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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2017.02127</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>No Sensory Compensation for Olfactory Memory: Differences between Blind and Sighted People</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Sorokowska</surname> <given-names>Agnieszka</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/199736/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Karwowski</surname> <given-names>Maciej</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/195268/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Smell and Taste Clinic, Department of Otorhinolaryngology, Technische Universit&#x00E4;t Dresden</institution>, <addr-line>Dresden</addr-line>, <country>Germany</country></aff>
<aff id="aff2"><sup>2</sup><institution>Institute of Psychology, University of Wroc&#x0142;aw</institution>, <addr-line>Wroc&#x0142;aw</addr-line>, <country>Poland</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: <italic>Massimiliano Palmiero, University of L&#x2019;Aquila, Italy</italic></p></fn>
<fn fn-type="edited-by"><p>Reviewed by: <italic>Davide Bottari, University of Hamburg, Germany; Pietro Spataro, Sapienza Universit&#x00E0; di Roma, Italy</italic></p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x002A;Correspondence: <italic>Agnieszka Sorokowska, <email>sorokowska@gmail.com</email></italic></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Cognition, a section of the journal Frontiers in Psychology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>12</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>8</volume>
<elocation-id>2127</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>06</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>11</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2017 Sorokowska and Karwowski.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Sorokowska and Karwowski</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Blindness can be a driving force behind a variety of changes in sensory systems. When vision is missing, other modalities and higher cognitive functions can become hyper-developed through a mechanism called sensory compensation. Overall, previous studies suggest that olfactory memory in blind people can be better than that of the sighted individuals. Better performance of blind individuals in other-sensory modalities was hypothesized to be a result of, among others, intense perceptual training. At the same time, if the superiority of blind people in olfactory abilities indeed results from training, their scores should not decrease with age to such an extent as among the sighted people. Here, this hypothesis was tested in a large sample of 94 blind individuals. Olfactory memory was assessed using the Test for Olfactory Memory, comprising episodic odor recognition (discriminating previously presented odors from new odors) and two forms of semantic memory (cued and free identification of odors). Regarding episodic olfactory memory, we observed an age-related decline in correct hits in blind participants, but an age-related increase in false alarms in sighted participants. Further, age moderated the between-group differences for correct hits, but the direction of the observed effect was contrary to our expectations. The difference between blind and sighted individuals younger than 40 years old was non-significant, but older sighted individuals outperformed their blind counterparts. In conclusion, we found no positive effect of visual impairment on olfactory memory. We suggest that daily perceptual training is not enough to increase olfactory memory function in blind people.</p>
</abstract>
<kwd-group>
<kwd>olfactory memory</kwd>
<kwd>olfaction</kwd>
<kwd>blindness</kwd>
<kwd>visual impairment</kwd>
<kwd>aging</kwd>
<kwd>sensory compensation</kwd>
</kwd-group>
<contract-num rid="cn001">OPUS grant #2013/11/B/HS6/01522 to AS</contract-num>
<contract-sponsor id="cn001">Narodowe Centrum Nauki<named-content content-type="fundref-id">10.13039/501100004281</named-content></contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="55"/>
<page-count count="10"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec><title>Introduction</title>
<p>Blindness can be a driving force behind a variety of changes in sensory systems. When vision is missing, other modalities and higher cognitive functions can become hyper-developed (<xref ref-type="bibr" rid="B38">Pascual-Leone et al., 2005</xref>) through a mechanism called sensory compensation (<xref ref-type="bibr" rid="B26">Kupers and Ptito, 2014</xref>). Better performance of blind individuals in other-sensory modalities was hypothesized to be a result of either intense perceptual training (<xref ref-type="bibr" rid="B18">Gagnon et al., 2015</xref>), reorganization of various brain areas (e.g., the occipital cortex, <xref ref-type="bibr" rid="B30">Leclerc et al., 2000</xref>), or a combination of both of these mechanisms (<xref ref-type="bibr" rid="B43">R&#x00F6;der and R&#x00F6;sler, 2003</xref>).</p>
<p>Among many possible types of compensation, increased memory ability of blind people has been the focus of several studies. Visual impairment has been found to be related to better general memory (<xref ref-type="bibr" rid="B1">Amedi et al., 2003</xref>), verbal short memory (<xref ref-type="bibr" rid="B40">Raz et al., 2007</xref>), and auditory memory (<xref ref-type="bibr" rid="B44">R&#x00F6;der et al., 2001</xref>). Sensory compensation among the blind has also been observed for some memory-related olfactory tasks. In non-cued odor identification (i.e., free recall of odor names), participants with visual impairments performed better than those without impairments (<xref ref-type="bibr" rid="B33">Murphy and Cain, 1986</xref>; <xref ref-type="bibr" rid="B46">Rosenbluth et al., 2000</xref>; <xref ref-type="bibr" rid="B52">Wakefield et al., 2004</xref>, but see <xref ref-type="bibr" rid="B48">Sorokowska, 2016</xref>). In addition, free identification time was shorter among blind compared to sighted individuals (<xref ref-type="bibr" rid="B46">Rosenbluth et al., 2000</xref>; <xref ref-type="bibr" rid="B18">Gagnon et al., 2015</xref>), highlighting proficiency of visually impaired people in smell-related memory tasks. Further, several studies demonstrated that blind people performed better than sighted individuals in olfactory discrimination, which is often considered to reflect short-term olfactory memory (<xref ref-type="bibr" rid="B10">Cuevas et al., 2009</xref>, <xref ref-type="bibr" rid="B9">2010</xref>; <xref ref-type="bibr" rid="B45">Rombaux et al., 2010</xref>; <xref ref-type="bibr" rid="B41">Renier et al., 2013</xref>; <xref ref-type="bibr" rid="B5">&#x00C7;omo&#x011F;lu et al., 2015</xref>). However, in the case of this olfactory ability the results were not consistent &#x2013; other researchers demonstrated that olfactory discrimination skills do not depend on visual status (<xref ref-type="bibr" rid="B47">Schwenn et al., 2002</xref>; <xref ref-type="bibr" rid="B2">Beaulieu-Lefebvre et al., 2011</xref>; <xref ref-type="bibr" rid="B37">Oniz et al., 2011</xref>; <xref ref-type="bibr" rid="B31">Luers et al., 2014</xref>; <xref ref-type="bibr" rid="B32">Majchrzak and Eberhard, 2014</xref>; <xref ref-type="bibr" rid="B6">Cornell K&#x00E4;rnekull et al., 2016</xref>; <xref ref-type="bibr" rid="B19">Guducu et al., 2016</xref>; <xref ref-type="bibr" rid="B48">Sorokowska, 2016</xref>).</p>
<p>Overall, data suggest that olfactory memory of blind people could be better than that of the sighted individuals. However, a recent study did not confirm this hypothesis (<xref ref-type="bibr" rid="B6">Cornell K&#x00E4;rnekull et al., 2016</xref>). <xref ref-type="bibr" rid="B6">Cornell K&#x00E4;rnekull et al. (2016)</xref> used a 24-item olfactory episodic recognition test to compare 30 blind individuals aged 26&#x2013;73 years (<italic>M</italic> = 55.5, <italic>SD</italic> = 12) to a corresponding group of sighted individuals. The participants were further asked to identify a subsample of 12 highly familiar odors. The authors found that episodic odor recognition was similar in blind and sighted subjects. Nevertheless, compensatory effects of visual impairment on olfactory memory might be very complex, as it seems to be the case for olfactory compensation in general (<xref ref-type="bibr" rid="B26">Kupers and Ptito, 2014</xref>). Therefore, due to a relatively small sample size, <xref ref-type="bibr" rid="B6">Cornell K&#x00E4;rnekull et al. (2016)</xref> could not explore all possibilities in their research. For example, age is an important variable that is related both to olfactory acuity (<xref ref-type="bibr" rid="B51">Sorokowska et al., 2015b</xref>) and memory (<xref ref-type="bibr" rid="B4">Choudhury et al., 2003</xref>). Choudhury and colleagues measured performance of 231 participants in a 12-item, single-target, four-alternative, forced-choice Odor Memory Test<sup>TM</sup> (OMT; Sensonics, Haddon Heights, NJ, United States) (<xref ref-type="bibr" rid="B12">Doty, 2003</xref>). They observed that age-related decline in performance began around the fifth (i.e., 40&#x2013;49 years) decade of life. Further, in a study employing 96 subjects tested with 16-item Test for Olfactory Memory (TOM; <xref ref-type="bibr" rid="B8">Croy et al., 2015</xref>), olfactory recognition scores of participants older than 60 years were lower than scores obtained by age groups 18&#x2013;30 and 31&#x2013;60. However, it is not clear how age affects olfactory memory in blind individuals, as the effect of this variable was not analyzed in the previous study involving this group (<xref ref-type="bibr" rid="B6">Cornell K&#x00E4;rnekull et al., 2016</xref>).</p>
<p>Odor identification is a very complex and difficult memory-related task (<xref ref-type="bibr" rid="B3">Chobor, 1992</xref>), and the detrimental effects of aging might be due to a decrease in cognitive abilities, which are necessary to correctly identify odor stimuli (<xref ref-type="bibr" rid="B16">Frank et al., 2004</xref>, <xref ref-type="bibr" rid="B17">2011</xref>; <xref ref-type="bibr" rid="B22">Hedner et al., 2010</xref>). Further, age-related decline in olfactory abilities could be an effect of, among others, diseases (including neurodegenerative problems; <xref ref-type="bibr" rid="B39">Rahayel et al., 2012</xref>) or cumulative damage to the olfactory epithelium from repeated infections (<xref ref-type="bibr" rid="B11">Doty, 1989</xref>). At the same time, smell training was found to be effective for older adults (<xref ref-type="bibr" rid="B50">Sorokowska et al., 2017</xref>). If the superiority of blind people in olfactory abilities indeed results from daily training (<xref ref-type="bibr" rid="B18">Gagnon et al., 2015</xref>), their scores should not decrease with age to such an extent as among the sighted people. Here, this hypothesis was tested in a large sample of 94 blind individuals.</p>
</sec>
<sec id="s1" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec><title>Participants</title>
<p>Hundred and eight sighted individuals (56 women and 52 men) aged 20&#x2013;64 years (mean age: 38.38 &#x00B1; 12.12 years) and 94 blind people (48 women and 46 men) aged 16&#x2013;65 (mean age: 41.70 &#x00B1; 13.02 years) participated in the study. There were no age statistically significant differences between the groups, although a trend emerged: <italic>F</italic>(1,201) = 3.52, <italic>p</italic> = 0.062.</p>
</sec>
<sec><title>Procedure</title>
<p>The study comprised a short interview and assessment of verbal and olfactory memory. During the interview, the participants were questioned about olfactory diseases and overall smell quality. Participants reporting serious olfactory disorders were not included in the subsequent evaluation of olfactory memory. In total, four participants were excluded from further participation in the study (reasons: chronic allergy, facial surgery that involved nose reconstruction, brain surgery, and septum deviation). The participants further completed a verbal retrieval test (one part of DemTect test; <xref ref-type="bibr" rid="B54">Wojty&#x0144;ska and Szcze&#x015B;niak, 2016</xref>).</p>
<p>Olfactory memory was assessed using the TOM (<xref ref-type="bibr" rid="B8">Croy et al., 2015</xref>), as it enables testing more than one category of olfactory memory. The TOM comprises episodic odor recognition (discriminating previously presented odors from new odors) and two forms of semantic memory (cued and free identification of odorants), which are tested in three phases. The test is based on 16 smells &#x2013; anise, pineapple, turpentine, banana, rose, apple, cinnamon, mushrooms, fish, coffee, leather, cloves, peppermint, lemon, garlic, and orange; most items are taken from the basic version of the identification subtest of Sniffin&#x2019; Sticks Test, a popular olfactory test based on odor-filled felt-tip pens (<xref ref-type="bibr" rid="B24">Hummel et al., 2007</xref>), and mushroom odor is taken from extended version of the Sniffin&#x2019; Sticks identification subtest (<xref ref-type="bibr" rid="B20">Haehner et al., 2009</xref>; <xref ref-type="bibr" rid="B49">Sorokowska et al., 2015a</xref>). In their original study, Croy and colleagues showed that TOM had satisfactory test&#x2013;retest reliability (<italic>r</italic> = 0.70, <italic>p</italic> &#x003C; 0.001), and that the time interval between the test and retest sessions did not influence recognition performance in this test. Additionally, odor recognition among subjects with slight cognitive impairment was significantly worse as compared with healthy age-matched controls.</p>
<p>The first phase of the TOM is the Recognition task, in which participants are initially presented with eight target smells and asked to memorize them (the acquisition stage). The odors are presented for approximately 5 s each; presentation interval between the smells is about 15&#x2013;20 s (<xref ref-type="bibr" rid="B8">Croy et al., 2015</xref>). Next, these &#x201C;old&#x201D; odors are mixed with eight new smells and presented to the participants again. In this stage of the test (recognition) the participants immediately judge the odors as &#x201C;old&#x201D; or &#x201C;new.&#x201D; Following signal detection theory, the answers are coded as follows: &#x201C;old&#x201D; smells correctly judged as &#x201C;old&#x201D; are called &#x201C;hits,&#x201D; &#x201C;old&#x201D; judged as &#x201C;new&#x201D; are called &#x201C;misses,&#x201D; &#x201C;new&#x201D; judged as &#x201C;new&#x201D; are called &#x201C;correct rejections,&#x201D; and &#x201C;new&#x201D; judged as &#x201C;old&#x201D; are called &#x201C;false alarms.&#x201D; The second phase of the TOM is the Free Identification task. All 16 odorants are presented to the participants again, and they are asked to identify each smell without any cues. The third phase of the TOM is the Cued Identification task in which the odorants not recognized in free identification task are presented again, but this time the participants are given four response options. For more details of the method and exact instructions see <xref ref-type="bibr" rid="B8">Croy et al. (2015)</xref>. Additionally, trained research assistants measured response times during the free and cued identification tasks. The measurement was conducted using a stopwatch for each response separately, starting from the moment the participant sniffed an odor (free identification) or heard all response options (cued identification).</p>
<p>The testing was performed in a quiet, well-ventilated room. The whole procedure took about 40 min. This experiment was approved by the Ethical Committee of the Institute of Psychology, University of Wroclaw and it has been carried out in accordance with the guidelines expressed in the Declaration of Helsinki. Written informed consent was obtained from all participants, and they received monetary compensation for their participation. We additionally obtained written parental consent for a few participating teenagers.</p>
</sec>
<sec><title>Data Analysis</title>
<p>The following scores were analyzed:</p>
<list list-type="simple" prefix-word="simple">
<list-item><label>(1)</label><p>Recognition memory scores in TOM test</p>
<list list-type="simple" prefix-word="simple">
<list-item><label>&#x02022;</label><p>&#x201C;Hit,&#x201D; &#x201C;false alarm,&#x201D; &#x201C;correct rejection,&#x201D; &#x201C;miss&#x201D; rates (scores in each category divided by 8 which were further standardized for analytic purposes)</p></list-item>
<list-item><label>&#x02022;</label><p>d&#x2032; (d prime) scores (calculated as z-score of &#x201C;False Alarms&#x201D; subtracted from z-score of &#x201C;Hits&#x201D;)</p></list-item>
<list-item><label>&#x02022;</label><p>response bias (C) (with positive values indicating a conservative response criterion &#x2013; replying &#x201C;no&#x201D; to both old and new stimuli, and negative values indicating a liberal criterion &#x2013; replying &#x201C;yes&#x201D; to both old and new stimuli).</p></list-item>
</list></list-item>
<list-item><label>(2)</label><p>Semantic memory scores in TOM test</p>
<list list-type="simple" prefix-word="simple">
<list-item><label>&#x02022;</label><p>Free identification score (range: 0&#x2013;16)</p></list-item>
<list-item><label>&#x02022;</label><p>Cued identification score (range: 0&#x2013;16).</p></list-item>
</list></list-item></list>
<p>In addition to the identification scores, the average free and cued identification response times were calculated for each participant across all correct responses.</p>
<list list-type="simple" prefix-word="simple">
<list-item><label>(3)</label><p>Verbal memory &#x2013; total score in verbal retrieval task (<xref ref-type="bibr" rid="B54">Wojty&#x0144;ska and Szcze&#x015B;niak, 2016</xref>).</p></list-item>
</list>
<p>We controlled for gender of the participants, as previous studies showed gender differences in olfactory abilities (<xref ref-type="bibr" rid="B13">Doty and Cameron, 2009</xref>); importantly, female olfactory superiority was often observed in tasks involving verbal components (<xref ref-type="bibr" rid="B35">&#x00D6;berg et al., 2002</xref>).</p>
<p>Data analysis was conducted in a series of multiple regression models, with recognition memory and semantic memory scores being regressed on a group (coded: 0 = blind, 1 = sighted), participants&#x2019; age, and theoretically relevant covariates: verbal memory and gender. As there is a possibility that age may modify the difference between sighted and blind individuals, we also included <italic>Group &#x00D7; Age</italic> interaction into our models, to examine possible moderating role played by age. We treated this cross-product effect exploratorily, and we estimated the potential moderating role of age using Johnson-Neyman conditioning technique using <xref ref-type="bibr" rid="B21">Hayes (2013)</xref> process macro. Johnson-Neyman formula allows for detection of the curvilinear moderating effects. Conceptually our model is illustrated on <bold>Figure <xref ref-type="fig" rid="F1">1</xref></bold>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Illustration of the analyzed model.</p></caption>
<graphic xlink:href="fpsyg-08-02127-g001.tif"/>
</fig>
</sec>
</sec>
<sec><title>Results</title>
<p>Descriptive statistics and correlations between all variables are presented in <bold>Table <xref ref-type="table" rid="T1">1</xref></bold>. <bold>Table <xref ref-type="table" rid="T2">2</xref></bold> presents the results of the first set of regression models, with recognition memory scores serving as dependent variables.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Descriptive statistics and intercorrelations between recognition and semantic memory scores.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<th valign="top" align="center" colspan="14">Blind<hr/></th>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<th valign="top" align="center"><italic>M</italic></th>
<th valign="top" align="center"><italic>SD</italic></th>
<th valign="top" align="center">1</th>
<th valign="top" align="center">2</th>
<th valign="top" align="center">3</th>
<th valign="top" align="center">4</th>
<th valign="top" align="center">5</th>
<th valign="top" align="center">6</th>
<th valign="top" align="center">7</th>
<th valign="top" align="center">8</th>
<th valign="top" align="center">9</th>
<th valign="top" align="center">10</th>
<th valign="top" align="center">11</th>
<th valign="top" align="center">12</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Hit rate</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">-0.03</td>
<td valign="top" align="center">&#x2013;1</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">-0.73</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center">-0.01</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="center">-0.01</td>
<td valign="top" align="center">0.24</td>
<td valign="top" align="center">-0.29</td></tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">Correct rejection rate</td>
<td valign="top" align="center">0.76</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">&#x2013;1</td>
<td valign="top" align="center">-0.04</td>
<td valign="top" align="center">0.68</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center">-0.14</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">-0.22</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">False alarm rate</td>
<td valign="top" align="center">0.24</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="center">-0.26</td>
<td valign="top" align="center">-0.99</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">-0.68</td>
<td valign="top" align="center">-0.66</td>
<td valign="top" align="center">-0.23</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">-0.07</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">-0.06</td>
<td valign="top" align="center">-0.02</td></tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Miss rate</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">-0.99</td>
<td valign="top" align="center">-0.25</td>
<td valign="top" align="center">0.24</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">-0.75</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">-0.25</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">-0.31</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">-0.23</td>
<td valign="top" align="center">0.30</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">d&#x2032;</td>
<td valign="top" align="center">-0.12</td>
<td valign="top" align="center">1.38</td>
<td valign="top" align="center">0.77</td>
<td valign="top" align="center">0.81</td>
<td valign="top" align="center">-0.82</td>
<td valign="top" align="center">-0.74</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">-0.10</td>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center">-0.10</td>
<td valign="top" align="center">0.28</td>
<td valign="top" align="center">-0.15</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">-0.20</td></tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Response bias</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">-0.54</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">-0.67</td>
<td valign="top" align="center">0.55</td>
<td valign="top" align="center">0.12</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">-0.03</td>
<td valign="top" align="center">-0.08</td>
<td valign="top" align="center">-0.18</td>
<td valign="top" align="center">-0.15</td>
<td valign="top" align="center">-0.14</td>
<td valign="top" align="center">0.24</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Free identification</td>
<td valign="top" align="center">5.78</td>
<td valign="top" align="center">2.46</td>
<td valign="top" align="center">0.32</td>
<td valign="top" align="center">0.27</td>
<td valign="top" align="center">-0.28</td>
<td valign="top" align="center">-0.31</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">-0.12</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">-0.11</td></tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">Free identification time</td>
<td valign="top" align="center">3.57</td>
<td valign="top" align="center">2.13</td>
<td valign="top" align="center">-0.23</td>
<td valign="top" align="center">-0.17</td>
<td valign="top" align="center">0.15</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">-0.24</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">-0.06</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">0.10</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">Cued identification</td>
<td valign="top" align="center">13.53</td>
<td valign="top" align="center">2.05</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">0.29</td>
<td valign="top" align="center">-0.29</td>
<td valign="top" align="center">-0.47</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">-0.12</td>
<td valign="top" align="center">0.46</td>
<td valign="top" align="center">-0.31</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">-0.06</td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center">-0.01</td></tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">Cued identification time</td>
<td valign="top" align="center">5.04</td>
<td valign="top" align="center">2.44</td>
<td valign="top" align="center">-0.21</td>
<td valign="top" align="center">-0.17</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">-0.23</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">-0.11</td>
<td valign="top" align="center">0.44</td>
<td valign="top" align="center">-0.16</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">-0.12</td>
<td valign="top" align="center">0.27</td>
</tr>
<tr>
<td valign="top" align="left">11</td>
<td valign="top" align="left">Verbal memory</td>
<td valign="top" align="center">21.47</td>
<td valign="top" align="center">4.37</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">-0.13</td>
<td valign="top" align="center">-0.13</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">-0.01</td>
<td valign="top" align="center">0.32</td>
<td valign="top" align="center">-0.02</td>
<td valign="top" align="center">0.32</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">-0.25</td>
</tr>
<tr>
<td valign="top" align="left">12</td>
<td valign="top" align="left">Age</td>
<td valign="top" align="center">41.7</td>
<td valign="top" align="center">13.02</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">-0.23</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">-0.07</td>
<td valign="top" align="center">-0.08</td>
<td valign="top" align="center">-0.25</td>
<td valign="top" align="center">-0.08</td>
<td valign="top" align="center">-0.01</td>
<td valign="top" align="center">-0.07</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">-0.05</td>
<td valign="top" align="center">1</td></tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left">Sighted <italic>M</italic></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.87</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">0.13</td>
<td valign="top" align="center">-0.09</td>
<td valign="top" align="center">6.13</td>
<td valign="top" align="center">3.23</td>
<td valign="top" align="center">14.10</td>
<td valign="top" align="center">4.24</td>
<td valign="top" align="center">21.71</td>
<td valign="top" align="center">38.38</td>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left">Sighted <italic>SD</italic></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">0.19</td>
<td valign="top" align="center">0.19</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">1.64</td>
<td valign="top" align="center">0.63</td>
<td valign="top" align="center">2.63</td>
<td valign="top" align="center">1.89</td>
<td valign="top" align="center">1.61</td>
<td valign="top" align="center">2.54</td>
<td valign="top" align="center">5.47</td>
<td valign="top" align="center">12.12</td></tr>
</tbody></table>
<table-wrap-foot>
<attrib><italic>Correlations obtained among blind individuals (<italic>n</italic> = 94) are presented above the diagonal, correlations obtained among sighted individuals (<italic>n</italic> = 108) are given below the diagonal. Correlations equal or higher than <italic>r</italic> = 0.21 above diagonal (and <italic>r</italic> = 0.19 below diagonal) are statistically significant at <italic>p</italic> &#x003C; 0.05; correlations equal and higher than <italic>r</italic> = 0.27 above diagonal (<italic>r</italic> = 0.25 below diagonal) are significant at <italic>p</italic> &#x003C; 0.01.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>A summary of moderated regression models predicting recognition memory scores.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<th valign="top" align="center" colspan="6">Dependent variables: recognition memory scores<hr/></th></tr>
<tr>
<th valign="top" align="left">Predictors</th>
<th valign="top" align="center">Hit rate</th>
<th valign="top" align="center">False alarm rate</th>
<th valign="top" align="center">Correct rejection rate</th>
<th valign="top" align="center">Miss rate</th>
<th valign="top" align="center">d&#x2032;</th>
<th valign="top" align="center">Response bias</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Group (1 = sighted)</td>
<td valign="top" align="center">0.27&#x002A; (0.14)</td>
<td valign="top" align="center">0.08 (0.15)</td>
<td valign="top" align="center">-0.11 (0.15)</td>
<td valign="top" align="center">-0.26&#x02C6; (0.14)</td>
<td valign="top" align="center">0.14 (0.14)</td>
<td valign="top" align="center">-0.27&#x002A; (0.14)</td>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center">-0.06 (0.07)</td>
<td valign="top" align="center">0.10 (0.07)</td>
<td valign="top" align="center">-0.12 (0.07)</td>
<td valign="top" align="center">0.08 (0.07)</td>
<td valign="top" align="center">-0.11 (0.07)</td>
<td valign="top" align="center">0.22&#x002A; (0.10)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Group &#x00D7; Age</italic></td>
<td valign="top" align="center">0.34&#x002A; (0.14)</td>
<td valign="top" align="center">0.27&#x02C6; (0.14)</td>
<td valign="top" align="center">-0.28&#x02C6; (0.14)</td>
<td valign="top" align="center">-0.34&#x002A; (0.14)</td>
<td valign="top" align="center">0.04 (0.14)</td>
<td valign="top" align="center">-0.48&#x002A;&#x002A; (0.14)</td>
</tr>
<tr>
<td valign="top" align="left">Gender</td>
<td valign="top" align="center">-0.15 (0.13)</td>
<td valign="top" align="center">0.06 (0.14)</td>
<td valign="top" align="center">-0.05 (0.14)</td>
<td valign="top" align="center">0.14 (0.13)</td>
<td valign="top" align="center">-0.13 (0.14)</td>
<td valign="top" align="center">0.07 (0.13)</td>
</tr>
<tr>
<td valign="top" align="left">Verbal memory</td>
<td valign="top" align="center">0.16&#x002A; (0.07)</td>
<td valign="top" align="center">-0.10 (0.07)</td>
<td valign="top" align="center">0.08 (0.07)</td>
<td valign="top" align="center">-0.13&#x02C6; (0.07)</td>
<td valign="top" align="center">0.17&#x002A;&#x002A; (0.07)</td>
<td valign="top" align="center">-0.05 (0.07)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>R</italic><sup>2</sup></td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.08</td></tr>
</tbody></table>
<table-wrap-foot>
<attrib><italic>N = 202, Group variable coded: 0 = blind, 1 = sighted, Gender coded: 0 = female, 1 = male. All variables except group and gender were z standardized to facilitate interpretability, so may be read as betas.</italic></attrib>
<attrib><italic><sup>&#x2227;</sup><italic>p</italic> &#x003C; 0.07, <sup>&#x2217;</sup><italic>p</italic> &#x003C; 0.05, <sup>&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.01, <sup>&#x2217;&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.001.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<p>As illustrated in <bold>Table <xref ref-type="table" rid="T2">2</xref></bold> (see also <bold>Figure <xref ref-type="fig" rid="F2">2</xref></bold>), sighted individuals significantly outperformed their blind counterparts in the case of hit rate (<italic>p</italic> = 0.037), and there was a marginal tendency for higher miss rate among blind individuals (<italic>p</italic> = 0.06). Blind individuals&#x2019; scores were also characterized by higher response bias (<italic>p</italic> = 0.03). No differences between sighted and blind individuals were observed in the remaining cases &#x2013; false alarm rate, correct rejection rate and d&#x2032; scores were similar in both groups (<bold>Figure <xref ref-type="fig" rid="F2">2</xref></bold>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>The difference between blind and sighted individuals in recognition memory scores indices.</p></caption>
<graphic xlink:href="fpsyg-08-02127-g002.tif"/>
</fig>
<p>It should be noted, however, that age moderated the observed between-group differences in the case of hit and miss rates and response bias. Conditioned moderation using Johnson-Neyman technique (see <bold>Figure <xref ref-type="fig" rid="F3">3</xref></bold>), demonstrated that in the case of hit rate, the difference between blind (<italic>n</italic> = 45, <italic>M</italic> = 7.00, <italic>SD</italic> = 0.85) and sighted individuals (<italic>n</italic> = 62, <italic>M</italic> = 6.82, <italic>SD</italic> = 1.22) younger than 40 years old was non-significant, while older sighted individuals (<italic>n</italic> = 46, <italic>M</italic> = 7.09, <italic>SD</italic> = 0.89) outperformed their blind counterparts (<italic>n</italic> = 49, <italic>M</italic> = 6.22, <italic>SD</italic> = 1.25). In the case of miss rate, younger blind and sighted participants did not differ (<italic>M</italic> = 0.98, <italic>SD</italic> = 0.84 and <italic>M</italic> = 1.18, <italic>SD</italic> = 1.22, respectively), yet higher numbers of not recognized odors were observed among blind individuals older than 40 years old (<italic>M</italic> = 1.78, <italic>SD</italic> = 1.25 and <italic>M</italic> = 0.96, <italic>SD</italic> = 0.90, respectively). Similar pattern was observed in the case of response bias &#x2013; we found no group differences in the case of participants younger than 40 years old (<italic>M</italic><sub>blind</sub> = -0.09, <italic>SD</italic><sub>blind</sub> = 0.61, <italic>M</italic><sub>sighted</sub> = 0.06, <italic>SD</italic><sub>sighted</sub> = 0.63, <italic>p</italic> = 0.23), while a significant difference was observed among participants older than 40 years old (<italic>M</italic><sub>blind</sub> = 0.25, <italic>SD</italic><sub>blind</sub> = 0.68, <italic>M</italic><sub>sighted</sub> = -0.28, <italic>SD</italic><sub>sighted</sub> = 0.57, <italic>p</italic> &#x003C; 0.001).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>The difference between blind and sighted individuals in hit and miss rates as moderated by their age. Top panels illustrate the zone of significant interaction estimated using the Johnson-Neyman technique. Gray lines are 95% confidence intervals &#x2013; in the cases if both intervals do not cross X Axis, the moderation effect is statistically significant. Lower panels illustrate the difference between blind and sighted individuals below and above the age levels estimated using Johnson-Neyman method. All values are estimated with the covariates (gender, age, and verbal memory) being partialled-out. Error bars denote standard errors.</p></caption>
<graphic xlink:href="fpsyg-08-02127-g003.tif"/>
</fig>
<p>Previous studies exploring the moderating effect of age on olfactory acuity identified the decrease at older age &#x2013; usually about 55 years (<xref ref-type="bibr" rid="B24">Hummel et al., 2007</xref>). For purposes of comparison, we have also examined the potential differences between blind and sighted individuals younger than 55 (<italic>n</italic> = 170) and 55 and older (<italic>n</italic> = 32). In the case of hit rate there were no differences between participants below 55 years of age (<italic>p</italic> = 0.16) and 55 or older (<italic>p</italic> = 0.19). Similarly, miss rates of blind and sighted individuals aged below 55 (<italic>p</italic> = 0.23) and 55 and above (<italic>p</italic> = 0.19) did not differ.</p>
<p>Finally, we also plotted links between standardized hit and false alarm rates and age separately for both analyzed groups. As illustrated on <bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold>, we observed an age-related decline in hit rate among blind individuals (<italic>B</italic> = -0.25, <italic>SE</italic> = 0.10, <italic>p</italic> = 0.01), while hit scores obtained by sighted individuals were unrelated to their age (<italic>B</italic> = 0.10, <italic>SE</italic> = 0.10, <italic>p</italic> = 0.29). Interestingly, false alarm rate increased with age among sighted individuals (<italic>B</italic> = 0.23, <italic>SE</italic> = 0.10, <italic>p</italic> = 0.023), while it was unrelated to age among blind individuals (<italic>B</italic> = -0.04, <italic>SE</italic> = 0.11, <italic>p</italic> = 0.69). Response bias increased with age among blind individuals (<italic>B</italic> = 0.018, <italic>SE</italic> = 0.01, <italic>p</italic> = 0.025), while it decreased with age among sighted individuals (<italic>B</italic> = -0.02, <italic>SE</italic> = 0.01, <italic>p</italic> = 0.01).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>The moderating effect of group (blind versus sighted) on the relationship between participants&#x2019; age and hit rate <bold>(A)</bold>, false alarm rate <bold>(B)</bold>, and response bias <bold>(C)</bold>.</p></caption>
<graphic xlink:href="fpsyg-08-02127-g004.tif"/>
</fig>
<p>The model illustrated on <bold>Figure <xref ref-type="fig" rid="F1">1</xref></bold> was also applied to semantic memory scores (<bold>Table <xref ref-type="table" rid="T3">3</xref></bold>). Blind and sighted individuals did not differ in free identification score and its response time, but sighted individuals outperformed blind individuals in cued identification score (<italic>p</italic> = 0.03). The (marginal) difference (<italic>p</italic> = 0.056), was also observed in the case of cued identification response time: blind individuals responded in a slower manner than sighted individuals. No age-moderated effects were observed.</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>A summary of moderated regression models predicting semantic memory scores.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<th valign="top" align="center" colspan="4">Dependent variables: semantic memory scores<hr/></th></tr>
<tr>
<th valign="top" align="left">Predictors</th>
<th valign="top" align="center">Free identification</th>
<th valign="top" align="center">Free identification response time</th>
<th valign="top" align="center">Cued identification</th>
<th valign="top" align="center">Cued identification response time</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Group (1 = sighted)</td>
<td valign="top" align="center">0.12 (0.14)</td>
<td valign="top" align="center">-0.15 (0.14)</td>
<td valign="top" align="center">0.30&#x002A; (0.14)</td>
<td valign="top" align="center">-0.27&#x02C6; (0.14)</td>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center">-0.04 (0.10)</td>
<td valign="top" align="center">0.11 (0.10)</td>
<td valign="top" align="center">0.05 (0.10)</td>
<td valign="top" align="center">0.25&#x002A; (0.10)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Group &#x00D7; Age</italic></td>
<td valign="top" align="center">-0.03 (0.14)</td>
<td valign="top" align="center">-0.10 (0.10)</td>
<td valign="top" align="center">-0.09 (0.14)</td>
<td valign="top" align="center">-0.22 (0.14)</td>
</tr>
<tr>
<td valign="top" align="left">Gender</td>
<td valign="top" align="center">-0.01 (0.14)</td>
<td valign="top" align="center">0.36&#x002A; (0.14)</td>
<td valign="top" align="center">0.10 (0.14)</td>
<td valign="top" align="center">0.19 (0.14)</td>
</tr>
<tr>
<td valign="top" align="left">Verbal memory</td>
<td valign="top" align="center">0.30&#x002A;&#x002A;&#x002A; (0.07)</td>
<td valign="top" align="center">0.05 (0.07)</td>
<td valign="top" align="center">0.27&#x002A;&#x002A;&#x002A; (0.07)</td>
<td valign="top" align="center">0.01 (0.07)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>R</italic><sup>2</sup></td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">0.06</td></tr>
</tbody></table>
<table-wrap-foot>
<attrib><italic>N = 202, Group variable coded: 0 = blind, 1 = sighted, Gender coded: 0 = female, 1 = male. All variables except group and gender were z standardized to facilitate interpretability, so may be read as betas.</italic></attrib>
<attrib><italic><sup>&#x2227;</sup><italic>p</italic> &#x003C; 0.07, <sup>&#x2217;</sup><italic>p</italic> &#x003C; 0.05, <sup>&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.01, <sup>&#x2217;&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.001.</italic></attrib>
</table-wrap-foot>
</table-wrap>
</sec>
<sec><title>Discussion</title>
<p>In the current study, we tested the hypothesis regarding assumed superiority of blind people over sighted individuals in the area of olfactory memory. We also analyzed the potential age-related effects with this regard. In terms of episodic olfactory memory, we observed an age-related decline in correct hits in blind participants, but an age-related increase in false alarms in sighted participants. Interestingly, in sighted individuals, the increase in false alarms reflected a change in response bias &#x2013; these participants adopted a more liberal response criterion as they grew older. Semantic memory scores in both blind and sighted individuals were not affected by their age. Further, we found that sighted individuals outperformed their blind counterparts in the case of some TOM test subscores (hit rate, miss rate, and cued identification score). Age moderated the between-group differences for hit and miss rates, but the direction of the observed effect was contrary to our expectations. The difference between blind and sighted individuals younger than 40 years old was non-significant, while older sighted individuals outperformed their blind counterparts. Nevertheless, in most TOM test subscales we found no differences between sighted and blind individuals.</p>
<p>Numerous studies showed deterioration of smell in elderly people (<xref ref-type="bibr" rid="B11">Doty, 1989</xref>; <xref ref-type="bibr" rid="B23">Hummel et al., 1998</xref>; <xref ref-type="bibr" rid="B34">Murphy et al., 2002</xref>; <xref ref-type="bibr" rid="B51">Sorokowska et al., 2015b</xref>), and as expected (<xref ref-type="bibr" rid="B4">Choudhury et al., 2003</xref>), age proved to be a significant factor also in our analyses of olfactory episodic memory. However, contrary to our assumptions, olfactory memory scores of older blind people were not higher than these of older sighted people. We even noted superiority of sighted participants in two TOM subtests among individuals older than 40 years (although this effect disappeared when we compared people 55 and older &#x2013; this, however, may be caused by a limited statistical power of this specific comparison). In the context of previously discussed studies on olfactory abilities of blind people, the hypothesis regarding an automatic increase of olfactory abilities among blind people due to daily smell training (<xref ref-type="bibr" rid="B18">Gagnon et al., 2015</xref>) finds no support in our findings.</p>
<p>However, it needs to be noted that we did not observe an age-related decline in semantic memory scores in our sample. Perhaps, consistent with previous studies on smell identification performance, we would need to include a larger sample of individuals older than 50 years to conduct more detailed analyses (<xref ref-type="bibr" rid="B55">Zhang and Wang, 2017</xref>), especially that healthy, normosmic subjects normally perform very well in olfactory identification tests (<xref ref-type="bibr" rid="B25">Hummel et al., 1997</xref>, <xref ref-type="bibr" rid="B24">2007</xref>). The ceiling effect in the case of cued identification in the case of cued identification could have obscured any existing inter-group differences and it might have reduced the likelihood of observing a significant sensory compensation effect for semantic olfactory memory.</p>
<p>Overall, our results are in agreement with the findings of <xref ref-type="bibr" rid="B6">Cornell K&#x00E4;rnekull et al. (2016)</xref> on olfactory memory. Nevertheless, the discrepancy between our results and the previous literature on olfactory abilities of blind people is very interesting. There are several factors that could have contributed to this difference. First, researchers studying olfactory performance of blind people use various methods, and &#x2013; independent of any possible sensory compensation &#x2013; it is possible that some tests (like the TOM test; <xref ref-type="bibr" rid="B8">Croy et al., 2015</xref>) are not equally easy for sighed and blind individuals. For example, olfactory memory depends to a great extent on previous knowledge of applied odorants (<xref ref-type="bibr" rid="B7">Cornell K&#x00E4;rnekull et al., 2015</xref>), and familiarity is crucial for identification test performance (<xref ref-type="bibr" rid="B25">Hummel et al., 1997</xref>). Relatedly, smell identification tests need to be standardized and adapted to be used in new cultural settings (<xref ref-type="bibr" rid="B36">Oleszkiewicz et al., 2016</xref>). As Sniffin&#x2019; Sticks identification test (<xref ref-type="bibr" rid="B24">Hummel et al., 2007</xref>) was standardized in a sighted population, it is possible that blind people are less familiar than sighted individuals with odors comprising this test and &#x2013; consequently &#x2013; the TOM test (<xref ref-type="bibr" rid="B8">Croy et al., 2015</xref>). Further, there could be certain sample differences between the present and previous studies that found enhanced olfactory performance in the blind. Some authors explain the olfactory superiority of the blind people in terms of higher attention to olfactory stimuli (<xref ref-type="bibr" rid="B15">Ferdenzi et al., 2010</xref>). For example, blind people could use olfactory cues to develop spatial representations (<xref ref-type="bibr" rid="B14">Espinosa et al., 1998</xref>). This increased perceptual attention might result in deeper knowledge of odors and a better ability to reactivate associated information, although not all blind people need to be equally smell-oriented. Future studies should not only analyze the effect of blindness on various aspects of olfactory acuity, but also take into account the self-assessed attention people pay to olfactory cues.</p>
<p>Olfactory identification (a domain of semantic odor memory analyzed in the current study) was speculated to be a result of, among others, general semantic knowledge and verbal skills (<xref ref-type="bibr" rid="B27">Larsson et al., 2000</xref>, <xref ref-type="bibr" rid="B29">2004</xref>; <xref ref-type="bibr" rid="B16">Frank et al., 2004</xref>; <xref ref-type="bibr" rid="B22">Hedner et al., 2010</xref>). Original TOM test paper demonstrated decreased scores among demented individuals, which suggests a high impact of cognitive factors on performance in this test (<xref ref-type="bibr" rid="B8">Croy et al., 2015</xref>). Our study concurs with these findings &#x2013; we found that verbal memory test scores were positively related to hit rate, d prime score and free identification abilities among all participants. This is probably due to similar structure (<xref ref-type="bibr" rid="B53">White, 1998</xref>) and dynamics (<xref ref-type="bibr" rid="B7">Cornell K&#x00E4;rnekull et al., 2015</xref>) of olfactory memory and other memory systems. As both in our and the previous study (<xref ref-type="bibr" rid="B6">Cornell K&#x00E4;rnekull et al., 2016</xref>) these results were very similar for blind and sighted people, it seems that performance in odor memory test depends on variables other than visual impairment and sensory compensation.</p>
<p>Previous studies suggest that women tend to have better episodic olfactory memory than men, and their better performance is likely mediated by their higher proficiency in odor identification (<xref ref-type="bibr" rid="B35">&#x00D6;berg et al., 2002</xref>). In addition, olfactory superiority of female participants was found to depend on verbal abilities (<xref ref-type="bibr" rid="B28">Larsson et al., 2003</xref>), as activating verbal information is crucial for recognition of odors. However, in the current study we found no effects of participants&#x2019; gender. This might have resulted from low familiarity of odorants applied in our research, as indicated by relatively low free identification scores in our samples. Performance in memory-related olfactory tasks can rely on prior exposure to and familiarity with the target odors (<xref ref-type="bibr" rid="B42">Richardson and Zucco, 1989</xref>; <xref ref-type="bibr" rid="B35">&#x00D6;berg et al., 2002</xref>; <xref ref-type="bibr" rid="B7">Cornell K&#x00E4;rnekull et al., 2015</xref>). Future studies could additionally involve individual assessments of familiarity of each odor, as low familiarity of applied odorants can significantly decrease olfactory memory (<xref ref-type="bibr" rid="B7">Cornell K&#x00E4;rnekull et al., 2015</xref>).</p>
</sec>
<sec><title>Conclusion</title>
<p>We found no effect of visual impairment on olfactory memory. Although blindness can be a driving force behind a variety of changes in sensory systems, we did not observe sensory compensation among the blind in several olfactory-related memory tasks. In addition, we found that olfactory memory of older sighted participants was higher compared to blind participants, which suggests that daily perceptual training is not enough to enhance olfactory function.</p>
</sec>
<sec><title>Author Contributions</title>
<p>Contribution of AS and MK: substantial contributions to the conception or design of the work; or the acquisition, analysis, and interpretation of data for the work; drafting the work or revising it critically for important intellectual content; final approval of the version to be published; agreement to be accountable for all aspects of the work in ensuring that questions related to the accuracy or integrity of any part of the work are appropriately investigated and resolved.</p>
</sec>
<sec><title>Conflict of Interest Statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> The research was supported by funds of Polish National Science Centre (OPUS grant #2013/11/B/HS6/01522 to AS).</p></fn>
</fn-group>
<ack>
<p>The authors thank Piotr Sorokowski, Anna Oleszkiewicz, Malgorzata Szagdaj, Anna Szagdaj, Katarzyna Gwozdziewicz, Natalia Wernecka, Anna Trzepizur, and Joanna Widomska for their help during the data collection.</p>
</ack>
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