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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.2017.01405</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>General Commentary</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Commentary: Feeling the Conflict: The Crucial Role of Conflict Experience in Adaptation</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Foerster</surname> <given-names>Anna</given-names></name>
<xref ref-type="author-notes" rid="fn001"><sup>&#x0002A;</sup></xref>
<xref ref-type="author-notes" rid="fn004"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/95236/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Pfister</surname> <given-names>Roland</given-names></name>
<xref ref-type="author-notes" rid="fn002"><sup>&#x0002A;</sup></xref>
<xref ref-type="author-notes" rid="fn004"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/43954/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Reuss</surname> <given-names>Heiko</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/48283/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kunde</surname> <given-names>Wilfried</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/8483/overview"/>
</contrib>
</contrib-group>
<aff><institution>Department of Psychology III, University of W&#x000FC;rzburg</institution> <country>W&#x000FC;rzburg, Germany</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Michiel M. Spap&#x000E9;, Liverpool Hope University, United Kingdom</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Claudia Danielmeier, University of Nottingham, United Kingdom; Rico Fischer, University of Greifswald, Germany</p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x0002A;Correspondence: Anna Foerster <email>anna.foerster&#x00040;uni-wuerzburg.de</email></p></fn>
<fn fn-type="corresp" id="fn002"><p>Roland Pfister <email>roland.pfister&#x00040;psychologie.uni-wuerzburg.de</email></p></fn>
<fn fn-type="other" id="fn003"><p>This article was submitted to Cognition, a section of the journal Frontiers in Psychology</p></fn>
<fn fn-type="other" id="fn004"><p>&#x02020;These authors have contributed equally to this work.</p></fn></author-notes>
<pub-date pub-type="epub">
<day>11</day>
<month>09</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>8</volume>
<elocation-id>1405</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>06</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>08</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2017 Foerster, Pfister, Reuss and Kunde.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Foerster, Pfister, Reuss and Kunde</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>
<related-article id="RA1" related-article-type="commentary-article" journal-id="Psychol Sci." journal-id-type="nlm-ta" vol="25" page="675" xlink:href="24395737" ext-link-type="pubmed">A commentary on <article-title>Feeling the Conflict: The Crucial Role of Conflict Experience in Adaptation</article-title> by Desender, K., Van Opstal, F., and Van den Bussche, E. (2014). Psychol. Sci. 25, 675&#x02013;683. doi: <object-id>10.1177/0956797613511468</object-id></related-article>
<kwd-group>
<kwd>conflict adaptation</kwd>
<kwd>conflict experience</kwd>
<kwd>conflict strength</kwd>
<kwd>cognitive conflict</kwd>
<kwd>cognitive control</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="12"/>
<page-count count="3"/>
<word-count count="1874"/>
</counts>
</article-meta>
</front>
<body>
<p>Conflict adaptation in masked priming has recently been proposed to rely not on successful conflict resolution but rather on conflict experience (Desender et al., <xref ref-type="bibr" rid="B5">2014</xref>). We re-assessed this proposal in a direct replication and also tested a potential confound due to conflict strength. The data supported this alternative view, but also failed to replicate basic conflict adaptation effects of the original study despite considerable power.</p>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Unconscious stimuli can activate motor responses, which causes cognitive conflict if this activation does not match what the agent intends to do. Fortunately, the human cognitive system adapts to conflicts, an ability that manifests in congruency sequence effects (Botvinick et al., <xref ref-type="bibr" rid="B3">2001</xref>). These effects are typically taken to indicate that successfully overcoming cognitive conflict reduces conflict in the following trial.</p>
<p>Desender et al. (<xref ref-type="bibr" rid="B5">2014</xref>) argued against this view by proposing that subjective conflict experience&#x02014;instead of actual conflict&#x02014;is the driving force of conflict adaptation. This claim was based on a study in which participants rated conflict experience after responding to a target arrow that followed a barely visible congruent or incongruent prime arrow. Sequence effects were evident after accurate conflict ratings, but absent or reversed after incorrect conflict ratings. These data demonstrate that conflict can become consciously available. However, the observation of common changes in subjective experience and conflict adaptation is correlational in nature and leaves room for explanations in terms of additional variables that determine <italic>both</italic>, conflict experience and conflict adaptation. A candidate variable is the actual <italic>conflict strength</italic> (i.e., strength of activation of competing responses) that temporally precedes both other measures (Forster et al., <xref ref-type="bibr" rid="B7">2011</xref>; Wendt et al., <xref ref-type="bibr" rid="B12">2014</xref>; Abrahamse and Braem, <xref ref-type="bibr" rid="B1">2015</xref>; Hommel, <xref ref-type="bibr" rid="B9">2017</xref>).</p>
<p>The above-chance detection of congruent and incongruent trials via conflict ratings in the original study already supports the notion of a direct impact of conflict strength on conflict experience. However, it cannot account for variations of conflict adaptation by other factors than congruency. Analyzing adaptation effects as a function of conflict experience might have tapped also into unsystematic sources of conflict (Abrahamse and Braem, <xref ref-type="bibr" rid="B1">2015</xref>), leading to increased conflict strength in trials with higher ratings of conflict. Performance speed (response times, RTs) should serve as an approximation for such unsystematic influences of conflicting responses (plus systematic influences of congruency) as responses to incongruent compared to congruent stimuli are slower and lead to higher ratings of conflict. Accordingly, we replicated the original study and scrutinized the correlational relation of performance speed and conflict experience.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<p>The study closely matched the original procedure. A masked prime arrow preceded a target arrow on each trial and participants responded to the direction of the target arrow (see the Supplementary Material for details). The only differences to the original methodology were that we presented error feedback in the main task and asked for conflict ratings only after correct responses rather than deleting those trials afterward. Of the 89 participants (power &#x02265; 80% for all relevant effects, see the Supplementary Material), three participants had to be excluded following the criteria of the original study. The study was conducted in accordance with the guidelines of the ethics committee at the Institute of Psychology at the University of W&#x000FC;rzburg, as well as with the guidelines of the Deutsche Gesellschaft f&#x000FC;r Psychologie (German Psychological Society). All participants gave written informed consent prior to participation.</p>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Conflict rating</title>
<p>Ratings were evenly distributed across the four categories &#x0201C;There was conflict,&#x0201D; &#x0201C;I guess there was conflict,&#x0201D; &#x0201C;I guess there was no conflict,&#x0201D; and &#x0201C;There was no conflict&#x0201D; (Figure <xref ref-type="fig" rid="F1">1A</xref>). Thus, we dichotomized all four ratings in &#x0201C;conflict&#x0201D; and &#x0201C;no conflict.&#x0201D; Twenty-three participants did not provide sufficient observations and were excluded following the original methodology. The remaining participants detected conflict better than chance (mean conflict-d&#x00027; &#x0003D; 0.49, <italic>SD</italic> &#x0003D; 0.48), <italic>t</italic>(62) &#x0003D; 8.09, <italic>p</italic> &#x0003C; 0.001, <italic>d</italic><sub><italic>z</italic></sub> &#x0003D; 1.02.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p><bold>(A)</bold> Conflict rating frequencies for congruent and incongruent trials. <bold>(B)</bold> Effects of current congruency (&#x00394; &#x0003D; currently incongruent &#x02013; currently congruent) in reaction times (&#x00394;RT; bars) and error percentages (&#x00394;PEs; dots), as a function of preceding congruency and rating accuracy (see Figure <xref ref-type="supplementary-material" rid="SM1">S1</xref> for raw RTs and PEs). Error bars represent the 95% confidence interval of paired differences (CI<sub>PD</sub>; Pfister and Janczyk, <xref ref-type="bibr" rid="B11">2013</xref>), computed separately for each rating condition.</p></caption>
<graphic xlink:href="fpsyg-08-01405-g0001.tif"/>
</fig>
</sec>
<sec>
<title>Performance speed and conflict rating</title>
<p>Unstandardized participant-wise regression coefficients predicting conflict ratings by RTs (in seconds) were tested against zero (mean slope &#x0003D; 0.52, <italic>SD</italic> &#x0003D; 0.60). Positive values indicate a tendency toward conflict for slower RTs and this tendency was significant, <italic>t</italic>(62) &#x0003D; 6.85, <italic>p</italic> &#x0003C; 0.001, <italic>d</italic><sub><italic>z</italic></sub> &#x0003D; 0.86. We repeated this analysis for incongruent trials (objective presence of conflict) which resulted in very similar results (mean slope &#x0003D; 0.51, <italic>SD</italic> &#x0003D; 0.63), <italic>t</italic>(62) &#x0003D; 6.51, <italic>p</italic> &#x0003C; 0.001, <italic>d</italic><sub><italic>z</italic></sub> &#x0003D; 0.82<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref>.</p>
</sec>
<sec>
<title>Congruency sequence effect and conflict rating</title>
<p>RTs and error percentages (PEs) of the target response were analyzed in 2 &#x000D7; 2 &#x000D7; 2 analyses of variance (ANOVAs) with the factors current congruency, preceding congruency and accuracy of the preceding rating (Figure <xref ref-type="fig" rid="F1">1B</xref>). Congruent responses were faster, <italic>F</italic>(1, 62) &#x0003D; 74.89, <italic>p</italic> &#x0003C; 0.001, <inline-formula><mml:math id="M1"><mml:msubsup><mml:mrow><mml:mi>&#x003B7;</mml:mi></mml:mrow><mml:mrow><mml:mi>p</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msubsup><mml:mo>=</mml:mo></mml:math></inline-formula> 0.55, and more accurate, <italic>F</italic>(1, 62) &#x0003D; 34.63, <italic>p</italic> &#x0003C; 0.001, <inline-formula><mml:math id="M2"><mml:msubsup><mml:mrow><mml:mi>&#x003B7;</mml:mi></mml:mrow><mml:mrow><mml:mi>p</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msubsup></mml:math></inline-formula> &#x0003D; 0.36, than incongruent responses. None of the remaining effects were significant, <italic>F</italic>s &#x02264; 2.47, <italic>p</italic>s &#x02265; 0.121.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Surprisingly, our data did not yield any signs of conflict adaptation even after correct conflict ratings (see Supplementary Material for Bayesian follow-up analyses). Given that our method was a direct replication of Desender et al. (<xref ref-type="bibr" rid="B5">2014</xref>), this finding is puzzling and raises the question of whether our results might reflect a statistical Type II error or a possible Type I error in the original study. The former error seems unlikely given the clear absence of adaptation effects despite relatively high statistical power (higher than in the original study; see the Supplementary Material). Possibly, the present and the original study design hindered potential sequential effects, because two target responses are separated by a relatively long time and by several unrelated responses (the conflict rating and an additional response to start the next trial). A re-assessment of additional data sets that allow for similar analyses (e.g., Desender et al., <xref ref-type="bibr" rid="B4">2016</xref>) might shed further light on this question.</p>
<p>The above-chance detection of congruent and incongruent trials by ratings in both studies shows a direct impact of conflict strength on conflict experience. The correlation of performance speed and conflict ratings in the current study suggests that unsystematic conflict sources could contribute to conflict strength and, thus, to conflict experience (Abrahamse and Braem, <xref ref-type="bibr" rid="B1">2015</xref>).</p>
<p>The evidence of conflict adaptation in masked priming designs is ambiguous as adaptation is sometimes found whereas it is absent at other times (for a review, see Kunde et al., <xref ref-type="bibr" rid="B10">2012</xref>; Ansorge et al., <xref ref-type="bibr" rid="B2">2014</xref>). The current data reveals that the consideration of conflict experience does not render conflict adaptation more reliable. Third variables like affective experience of conflict (Fr&#x000F6;ber et al., <xref ref-type="bibr" rid="B8">2017</xref>) or conflict strength could be potential sources of conflict adaptation. Future studies should manipulate conflict strength systematically (e.g., Eimer and Schlaghecken, <xref ref-type="bibr" rid="B6">1998</xref>) to observe causal relations of conflict strength, experience and adaptation of subliminal information.</p>
</sec>
<sec id="s5">
<title>Author contributions</title>
<p>RP proposed the research question and all authors discussed and agreed on the methodological approach. AF and RP acquired and analyzed data and drafted the manuscript. All authors revised the work, approved the final version for publication, and agree to be accountable for all aspects of the work.</p>
<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>
</sec>
</body>
<back>
<sec sec-type="supplementary-material" id="s6">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="http://journal.frontiersin.org/article/10.3389/fpsyg.2017.01405/full#supplementary-material">http://journal.frontiersin.org/article/10.3389/fpsyg.2017.01405/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="DataSheet1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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<fn-group>
<fn id="fn0001"><p><sup>1</sup>We thank one of the reviewers for suggesting this analysis.</p></fn>
</fn-group>
</back>
</article>