></aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>The authors have declared that no competing interests exist.</p>
</fn>
<corresp id="cor001">* E-mail: <email xlink:type="simple">ana.castro@ibmc.up.pt</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>19</day>
<month>2</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>16</volume>
<issue>2</issue>
<elocation-id>e0247321</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>7</month>
<year>2020</year>
</date>
<date date-type="accepted">
<day>4</day>
<month>2</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-year>2021</copyright-year>
<copyright-holder>de Castro et al</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="info:doi/10.1371/journal.pone.0247321"/>
<abstract>
<p>Dogs play an important role in our society as companions and work partners, and proper training of these dogs is pivotal. For companion dogs, training helps preventing or managing dog behavioral problems—the most frequently cited reason for relinquishing and euthanasia, and it promotes successful dog-human relationships and thus maximizes benefits humans derive from bonding with dogs. For working dogs, training is crucial for them to successfully accomplish their jobs. Dog training methods range widely from those using predominantly aversive stimuli (aversive methods), to those combining aversive and rewarding stimuli (mixed methods) and those focusing on the use of rewards (reward methods). The use of aversive stimuli in training is highly controversial and several veterinary and animal protection organizations have recommended a ban on pinch collars, e-collars and other techniques that induce fear or pain in dogs, on the grounds that such methods compromise dog welfare. At the same time, training methods based on the use of rewards are claimed to be more humane and equally or more effective than aversive or mixed methods. This important discussion, however, has not always been based in solid scientific evidence. Although there is growing scientific evidence that training with aversive stimuli has a negative impact on dog welfare, the scientific literature on the efficacy and efficiency of the different methodologies is scarce and inconsistent. Hence, the goal of the current study is to investigate the efficacy and efficiency of different dog training methods. To that end, we will apply different dog training methods in a population of working dogs and evaluate the outcome after a period of training. The use of working dogs will allow for a rigorous experimental design and control, with randomization of treatments. Military (n = 10) and police (n = 20) dogs will be pseudo-randomly allocated to two groups. One group will be trained to perform a set of tasks (food refusal, interrupted recall, dumbbell retrieval and placing items in a basket) using reward methods and the other group will be trained for the same tasks using mixed methods. Later, the dogs will perform a standardized test where they will be required to perform the trained behaviors. The reliability of the behaviors and the time taken to learn them will be assessed in order to evaluate the efficacy and efficiency, respectively, of the different training methods. This study will be performed in collaboration with the Portuguese Army and with the Portuguese Public Security Police (PSP) and integrated with their dog training programs.</p>
</abstract>
<funding-group>
<funding-statement>The authors received no specific funding for this work.</funding-statement>
</funding-group>
<counts>
<fig-count count="0"/>
<table-count count="1"/>
<page-count count="9"/>
</counts>
<custom-meta-group>
<custom-meta id="data-availability">
<meta-name>Data Availability</meta-name>
<meta-value>All relevant data from this study will be made available upon study completion.</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec001" sec-type="intro">
<title>1. Introduction</title>
<p>The methods used to train dogs range broadly with some using rewards and other non-invasive techniques (reward methods), others using mainly aversive stimuli (aversive methods) and still others using a combination of both (mixed methods). Strong claims have been made for the negative effect of the use of aversive stimuli in training on dog welfare and dog-owner bond. However, the scientific evidence for this has been limited as most studies lack objective welfare measures, investigation of the entire range of aversive techniques and companion dog-focused research [<xref ref-type="bibr" rid="pone.0247321.ref001">1</xref>]. Recently, in the first large-scale quasi-experimental study of companion dog training (n = 92), Vieira de Castro et al (2020) [<xref ref-type="bibr" rid="pone.0247321.ref002">2</xref>] found that dogs trained with aversive stimuli displayed more stress behaviors during training, showed higher elevations in cortisol levels after training and, if trained exclusively with aversive methods, were more ‘pessimistic’ in a cognitive bias task than dogs trained with either reward and mixed methods. These findings strongly suggest that using aversive stimuli in training compromises companion dog welfare both within and outside the training context. In parallel, in a study aimed at assessing the relationship between training methods and dog-owner bond, Vieira de Castro el al (2019) [<xref ref-type="bibr" rid="pone.0247321.ref003">3</xref>] found that a secure attachment tended to be more consistent in dogs trained with reward methods, as revealed by behaviors displayed during a Strange Situation Procedure. These results suggest that the choice of training methods may also affect dog attachment to owner.</p>
<p>In addition to the effects on welfare, efficacy and efficiency are also relevant aspects to consider for the choice of training methods. Although claims have been made that reward and aversive/mixed methods are, at least, equally effective, the existing scientific literature is inconsistent. Some studies examined the efficacy (reliability of trained behaviors) of specific training methods but without directly comparing reward and aversive/mixed methods. Dale et al (2017) [<xref ref-type="bibr" rid="pone.0247321.ref004">4</xref>] found that dogs learned to avoid native birds after training using e-collars, an aversive technique, and that learning was retained for most dogs following one year. On the other hand, Yin et al (2008) [<xref ref-type="bibr" rid="pone.0247321.ref005">5</xref>] demonstrated that dogs could be trained with a remote-controlled food reward dispenser not to bark excessively, jump and crowd around the door when people arrived. Also, three proof-of-concept studies have shown that clicker training (a reward technique) is effective for training dogs for scent detection tasks [<xref ref-type="bibr" rid="pone.0247321.ref006">6</xref>, <xref ref-type="bibr" rid="pone.0247321.ref007">7</xref>] and service dog tasks [<xref ref-type="bibr" rid="pone.0247321.ref008">8</xref>]. Other studies have directly compared the efficacy of aversive and reward methods in both dogs and horses and these have produced conflicting results. Among these, five studies suggest a higher efficacy of reward methods [<xref ref-type="bibr" rid="pone.0247321.ref009">9</xref>–<xref ref-type="bibr" rid="pone.0247321.ref013">13</xref>], whereas one points in the opposite direction [<xref ref-type="bibr" rid="pone.0247321.ref014">14</xref>] and three show no differences between methods [<xref ref-type="bibr" rid="pone.0247321.ref015">15</xref>–<xref ref-type="bibr" rid="pone.0247321.ref017">17</xref>]. To our knowledge, only one study addressed the efficiency (speed of learning) of different methods and suggests a higher efficiency of reward over aversive methods [<xref ref-type="bibr" rid="pone.0247321.ref018">18</xref>].</p>
<p>Therefore, the aim of the current study is to evaluate the efficacy and efficiency of different dog training methods. This will be investigated in the context of working dogs, as working dogs allow a rigorous experimental design and control, with randomization of treatments. Namely, military and police dogs will be trained using either reward (Group Reward) or mixed methods (Group Mixed, dogs pseudo-randomly allocated to groups) to perform a set of behaviors. The efficiency of training methods will be evaluated by measuring the number of sessions required for the dogs to learn the tasks, and efficacy will be assessed using a standardized test in which dogs will be required to perform the trained behaviors.</p>
<p>Dogs play an important role in our society both as companion and working animals. Owning a dog for companionship has been shown to bring several physical and psychological benefits to humans [<xref ref-type="bibr" rid="pone.0247321.ref019">19</xref>, <xref ref-type="bibr" rid="pone.0247321.ref020">20</xref>], and working dogs are of invaluable help when, for example, they fulfil tasks for disabled people or help in the detection of drugs or explosives. Dog training plays a pivotal role here. First, by preventing or managing dog behavioral problems—the most frequently cited reason for relinquishing and euthanasia [<xref ref-type="bibr" rid="pone.0247321.ref021">21</xref>], it helps to promote successful dog-human relationships and thus maximize the benefits humans derive from bonding with dogs [<xref ref-type="bibr" rid="pone.0247321.ref022">22</xref>]. Secondly, because it is required for working dogs to successfully accomplish their jobs.</p>
</sec>
<sec id="sec002" sec-type="materials|methods">
<title>2. Material and methods</title>
<sec id="sec003">
<title>2.1. Ethics statement</title>
<p>The planned study includes an experimental training protocol in which working dogs are trained with either reward or mixed methods. The mixed methods will be based on the training method presently used for training these dogs outside the experimental protocol, thus no dog will be subjected to pain, suffering, distress or lasting harm as a result of being recruited for the study. Shock collars and pinch collars, which can cause physical harm, will not be used.</p>
<p>Dogs and handlers will be video recorded for further analysis of behavior. Individual handlers will be identifiable from the video footage. Material in which individuals can be identified will only be used by the research team for research purposes (i.e., to control for the training techniques and for data analysis).</p>
<p>All handlers will be briefed that the purpose of the study is “to investigate different training methods and measure the behavior of the dog-handler dyad”, and sign an informed consent form that they agree to participate in the study and to be video recorded for research purposes. Each handler will be instructed about which tools and techniques are included in the treatment assigned to them, but will not be informed about the overall experimental design.</p>
<p>Applications for approval are submitted to the Committee for Ethics and Responsible Conduct in Research (human subjects research) and from the Animal Welfare and Ethics Body (animal research) of i3S, University of Porto. The study will only start after approval has been obtained.</p>
</sec>
<sec id="sec004">
<title>2.2. Subjects</title>
<p>Military (n = 10) and police dogs (n = 20), housed at the facilities of the Military Working Dog Platoon in the Portuguese Paratroopers Regiment (RPara) and Portuguese Public Security Police (PSP) K9 unit, respectively will be allocated to Group Reward (trained with reward methods) and Group Mixed (trained with mixed methods). All dogs have previous mixed methods training experience, a stratified randomization method [<xref ref-type="bibr" rid="pone.0247321.ref023">23</xref>] will be used to assign animals to the two groups. This method allows for balancing in terms of subjects’ baseline characteristics (covariates) that may potentially affect the dependent variables under study. In the present study the following covariates will be taken into account: dog sex, age, breed and previous training experience (obedience, odor detection, protection work). This will be done for each institution, meaning that five dogs from RPara and 10 dogs from the PSP K9 unit will be allocated to each group.</p>
<p>As part of their certification process as working dogs, all the animals had to perform and pass the obedience component of a BH test [<xref ref-type="bibr" rid="pone.0247321.ref024">24</xref>]. Despite all dogs being naïve to the specific exercises included in the present study (food refusal, interrupted recall, dumbbell retrieval and placing items in basket–the detailed description of the exercises is presented below), two similar behaviors are trained as part of the training programs of PSP and RPara. Namely, dogs are trained to retrieve a motivator (e.g., a tug or bite pad), although not to the formality and precision that is going to be required in the ‘dumbbell retrieve’ exercise, and they are also usually trained to interrupt a send away (i.e., they are trained to run forward to a motivator and interrupt the running when instructed). The ‘food refusal’ and ‘place items in the basket’ exercises are not part of the training programs and are thus new or near to completely new for all the animals. Because previous training on similar behaviors may have carryover effects on the training planned for the study, at the time of the beginning of the study, each participating dog’s training history will be thoroughly evaluated and, if needed, this will also be included as a covariate in the randomization process.</p>
</sec>
<sec id="sec005">
<title>2.3. Training methods</title>
<p>All dogs will be trained through associative learning (classical and operant conditioning) [<xref ref-type="bibr" rid="pone.0247321.ref025">25</xref>, <xref ref-type="bibr" rid="pone.0247321.ref026">26</xref>], however, the principles used for each group will differ. Whereas all four quadrants of operant conditioning will be allowed for Group Mixed (positive punishment, negative reinforcement, positive reinforcement and negative punishment), only the quadrants of positive reinforcement and negative punishment will be permitted for Group Reward. Regarding classical conditioning, the use of both conditioned reinforcers and punishers will be allowed for Group Mixed, but only conditioned reinforcers will be allowed for Group Reward. <xref ref-type="table" rid="pone.0247321.t001">Table 1</xref> displays the detailed definitions for all the conditioning procedures and includes some practical examples.</p>
<table-wrap id="pone.0247321.t001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0247321.t001</object-id>
<label>Table 1</label> <caption><title>Definition of the conditioning procedures used for training dogs.</title></caption>
<alternatives>
<graphic id="pone.0247321.t001g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0247321.t001" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left"/>
<th align="left">Procedure</th>
<th align="left">Definition</th>
</tr>
</thead>
<tbody>
<tr>
<td align="center" rowspan="4"><bold>Operant conditioning</bold></td>
<td align="justify"><bold>Positive punishment</bold></td>
<td align="justify">Any unpleasant stimulus that is applied to the dog after the exhibition of an undesirable behavior. Examples include applying a leash jerk, yelling at the dog and leaning towards the dog in a threatening way.</td>
</tr>
<tr>
<td align="justify"><bold>Negative reinforcement</bold></td>
<td align="justify">Any unpleasant stimulus that is applied to the dog and that is stopped only after the dog exhibits the desired behavior. Examples include releasing leash pressure.</td>
</tr>
<tr>
<td align="justify"><bold>Positive reinforcement</bold></td>
<td align="justify">Any pleasant stimulus that is applied to the dog after the exhibition of a desirable behavior. Examples include food treats, playing tug-of-war, verbal praise, and petting the dog.</td>
</tr>
<tr>
<td align="justify"><bold>Negative punishment</bold></td>
<td align="justify">Any pleasant stimulus that is removed after the exhibition of an undesirable behavior. Examples include a time-out in a crate.</td>
</tr>
<tr>
<td align="center" rowspan="2"><bold>Classical conditioning</bold></td>
<td align="justify"><bold>Conditioned punisher</bold></td>
<td align="justify">Any (initially) neutral stimulus that, after repeated paring with an unpleasant stimulus, acquires its properties as a punisher. Examples includes a verbal marker ‘no’ that was paired with a slap.</td>
</tr>
<tr>
<td align="justify"><bold>Conditioned reinforcer</bold></td>
<td align="justify">Any (initially) neutral stimulus that, after repeated paring with a pleasant stimulus acquires its properties as a reinforcer. Examples includes a clicker (a device that makes a clicking sound) that was paired with food delivery.</td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
<p>As for training equipment, no pinch nor e-collars will be allowed in the study and choke chains will only be allowed for Group Mixed. Apart from this, the handlers will be free to decide which other equipment to use among leashes, flat collars and harnesses. The use of a clicker will also be optional, as it has been reported not to affect efficiency and efficacy as compared to the use of a verbal marker or food alone [<xref ref-type="bibr" rid="pone.0247321.ref027">27</xref>–<xref ref-type="bibr" rid="pone.0247321.ref029">29</xref>]. In order to ensure that the instructions regarding the training procedures and tools permitted for each group are being followed, checkpoints will be done at the fifth and tenth days of training for each dyad, when the research team will review the video recordings of the training sessions.</p>
<p>Some flexibility for choosing training equipment and procedures will thus be allowed (as opposed to have the handlers following previously defined and detailed training protocols). The reason for this decision is that this study aims to reflect a real-life situation of dog training, where different handlers use different approaches (within the same training method–reward or mixed) and, especially, where the individual dog and its natural tendencies and behaviors usually dictate the training pathway.</p>
</sec>
<sec id="sec006">
<title>2.4. Data collection</title>
<sec id="sec007">
<title>2.4.1. Training</title>
<p>Dogs will be trained by their handlers to perform four exercises: ‘food refusal, ‘interrupted recall’, ‘dumbbell retrieval’ and ‘placing items in basket’. The exercises were chosen in order to resemble real working dog tasks, while not interfering with the dogs’ daily working duties. Prior to training commencement, the handlers will be instructed on the exercises that they will train the dogs to perform and on the tools and techniques they are allowed to use during training (as explained in detail in the previous section). The handlers will be free to decide whether to train the exercises in parallel or in a sequence, as well as the order in which to train the different exercises. Training sessions will be conducted two days per week, with a gap between training days no longer than three days. Each training session will have a maximum duration of 10 minutes and up to six training sessions can be conducted per day. Within each training day, a break of at least 30 minutes between training sessions will be required.</p>
<p>Training for each exercise will end when the dog reaches the learning criterion (i.e., adequately performs the behavior as determined by the handler) or after a maximum of 45 sessions. Information regarding the number of training sessions, their duration and the behaviors being trained will be annotated by each handler in a notebook (specifically designed for the study) for each training day. In addition, all training sessions will be video recorded.</p>
</sec>
<sec id="sec008">
<title>2.4.2. Evaluating performance</title>
<p>The efficiency of the different training methods will be evaluated through the number of training sessions necessary to reach the learning criterion (as determined by the handlers), and the efficacy will be assessed through a standardized test where the dogs will be asked to perform the trained behaviors. The test will be conducted in a fenced enclosure and will include the following exercises:</p>
<p>1. Food refusal: The handler asks the dog to ‘stay’ (the position in which the dog is left can be either a sit, a down or a stand, according to the handler’s choice), walks 10 meters away to a pre-defined/marked location within the field of vision of the dog, and stops with his/her back facing the dog. Afterwards, a helper comes near the dog and throws two pieces of food next to the dog’s front legs, one to right side and one to the left side. The handler can use the verbal cue for the dog not to eat before starting the exercise or while the helper is coming within the field.</p>
<p>Cues: ‘Sit’/’Down’/‘Stand’, ‘Stay’, ‘Don’t eat’</p>
<p>2. Interrupted recall: The handler asks the dog to ‘stay’ (the position in which the dog is left can be either a sit, a down or a stand, according to the handler’s choice), walks 30 meters away to a pre-defined/marked location, turns to face the dog and recalls the dog, instructing it to stop after roughly half the distance is covered (the position is which the dog stops can be either a sit, a down or a stand, according to the handler’s choice).</p>
<p>Cues: ‘Sit’/’Down’/‘Stand’, ‘Stay’, ‘Come’, ‘Stop’</p>
<p>3. Dumbbell retrieval: With the dog sitting at his/her side, the handler throws the dumbbell to a distance of roughly 10 meters (marked in the floor in order to help) and then instructs the dog to retrieve it. The dog should move towards the dumbbell, pick it up and bring it to the handler, sit in front of him and only release on cue.</p>
<p>Cues: ‘Sit’, ‘Get it’, ‘Out’</p>
<p>4. Placing items in basket: A basket will be placed in the field and three items will be placed in pre-defined positions in the floor, around the basket, by a helper. The handler will then instruct the dog to place the items in the basket.</p>
<p>Cues: ‘Place’ (only one cue is allowed for the entire exercise, the handler is not allowed to give additional cues after each item is retrieved)</p>
<p>5. Surprise exercise: The dog will have to perform a dumbbell retrieval with two pieces of food being thrown to the floor next to the dog by a helper before the exercise starts. This exercise will be included in order to test for training generalization.</p>
<p>Cues: ‘Sit’, ‘Don’t eat’, ‘Get it’, ‘Out’</p>
<p>The starting points for the exercises will be the same for all dogs and will be marked in the floor with a spray. Only verbal cues will be allowed during the test. The aforementioned words/expressions are, however, purely indicative—each handler will be free to choose his or her own cues. During the test, the dogs will not wear any collar or leash and no treats, toys or punishments will be allowed. Handlers will only be allowed to use social reinforcement (praise) between exercises. Additionally, in order to ensure that all dogs perform the test with similar motivation levels, dogs will be fed 12 hours previously to the conduction of the tests and no play or physical exercise will be allowed during this period.</p>
<p>The designs of Exercises 1, 2 and 3 were inspired on the Federation Cynologique International (FCI) dog sports of IGP, Obedience and Mondioring [<xref ref-type="bibr" rid="pone.0247321.ref024">24</xref>, <xref ref-type="bibr" rid="pone.0247321.ref030">30</xref>, <xref ref-type="bibr" rid="pone.0247321.ref031">31</xref>]. Exercise 4 is not part of any recognized dog sport, but its core behavior is (retrieve).</p>
<p>The test will be performed twice, the day after the learning criterion is achieved for all behaviors and 6 months later, to assess short- and long-term efficacy. No formal training will be performed between the two evaluations for ‘Food refusal’ and ‘Placing items in basket’. ‘Interrupted Recall’ and ‘Retrieve dumbbell’ will be trained once a month for maintenance. This will be done in order to evaluate the impact of maintenance training on long-term efficacy. The tests will be recorded using two video cameras, set in order to cover the entire field.</p>
<p>A pilot study using two dog-handler dyads that will not participate in the main study will be performed in order to test and, if needed, refine the methodology.</p>
</sec>
</sec>
<sec id="sec009">
<title>2.5. Data analysis</title>
<p>Two different approaches will be used to analyze the performance of the dogs in the test. Three international experts on working dog training will be invited to assess dog performance <italic>in situ</italic> on the test days. The experts, who will be blind to the experimental groups and to the goals of the study, will be instructed to use a qualitative scoring system, according to which the dog performance for each exercise should be classified as ‘insufficient’, ‘sufficient’ or ‘outstanding’ (see <xref ref-type="supplementary-material" rid="pone.0247321.s001">S1 Annex</xref> for full details). Moreover, two researchers blind to the experimental groups and to the goals of the study will analyze the videos of the tests using a quantitative scoring system, following which the dog performance for each exercise will receive a score ranging from 0 to 10 (see <xref ref-type="supplementary-material" rid="pone.0247321.s002">S2 Annex</xref> for full details). Inter-observer reliability will be calculated for each exercise. The quantitative scoring system was developed based on FCI rules and guidelines for Obedience, Mondioring and IGP trials [<xref ref-type="bibr" rid="pone.0247321.ref024">24</xref>, <xref ref-type="bibr" rid="pone.0247321.ref030">30</xref>, <xref ref-type="bibr" rid="pone.0247321.ref031">31</xref>].</p>
<p>The video recordings of the training sessions and the tests will also be used to assess dog welfare through the analysis of stress behaviors as in Vieira de Castro et al (2020). These will also allow for the analysis of handler behavior and other aspects of training such as the frequency, type and timing of the stimuli applied. This will be used to generate a list of all the conditioning procedures actually used by each handler during training.</p>
<sec id="sec010">
<title>2.5.1. Statistical analysis</title>
<p>Data will be analyzed using a Generalized Linear Mixed Model (GLMM), to account for repeated measures and to investigate the effects of multiple subject variables. Subject ID will be included as the repeated measure. Age (years), sex (M/F), breed and training experience will be included as covariates and Training Method (Mixed vs Reward) and Training Unit (PSP, RPara) as factors. One model will be run for each response variable: 1) number of training sessions necessary to reach the learning criterion, 2) qualitative score obtained in the test and 3) quantitative score obtained in the test.</p>
</sec>
</sec>
</sec>
<sec id="sec011" sec-type="supplementary-material">
<title>Supporting information</title>
<supplementary-material id="pone.0247321.s001" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0247321.s001" xlink:type="simple">
<label>S1 Annex</label>
<caption>
<title>Qualitative scoring system for the test for efficacy evaluation.</title>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0247321.s002" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0247321.s002" xlink:type="simple">
<label>S2 Annex</label>
<caption>
<title>Quantitative scoring system for the test for efficacy evaluation.</title>
<p>(DOCX)</p>
</caption>
</supplementary-material>
</sec>
</body>
<back>
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<p>
<named-content content-type="letter-date">7 Sep 2020</named-content>
</p>
<p>PONE-D-20-23944</p>
<p>Improving dog training methods: Efficacy and efficiency of reward and mixed training methods</p>
<p>PLOS ONE</p>
<p>Dear Dr. Ana Catarina Vieira de Castro,</p>
<p>Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process.</p>
<p>It was reviewed by two experts in the field and they have suggested some modifications be made prior to acceptance.</p>
<p>If you could write a response to reviewers, that will help to expedite revision when you re-submit.</p>
<p>Please submit your revised manuscript by Oct 17 2020 11:59PM. If you will need more time than this to complete your revisions, please reply to this message or contact the journal office at <email xlink:type="simple">plosone@plos.org</email>. When you're ready to submit your revision, log on to <ext-link ext-link-type="uri" xlink:href="https://www.editorialmanager.com/pone/" xlink:type="simple">https://www.editorialmanager.com/pone/</ext-link> and select the 'Submissions Needing Revision' folder to locate your manuscript file.</p>
<p>Please include the following items when submitting your revised manuscript:</p>
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<p>We look forward to receiving your revised manuscript.</p>
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<p>Hope you are keeping safe and well in these difficult times.</p>
<p>Kind regards,</p>
<p>Simon Clegg, PhD</p>
<p>Academic Editor</p>
<p>PLOS ONE</p>
<p>Journal requirements:</p>
<p>When submitting your revision, we need you to address these additional requirements.</p>
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<p>Reviewers' comments:</p>
<p>Reviewer's Responses to Questions</p>
<p><!-- <font color="black"> --><bold>Comments to the Author</bold></p>
<p>1. Does the manuscript provide a valid rationale for the proposed study, with clearly identified and justified research questions?</p>
<p>The research question outlined is expected to address a valid academic problem or topic and contribute to the base of knowledge in the field.<!-- </font> --></p>
<p>Reviewer #1: Yes</p>
<p>Reviewer #2: Yes</p>
<p>**********</p>
<p><!-- <font color="black"> -->2. Is the protocol technically sound and planned in a manner that will lead to a meaningful outcome and allow testing the stated hypotheses?</p>
<p>The manuscript should describe the methods in sufficient detail to prevent undisclosed flexibility in the experimental procedure or analysis pipeline, including sufficient outcome-neutral conditions (e.g. necessary controls, absence of floor or ceiling effects) to test the proposed hypotheses and a statistical power analysis where applicable. As there may be aspects of the methodology and analysis which can only be refined once the work is undertaken, authors should outline potential assumptions and explicitly describe what aspects of the proposed analyses, if any, are exploratory.<!-- </font> --></p>
<p>Reviewer #1: Yes</p>
<p>Reviewer #2: Partly</p>
<p>**********</p>
<p><!-- <font color="black"> -->3. Is the methodology feasible and described in sufficient detail to allow the work to be replicable?<!-- </font> --></p>
<p>Reviewer #1: No</p>
<p>Reviewer #2: No</p>
<p>**********</p>
<p><!-- <font color="black"> -->4. Have the authors described where all data underlying the findings will be made available when the study is complete?</p>
<p>The <ext-link ext-link-type="uri" xlink:href="https://journals.plos.org/plosone/s/materials-and-software-sharing" xlink:type="simple">PLOS Data policy</ext-link> requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception, at the time of publication. The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified.<!-- </font> --></p>
<p>Reviewer #1: No</p>
<p>Reviewer #2: Yes</p>
<p>**********</p>
<p><!-- <font color="black"> -->5. Is the manuscript presented in an intelligible fashion and written in standard English?</p>
<p><italic>PLOS ONE</italic> does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here.<!-- </font> --></p>
<p>Reviewer #1: Yes</p>
<p>Reviewer #2: Yes</p>
<p>**********</p>
<p><!-- <font color="black"> -->6. Review Comments to the Author</p>
<p>Please use the space provided to explain your answers to the questions above and, if applicable, provide comments about issues authors must address before this protocol can be accepted for publication. You may also include additional comments for the author, including concerns about research or publication ethics.</p>
<p>You may also provide optional suggestions and comments to authors that they might find helpful in planning their study.</p>
<p>(Please upload your review as an attachment if it exceeds 20,000 characters)<!-- </font> --></p>
<p>Reviewer #1: Dear authors,</p>
<p>Thank you for submitting your protocol to PLOS ONE. Studies of high level of evidence comparing reward-based training methods with aversive-training methods are missing in the literature, your research will hopefully fill an important gap in the field. Overall, your manuscript is well presented, there is a strong rationale for the proposed study and the methodology is feasible and clear. I am looking forward to reading your findings in the future. Please see some of the suggestions I have written below:</p>
<p>Ethics statement: ethical approval of the study protocol is desirable.</p>
<p>Data availability: where will the data of the study be made available? <ext-link ext-link-type="uri" xlink:href="https://journals.plos.org/plosone/s/data-availability" xlink:type="simple">https://journals.plos.org/plosone/s/data-availability</ext-link> (there are some recommendations on this page)</p>
<p>Abstract: you might prefer "randomized" instead of "pseudorandomized" to avoid confusion by readers without a scientific background?</p>
<p>Line 57: what do you mean by "other non-invasive techniques (reward methods)"? It sounds a bit redundant as compared to line 56 ('exclusively rewards') but I may have missed something.</p>
<p>Line 63: in light of the potential importance of this large study, you could write its sample size, e.g. "of companion dog training (n=XXX)"</p>
<p>Line 75: just remove a space here "aversive/mixed methods"</p>
<p>Line 114: in which context are they going to be video recorded? During the whole training process? Analysis of behaviour of both dog and handler?</p>
<p>Line 116: will this material remain confidential or be shared (e.g. supplementary material) upon study publication? To clarify, you could write "will only be used by the research team for research purposes (i.e. data analysis, XXX)".</p>
<p>Lines 123-125: same comment from above about ethical approval</p>
<p>Lines 128-132; 204-210: besides randomization of individuals and control of the variables 'years of training', age and gender, are you going to use any practical measure to reduce group bias? If dogs are likely to differ in performance (e.g. due to age difference, genetics, training experience), a test of baseline performance (e.g. time required to learn a simple new task) could be added.</p>
<p>Lines 159-160: are all dogs naive to these tasks?</p>
<p>Lines 161-162: who will control the number of sessions and duration of sessions? Self-report, diary, video records? How long is each session expected to last? Are you going to standardize the duration of the sessions?</p>
<p>Lines 165-166: at this task, wouldn't be important to tell the handlers to cover "all" the zones of this field as opposed to just letting them walk "randomly"? Is the food going to be spilt on the same areas for all dogs?</p>
<p>Lines 167-168: are they going to use only verbal commands or visual cues are also allowed? Standardization is important.</p>
<p>Lines 169-174: same as above regarding visual and verbal cues.</p>
<p>Line 174: is the food going to be placed on the same area for all the dogs? Any target to help the handlers throw the dumbbell on a similar location?</p>
<p>Line 183: the techniques allowed for each group should be included in the protocol. It lacks details on how exactly the group reward differs from the group mixed - this is a very important piece of information.</p>
<p>Lines 188-190: who is going to score the dogs? Ideally, more than one person should rate the performances and inter-rater reliability should be calculated (especially for the 'general impression' score, as it is more subjective).</p>
<p>Reviewer #2: This protocol covers an interesting and important applied topic: the efficiency and effectiveness of different dog training approaches. However, many methodological details are missing, making it impossible to assess the soundness of the proposed methods.</p>
<p>There are several different reward-based training methods and aversive training methods and, among a given category, they differ in their effectiveness. For example, research has shown that, among reward training methods, diverse methods differ in their efficiency (Fugazza and Miklósi 2014) and effectiveness (Fugazza and Miklósi 2015). I am not aware of studies comparing different aversive methods, but it is logical to assume that, for example, diverse aversive stimuli may differ in the intensity of their effects, at least, and potentially in other aspects.</p>
<p>It is therefore crucial that the authors carefully describe the methods that will be used for training, rather than only classifying them as reward-based or aversive.</p>
<p>A detailed description of the protocol applied in the training sessions with the two methods would help enormously in this sense.</p>
<p>The authors propose that the efficiency of the training methods will be assessed by measuring the number of sessions needed to reach a criterion that is determined by the trainers. However, it is fundamental to know what would be the length (N. of trials? Time?) of a training session. Training sessions of different durations have been shown to produce different outcomes (Demant et al. 2011).</p>
<p>The duration or number of trials of the sessions should be somehow standardized.</p>
<p>It is likely that both the dogs and the handlers of this study will have extensive experience with mixed methods, but little or no experience with reward methods. I think that this may affect the results. How do the authors plan to take it into account?</p>
<p>Since the evaluation of the dogs’ performance in the test is somewhat subjective, I warmly recommend the observer that will score the dogs’ performance to be blind with regard to the treatment received by the dog, to avoid a biased judgment.</p>
<p>References:</p>
<p>Demant H., Ladewig J., Balsby T.J.S., Dabelsteen J. (2011) The effect of frequency and duration of training sessions on acquisition and long-term memory in dogs. Applied Animal Behaviour Science, 133, 228-234.</p>
<p>Fugazza C. and Miklósi A. (2015) Social learning in dog training: the effectiveness of the Do as I do method compared to shaping/clicker training. Applied Animal Behaviour Science, 171, 146-151.</p>
<p>Fugazza, C. and Miklósi Á. (2014) Should old dog trainers learn new tricks? The efficiency of the Do as I do method and shaping / clicker training method to train dogs. Applied Animal Behaviour Science, 153, 53-61.</p>
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<named-content content-type="author-response-date">8 Nov 2020</named-content>
</p>
<p>RESPONSE TO REVIEWERS</p>
<p>We appreciate all the constructive criticism provided by the two anonymous reviewers. In our opinion, the manuscript as it currently stands has improved substantially. In what follows, we present detailed responses to all the comments.</p>
<p>Editor</p>
<p>1. Please ensure that your manuscript meets PLOS ONE's style requirements, including those for file naming. The PLOS ONE style templates can be found at</p>
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<p>Some changes were made and we believe the new version of the manuscript fully complies with PLOS ONE’s requirements.</p>
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<p>"The author(s) have applied to funding for this work and are currently waiting for decision."</p>
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<p>a. Please clarify the sources of funding (financial or material support) for your study. List the grants or organizations that supported your study, including funding received from your institution.</p>
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<p>Please refer to Cover Letter. We have currently no funding approved for the study and hence the statement for financial disclosure at this time should be “The authors received no specific funding for this work.”</p>
<p>3. We note that you have stated that you will provide repository information for your data at acceptance. Should your manuscript be accepted for publication, we will hold it until you provide the relevant accession numbers or DOIs necessary to access your data. If you wish to make changes to your Data Availability statement, please describe these changes in your cover letter and we will update your Data Availability statement to reflect the information you provide.</p>
<p>We plan on submitting data as supporting information.</p>
<p>4. Please include captions for your Supporting Information files at the end of your manuscript, and update any in-text citations to match accordingly. Please see our Supporting Information guidelines for more information: <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosone/s/supporting-information" xlink:type="simple">http://journals.plos.org/plosone/s/supporting-information</ext-link>.</p>
<p>Done. Thank you for pointing that out!</p>
<p>Reviewer #1: </p>
<p>1. Ethics statement: ethical approval of the study protocol is desirable.</p>
<p>We have now submitted our protocol to both the Committee for Ethics and Responsible Conduct in Research (human subjects research) and from the Animal Welfare and Ethics Body (animal research) of i3S, University of Porto.</p>
<p>2. Data availability: where will the data of the study be made available? <ext-link ext-link-type="uri" xlink:href="https://journals.plos.org/plosone/s/data-availability" xlink:type="simple">https://journals.plos.org/plosone/s/data-availability</ext-link> (there are some recommendations on this page)</p>
<p>We plan on submitting data as supporting information.</p>
<p>3. Abstract: you might prefer "randomized" instead of "pseudorandomized" to avoid confusion by readers without a scientific background?</p>
<p>We have now realized that in the first version of the manuscript we did not explain what we meant by pseudo-randomization and, of course, that could be confusing for the readers (especially for those with no scientific background). In the current version of the manuscript, in the section “Subjects”, the following information can be found: </p>
<p>“A stratified randomization method [23] will be used to assign animals to the two groups. This method allows for balancing in terms of subjects’ baseline characteristics (covariates) that may potentially affect the dependent variables under study. In the present study the following covariates will be taken into account: dog sex, age, breed and previous training experience (obedience, odor detection, protection work).”</p>
<p>In the meantime, we will stick to the use of the word “pseudo-randomly” in the Abstract. In our opinion, using “randomly” can be deceptive, leading the readers to think that we will perform a true random allocation of dogs to the two groups. </p>
<p>4. Line 57: what do you mean by "other non-invasive techniques (reward methods)"? It sounds a bit redundant as compared to line 56 ('exclusively rewards') but I may have missed something.</p>
<p>With "other non-invasive techniques we meant extinction and negative punishment, other operant conditioning techniques (besides positive reinforcement) that are used within the scope of reward-based methods in dog training. However, we recognize that the way it was phrased could be confusing and we have removed the word “exclusively”. Now it reads: </p>
<p>“The methods used to train dogs range broadly with some using rewards and other non invasive techniques (reward methods), others using mainly aversive stimuli (aversive methods) and still other using a combination of both (mixed methods).”</p>
<p>5. Line 63: in light of the potential importance of this large study, you could write its sample size, e.g. "of companion dog training (n=XXX)"</p>
<p>We followed the reviewer’s suggestion and changed the text to:</p>
<p>“Recently, in the first large-scale quasi-experimental study of companion dog training (n=92), Vieira de Castro et al (accepted for publication) [2] found that dogs trained with aversive stimuli displayed more stress behaviors during training…”</p>
<p>6. Line 75: just remove a space here "aversive/mixed methods"</p>
<p>Done. Thank you!</p>
<p>7. Line 114: in which context are they going to be video recorded? During the whole training process? Analysis of behaviour of both dog and handler?</p>
<p>We now acknowledge that, in the first version of the protocol, this information was not made clear. The information can now be found in the following places throughout the protocol:</p>
<p>Line 113 Dogs and handlers will be video recorded for further analysis of behavior. Individual handlers will be identifiable from the video footage. Material in which individuals can be identified will only be used by the research team for research purposes (i.e., to control for the training techniques and for data analysis). </p>
<p>Line 197 all training sessions will be video recorded.</p>
<p>Line 247 The tests will be recorded</p>
<p>Line 258 two researchers blind to the experimental groups and to the goals of the study will analyze the videos of the tests using a quantitative scoring system</p>
<p>Line 263 The video recordings of the training sessions and the tests will also be used to assess dog welfare through the analysis of stress behaviors as in Vieira de Castro et al (accepted for publication). These will also allow for the analysis of handler behavior and other aspects of training such as the frequency, type and timing of the stimuli applied.</p>
<p>8. Line 116: will this material remain confidential or be shared (e.g. supplementary material) upon study publication? To clarify, you could write "will only be used by the research team for research purposes (i.e. data analysis, XXX)".</p>
<p>We will share untreated quantitative data but not the videos. In order to make this information clear, the text now reads: “Material in which individuals can be identified will only be used by the research team for research purposes (i.e., to control for the training techniques and for data analysis”.</p>
<p>8. Lines 123-125: same comment from above about ethical approval</p>
<p>See comment above.</p>
<p>9. Lines 128-132; 204-210: besides randomization of individuals and control of the variables 'years of training', age and gender, are you going to use any practical measure to reduce group bias? If dogs are likely to differ in performance (e.g. due to age difference, genetics, training experience), a test of baseline performance (e.g. time required to learn a simple new task) could be added.</p>
<p>Because, to our knowledge, there is no validated test for evaluating baseline performance, we will not use a test of this sort in order to allocate dogs to groups. However, as can now read in line 150 “as part of their certification process as working dogs, all the animals had to perform and pass the obedience component of a BH test [24]”. This, is our view, already ensures that all the animals have some equivalence in their baseline performance.</p>
<p>10. Lines 159-160: are all dogs naive to these tasks?</p>
<p>This is crucial information and it was missing in the previous version of the manuscript. We have added the following paragraph: “Despite all dogs being naïve to the specific exercises included in the present study (food refusal, interrupted recall, dumbbell retrieval and placing items in basket – the detailed description of the exercises is presented below), two similar behaviors are trained as part of the training programs of PSP and RPara. Namely, dogs are trained to retrieve a motivator (e.g., a tug or bite pad), although not to the formality and precision that is going to be required in the ‘dumbbell retrieve’ exercise, and they are also usually trained to interrupt a send away (i.e., they are trained to run forward to a motivator and interrupt the running when instructed). The ‘food refusal’ and ‘place items in the basket’ exercises are not part of the training programs and are thus new or near to completely new for all the animals. Because previous training on similar behaviors may have carryover effects on the training planned for the study, at the time of the beginning of the study, each participating dog’s training history will be thoroughly evaluated and, if needed, this will also be included as a covariate in the randomization process.”</p>
<p>11. Lines 161-162: who will control the number of sessions and duration of sessions? Self-report, diary, video records? How long is each session expected to last? Are you going to standardize the duration of the sessions?</p>
<p>We have added the following information to the text:</p>
<p>Line 190: “Training sessions will be conducted two days per week, with a gap between training days no longer than three days. Each training session will have a maximum duration of 10 minutes and up to six training sessions can be conducted per day. Within each training day, a break of at least 30 minutes between training sessions will be required.”</p>
<p>Line 196: “Information regarding the number of training sessions, their duration and the behaviors being trained will be annotated by each handler in a notebook (specifically designed for the study) for each training day. In addition, all training sessions will be video recorded.”</p>
<p>12. Lines 165-166: at this task, wouldn't be important to tell the handlers to cover "all" the zones of this field as opposed to just letting them walk "randomly"? </p>
<p>Is the food going to be spilt on the same areas for all dogs?</p>
<p>We decided to change this exercise to the food refusal exercise of the dog sport of Mondioring. This way, we have both a more standardized exercise and a stronger basis for the scoring.</p>
<p>13. Lines 167-168: are they going to use only verbal commands or visual cues are also allowed? Standardization is important.</p>
<p>Only verbal cues will be allowed. This is now clearly stated in line 234: “Only verbal cues will be allowed during the test.”</p>
<p>14. Lines 169-174: same as above regarding visual and verbal cues.</p>
<p>See response to previous comment.</p>
<p>15. Line 174: is the food going to be placed on the same area for all the dogs?</p>
<p>See response to comment 12 above.</p>
<p>16. Any target to help the handlers throw the dumbbell on a similar location?</p>
<p>Now line 219 reads: “With the dog sitting at his/her side, the handler throws the dumbbell to a distance of roughly 10 meters (marked in the floor in order to help) and then instructs the dog to retrieve it”.</p>
<p>18. Line 183: the techniques allowed for each group should be included in the protocol. It lacks details on how exactly the group reward differs from the group mixed - this is a very important piece of information.</p>
<p>We added a section entitled “Training methods” where this information is now presented. Thank you for pointing this out, this is definitely crucial information.</p>
<p>19. Lines 188-190: who is going to score the dogs? Ideally, more than one person should rate the performances and inter-rater reliability should be calculated (especially for the 'general impression' score, as it is more subjective).</p>
<p>This information can now be found in section “Data analysis”:</p>
<p>“Two different approaches will be used to analyze the performance of the dogs in the test. Three international experts on working dog training will be invited to assess dog performance in situ on the test days. The experts, who will be blind to the experimental groups and to the goals of the study, will be instructed to use a qualitative scoring system, according to which the dog performance for each exercise should be classified as ‘insufficient’, ‘sufficient’ or ‘outstanding’ (see Annex 1 for full details). Moreover, two researchers blind to the experimental groups and to the goals of the study will analyze the videos of the tests using a quantitative scoring system, following which the dog performance for each exercise will receive a score ranging from 0 to 10 (see Annex 2 for full details). Inter-observer reliability will be calculated for each exercise. The quantitative scoring system was developed based on FCI rules and guidelines for Obedience, Mondioring and IGP trials [24, 30, 31].”</p>
<p>Reviewer #2: </p>
<p>This protocol covers an interesting and important applied topic: the efficiency and effectiveness of different dog training approaches. However, many methodological details are missing, making it impossible to assess the soundness of the proposed methods.</p>
<p>1. There are several different reward-based training methods and aversive training methods and, among a given category, they differ in their effectiveness. For example, research has shown that, among reward training methods, diverse methods differ in their efficiency (Fugazza and Miklósi 2014) and effectiveness (Fugazza and Miklósi 2015). I am not aware of studies comparing different aversive methods, but it is logical to assume that, for example, diverse aversive stimuli may differ in the intensity of their effects, at least, and potentially in other aspects. It is therefore crucial that the authors carefully describe the methods that will be used for training, rather than only classifying them as reward-based or aversive. A detailed description of the protocol applied in the training sessions with the two methods would help enormously in this sense.</p>
<p>Please refer to response to comment #18 of Reviewer #1. We acknowledge that information on training methods was actually missing in the previous version of the manuscript and we have now added a section entitled “Training methods”, where we detail which procedures and tools can be used for each group. We will not use standardized protocols for training and the reasons for this choice are now underpinned in lines 175-180: “Some flexibility for choosing training equipment and procedures will thus be allowed (as opposed to have the handlers following previously defined and detailed training protocols). The reason for this decision is that this study aims to reflect a real-life situation of dog training, where different handlers use different approaches (within the same training method – reward or mixed) and, especially, where the individual dog and its natural tendencies and behaviors usually dictate the training pathway”.  However, we believe that the information we have included in the “Training methods” section addresses your concerns. </p>
<p>2. The authors propose that the efficiency of the training methods will be assessed by measuring the number of sessions needed to reach a criterion that is determined by the trainers. However, it is fundamental to know what would be the length (N. of trials? Time?) of a training session. Training sessions of different durations have been shown to produce different outcomes (Demant et al. 2011). The duration or number of trials of the sessions should be somehow standardized.</p>
<p>Please refer to response to comment #11 of Reviewer #1.</p>
<p>3. It is likely that both the dogs and the handlers of this study will have extensive experience with mixed methods, but little or no experience with reward methods. I think that this may affect the results. How do the authors plan to take it into account?</p>
<p>Reward methods have been used consistently in both institutions (PSP and RPara) for more or less 10 years. We do not foresee any issue regarding the experience of handlers with both methods.</p>
<p>4. Since the evaluation of the dogs’ performance in the test is somewhat subjective, I warmly recommend the observer that will score the dogs’ performance to be blind with regard to the treatment received by the dog, to avoid a biased judgment.</p>
<p>Please refer to response to comment #19 of Reviewer #1.</p>
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<contrib contrib-type="author">
<name name-style="western">
<surname>Clegg</surname>
<given-names>Simon</given-names>
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<role>Academic Editor</role>
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<copyright-year>2021</copyright-year>
<copyright-holder>Simon Clegg</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
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<p>
<named-content content-type="letter-date">3 Dec 2020</named-content>
</p>
<p>PONE-D-20-23944R1</p>
<p>Improving dog training methods: Efficacy and efficiency of reward and mixed training methods</p>
<p>PLOS ONE</p>
<p>Dear Dr. Ana Catarina Vieira de Castro,</p>
<p>Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process.</p>
<p>==============================</p>
<p>Many thanks for submitting your manuscript to PLOS One</p>
<p>Your manuscript was reviewed by two experts in the field, and they have recommended some minor modifications be made prior to acceptance</p>
<p>I therefore invite you to make these changes and resubmit. If you could write a response to reviewers, that will greatly aid revision upon re-submission</p>
<p>I wish you the best of luck with your revisions</p>
<p>Hope you are keeping safe and well in these difficult times</p>
<p>Thanks</p>
<p>Simon</p>
<p>==============================</p>
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<p>Simon Clegg, PhD</p>
<p>Academic Editor</p>
<p>PLOS ONE</p>
<p>Reviewers' comments:</p>
<p>Reviewer's Responses to Questions</p>
<p><!-- <font color="black"> --><bold>Comments to the Author</bold></p>
<p>1. Does the manuscript provide a valid rationale for the proposed study, with clearly identified and justified research questions?</p>
<p>The research question outlined is expected to address a valid academic problem or topic and contribute to the base of knowledge in the field.<!-- </font> --></p>
<p>Reviewer #1: Yes</p>
<p>Reviewer #2: Yes</p>
<p>**********</p>
<p><!-- <font color="black"> -->2. Is the protocol technically sound and planned in a manner that will lead to a meaningful outcome and allow testing the stated hypotheses?</p>
<p>The manuscript should describe the methods in sufficient detail to prevent undisclosed flexibility in the experimental procedure or analysis pipeline, including sufficient outcome-neutral conditions (e.g. necessary controls, absence of floor or ceiling effects) to test the proposed hypotheses and a statistical power analysis where applicable. As there may be aspects of the methodology and analysis which can only be refined once the work is undertaken, authors should outline potential assumptions and explicitly describe what aspects of the proposed analyses, if any, are exploratory.<!-- </font> --></p>
<p>Reviewer #1: Yes</p>
<p>Reviewer #2: Yes</p>
<p>**********</p>
<p><!-- <font color="black"> -->3. Is the methodology feasible and described in sufficient detail to allow the work to be replicable?<!-- </font> --></p>
<p>Reviewer #1: Yes</p>
<p>Reviewer #2: Yes</p>
<p>**********</p>
<p><!-- <font color="black"> -->4. Have the authors described where all data underlying the findings will be made available when the study is complete?</p>
<p>The <ext-link ext-link-type="uri" xlink:href="https://journals.plos.org/plosone/s/materials-and-software-sharing" xlink:type="simple">PLOS Data policy</ext-link> requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception, at the time of publication. The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified.<!-- </font> --></p>
<p>Reviewer #1: Yes</p>
<p>Reviewer #2: Yes</p>
<p>**********</p>
<p><!-- <font color="black"> -->5. Is the manuscript presented in an intelligible fashion and written in standard English?</p>
<p><italic>PLOS ONE</italic> does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here.<!-- </font> --></p>
<p>Reviewer #1: Yes</p>
<p>Reviewer #2: Yes</p>
<p>**********</p>
<p><!-- <font color="black"> -->6. Review Comments to the Author</p>
<p>Please use the space provided to explain your answers to the questions above and, if applicable, provide comments about issues authors must address before this protocol can be accepted for publication. You may also include additional comments for the author, including concerns about research or publication ethics.</p>
<p>You may also provide optional suggestions and comments to authors that they might find helpful in planning their study.</p>
<p>(Please upload your review as an attachment if it exceeds 20,000 characters)<!-- </font> --></p>
<p>Reviewer #1: Dear authors,</p>
<p>Thank you for considering my suggestions and making several changes to the manuscript. The quality of your work improved substantially, particularly the methodology, which is much clearer and detailed. I am happy to recommend your report protocol for publication and I wish you all the best conducting the study.</p>
<p>Best wishes.</p>
<p>Reviewer #2: The authors have now provided an improved version of the manuscript and I believe that this is now publishable, after minor revision.</p>
<p>Since flexibility is allowed for the trainers to choose which actual rewards and punishments to use, I strongly recommend that in the data collection the authors include a list of the rewards and punishments actually used by the trainers, because these may play an important role in determining the outcome of the training.</p>
<p>Apart from this, which I believe is very important, I only have a few minor suggestions:</p>
<p>Line 62: a parenthesis is missing from the reference.</p>
<p>Lines 151-152: This sentence describing the subjects' previous experience may better fit above (e.g. in line 138). Then you can continue with the more detailed description of similar behaviours previously learnt by the dogs.</p>
<p>Lines 256-257: What will be the criterions for scoring the performance? E.g., speed of execution? Latency to execute? Detailed criterions may help reducing the subjectivity level of this judgment.</p>
<p>**********</p>
<p><!-- <font color="black"> -->7. PLOS authors have the option to publish the peer review history of their article (<ext-link ext-link-type="uri" xlink:href="https://journals.plos.org/plosone/s/editorial-and-peer-review-process#loc-peer-review-history" xlink:type="simple">what does this mean?</ext-link>). If published, this will include your full peer review and any attached files.</p>
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<p>Reviewer #2: No</p>
<p>[NOTE: If reviewer comments were submitted as an attachment file, they will be attached to this email and accessible via the submission site. Please log into your account, locate the manuscript record, and check for the action link "View Attachments". If this link does not appear, there are no attachment files.]</p>
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</body>
</sub-article>
<sub-article article-type="author-comment" id="pone.0247321.r004">
<front-stub>
<article-id pub-id-type="doi">10.1371/journal.pone.0247321.r004</article-id>
<title-group>
<article-title>Author response to Decision Letter 1</article-title>
</title-group>
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<named-content content-type="author-response-date">3 Feb 2021</named-content>
</p>
<p>Once again, we would like to thank the reviewers for the constructive criticism. The current version of the manuscript addresses the last round of comments by Reviewer #2. We detail them in what follows.</p>
<p>“Since flexibility is allowed for the trainers to choose which actual rewards and punishments to use, I strongly recommend that in the data collection the authors include a list of the rewards and punishments actually used by the trainers, because these may play an important role in determining the outcome of the training.”</p>
<p>We agree with the reviewer. We thought this was made clear in the previous version of the manuscript when we wrote, in lines 265-268, “The video recordings of the training sessions (…) will also allow for the analysis of handler behavior and other aspects of training such as the frequency, type and timing of the stimuli applied”. However, in order to leave no doubt about this idea, we added the current sentence in line 297: “This will be used to generate a list of all the conditioning procedures actually used by each handler during training”.</p>
<p>“Line 62: a parenthesis is missing from the reference.”</p>
<p>Thank you for noticing that! It is now corrected. </p>
<p>“Lines 151-152: This sentence describing the subjects' previous experience may better fit above (e.g. in line 138). Then you can continue with the more detailed description of similar behaviours previously learnt by the dogs.”</p>
<p>We followed the reviewer’s suggestion and moved this sentence to the beginning of the paragraph (Line 139).</p>
<p>“Lines 256-257: What will be the criterions for scoring the performance? E.g., speed of execution? Latency to execute? Detailed criterions may help reducing the subjectivity level of this judgment.”</p>
<p>We understand the reviewer’s concern here. In a first draft of our qualitative scoring system, we actually had more criteria detailed for each exercise. However, after carefully and thoroughly discussing it with the members of the author team who work very closely and in practice with this type of scoring systems (Ângelo Aráujo and André Fonseca), the end result was the system we proposed in the previous version of the manuscript (Annex S1). Given that the international experts on working dog training that will evaluate dog performance for our study are also familiar with (and actually implement in practice) this type of system, we feel this is actually the best approach for our research.</p>
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<sub-article article-type="editor-report" id="pone.0247321.r005" specific-use="decision-letter">
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<title-group>
<article-title>Decision Letter 2</article-title>
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<contrib contrib-type="author">
<name name-style="western">
<surname>Clegg</surname>
<given-names>Simon</given-names>
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<copyright-year>2021</copyright-year>
<copyright-holder>Simon Clegg</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
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<p>
<named-content content-type="letter-date">5 Feb 2021</named-content>
</p>
<p>Improving dog training methods: Efficacy and efficiency of reward and mixed training methods</p>
<p>PONE-D-20-23944R2</p>
<p>Dear Dr. Ana Catarina Vieira de Castro,</p>
<p>We’re pleased to inform you that your manuscript has been judged scientifically suitable for publication and will be formally accepted for publication once it meets all outstanding technical requirements.</p>
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<p>Kind regards,</p>
<p>Simon Clegg, PhD</p>
<p>Academic Editor</p>
<p>PLOS ONE</p>
<p>Additional Editor Comments:</p>
<p>Many thanks for resubmitting your manuscript to PLOS One</p>
<p>As you have addressed all the comments and the manuscript reads well, I have recommended it for publication</p>
<p>You should hear from the Editorial Office shortly.</p>
<p>It was a pleasure working with you and I wish you the best of luck for your future research</p>
<p>Hope you are keeping safe and well in these difficult times</p>
<p>Thanks</p>
<p>Simon</p>
</body>
</sub-article>
<sub-article article-type="editor-report" id="pone.0247321.r006" specific-use="acceptance-letter">
<front-stub>
<article-id pub-id-type="doi">10.1371/journal.pone.0247321.r006</article-id>
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<article-title>Acceptance letter</article-title>
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<contrib contrib-type="author">
<name name-style="western">
<surname>Clegg</surname>
<given-names>Simon</given-names>
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<copyright-year>2021</copyright-year>
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<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
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<body>
<p>
<named-content content-type="letter-date">10 Feb 2021</named-content>
</p>
<p>PONE-D-20-23944R2 </p>
<p>Improving dog training methods: Efficacy and efficiency of reward and mixed training methods </p>
<p>Dear Dr. Vieira de Castro:</p>
<p>I'm pleased to inform you that your manuscript has been deemed suitable for publication in PLOS ONE. Congratulations! Your manuscript is now with our production department. </p>
<p>If your institution or institutions have a press office, please let them know about your upcoming paper now to help maximize its impact. If they'll be preparing press materials, please inform our press team within the next 48 hours. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information please contact <email xlink:type="simple">onepress@plos.org</email>.</p>
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<p>Thank you for submitting your work to PLOS ONE and supporting open access. </p>
<p>Kind regards, </p>
<p>PLOS ONE Editorial Office Staff</p>
<p>on behalf of</p>
<p>Dr. Simon Clegg  </p>
<p>Academic Editor</p>
<p>PLOS ONE</p>
</body>
</sub-article>
</article>