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        <title>The circuit architecture of cortical multisensory processing: Distinct functions jointly operating within a common anatomical network</title>
        <author>Meijer</author>
        <author>Mertens</author>
        <author>Pennartz</author>
        <author>Olcese</author>
        <author>Lansink</author>
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        <bibl>
          <title>The circuit architecture of cortical multisensory processing: Distinct functions jointly operating within a common anatomical network</title>
          <date>2019</date>
          <publisher>Progress in Neurobiology</publisher>
          <idno type="DOI">10.1016/j.pneurobio.2019.01.004</idno>
          
          <idno type="record">meijer2019-the-circuit-architecture-of-cortic</idno>
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          <note type="rights">open-access</note>
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        <label>mechanism</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t1" type="phenomenon" ana="#phenomenon" resp="#paper">
        <label>cortical multisensory processing</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t2" type="method" ana="#method" resp="#paper">
        <label>review</label>
        <term>review</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t3" type="mechanisms" ana="#mechanisms[0]" resp="#tagger">
        <label>mechanisms</label>
        <term>sensory noise is independent across sense organs but shared within one modality, so pooling across modalities cancels more noise and yields a bigger behavioral gain than pooling within a modality</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t4" type="mechanisms" ana="#mechanisms[1]" resp="#tagger">
        <label>mechanisms</label>
        <term>sound enhances vision by disinhibition: A1 layer-5 axons drive layer-1 interneurons in V1, which inhibit the layer 2-3 interneurons that normally suppress pyramidal cells</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t5" type="mechanisms" ana="#mechanisms[2]" resp="#tagger">
        <label>mechanisms</label>
        <term>a cross-modal stimulus resets ongoing oscillations, imposing a cycle of high and low excitability so that later same-modality inputs are amplified or depressed according to oscillation phase</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t6" type="mechanisms" ana="#mechanisms[3]" resp="#tagger">
        <label>mechanisms</label>
        <term>prefrontal input to the thalamic reticular formation sets thalamic sensory gain, gating how much of each modality reaches primary cortex and thereby implementing sensory selection</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t7" type="mechanisms" ana="#mechanisms[4]" resp="#tagger">
        <label>mechanisms</label>
        <term>selecting neurons at the low tail of a normal response distribution guarantees they drift upward on remeasurement, manufacturing an apparent inverse-effectiveness effect out of nothing</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t8" type="mechanisms" ana="#mechanisms[5]" resp="#tagger">
        <label>mechanisms</label>
        <term>a loud auditory distractor overshadows a concurrent visual cue, capturing processing resources and cutting the behavioral response to the visual stimulus</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t9" type="limitations" ana="#limitations[0]" resp="#tagger">
        <label>The inventory of micro-circuits supporting multisensory processing is still incomplete and ambiguous.</label>
        <note>what this limits: the circuit inventory the review assembles: THE PICTURE OF AVAILABLE MICRO-CIRCUITRIES STARTS EMERGING FROM RECENT RESEARCH BUT IS FAR FROM BEING UNAMBIGUOUS AND COMPLETE</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t10" type="limitations" ana="#limitations[1]" resp="#tagger">
        <label>It is not yet known whether the mechanisms reviewed are specific to association or sensory cortex or are general coding schemes.</label>
        <note>what this limits: the level of generality of every mechanism reviewed: WHETHER SPECIFIC MECHANISMS PERTAIN TO ASSOCIATION CORTEX, SENSORY CORTEX, OR REPRESENT MORE GENERAL CODING SCHEMES AWAITS FURTHER INVESTIGATION</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t11" type="limitations" ana="#limitations[2]" resp="#tagger">
        <label>Whether the specific A1-V1 circuit implementations fit a general mechanism or a hierarchical Bayesian model is unresolved.</label>
        <note>what this limits: the hierarchical-Bayesian framing: WHETHER SUCH SPECIFIC CIRCUIT IMPLEMENTATIONS ARE COMPATIBLE WITH A GENERAL MECHANISM FOR MP, AND CAN BE MODELED IN A HIERARCHICAL BAYESIAN FASHION ... REMAINS TO BE ADDRESSED</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t12" type="limitations" ana="#limitations[3]" resp="#tagger" cert="1.0">
        <label>The model&#x27;s reliability prediction is stated by the authors to hold by definition.</label>
        <note>what this limits: any claim that MLE integration was confirmed to improve reliability: under the MLE rule the combined estimate&#x27;s reliability is the sum of the unisensory reliabilities and is therefore by definition more reliable</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t13" type="limitations" ana="#limitations[4]" resp="#tagger" cert="1.0">
        <label>The review adopts a deliberately broad definition and names what it thereby encompasses.</label>
        <note>what this limits: any count or comparison of multisensory findings under this review: the definition used is any process in which information across sensory modalities is combined to make a perceptual inference, which encompasses functions that both precede and incorporate cue integration</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t14" type="limitations" ana="#limitations[5]" resp="#tagger" cert="1.0">
        <label>The species scope has an escape clause based on a judgement of standing.</label>
        <note>what this limits: the evidence base of this review: studies in cats and non-human primates are included if no rodent data are available or if the results have been seminal to the field</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t15" type="controls" ana="#controls[0]" resp="#tagger" cert="0.95">
        <label>the observed correlation was tested against a NULL DISTRIBUTION built for the purpose</label>
        <note>eliminates: REGRESSION TO THE MEAN - that a correlation between unisensory responsiveness and multisensory modulation appears simply because extreme values move toward the mean · outcome (stated by the tagger, no quotation): held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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        <label>neurons with the lowest and highest responses were removed and inverse effectiveness re-checked on what remained</label>
        <note>eliminates: that inverse effectiveness is a CEILING AND FLOOR artefact - neurons operating at the limits of their dynamic range cannot show further modulation · outcome (stated by the tagger, no quotation): held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t17" type="concepts" ana="#concepts[0]" resp="#paper">
        <label>multisensory processing</label>
        <term>multisensory processing</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t18" type="concepts" ana="#concepts[1]" resp="#paper">
        <label>segregation</label>
        <term>segregation</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t19" type="concepts" ana="#concepts[2]" resp="#paper">
        <label>integration</label>
        <term>integration</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t20" type="concepts" ana="#concepts[3]" resp="#paper">
        <label>cue integration</label>
        <term>cue integration</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t21" type="concepts" ana="#concepts[4]" resp="#paper">
        <label>MLE rule</label>
        <term>MLE rule</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t22" type="senses" ana="#senses[0]" resp="#tagger" cert="1.0">
        <label>multisensory processing - A FAMILY OF FUNCTIONS, NOT ONE OPERATION: the review&#x27;s central move is to say the term covers not only integration but also SEGREGATION of modalities, so a word the field uses for combining also names the deciding-not-to-combine, and the two have opposite outcomes</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t23" type="senses" ana="#senses[1]" resp="#tagger" cert="1.0">
        <label>the MLE reliability claim - TRUE BY CONSTRUCTION, AND LABELLED SO: the combined estimate&#x27;s reliability is the sum of the unisensory reliabilities and is therefore by definition more reliable; the empirical claim that the framework applies is separate, and only the second can fail</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t24" type="senses" ana="#senses[2]" resp="#tagger" cert="1.0">
        <label>the definition in use - CHOSEN FOR ITS BREADTH: any process in which information across sensory modalities is combined to make a perceptual inference, attributed to Bizley et al., and stated to encompass functions that both precede and incorporate cue integration</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t25" type="claim_relations" ana="#claim_relations[0]" resp="#tagger">
        <label>builds-on → Bizley et al. (2016)</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t26" type="claim_relations" ana="#claim_relations[1]" resp="#tagger">
        <label>contradicts → van Atteveld et al. (2014)</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t27" type="concept_edges" ana="#concept_edges[0]" resp="#tagger">
        <label>integration —part-of→ multisensory processing</label>
        <term>integration</term>
        <term>multisensory processing</term>
        <note>strength of the relation: 1</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t28" type="concept_edges" ana="#concept_edges[1]" resp="#tagger">
        <label>segregation —part-of→ multisensory processing</label>
        <term>segregation</term>
        <term>multisensory processing</term>
        <note>strength of the relation: 1</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t29" type="content_tags" ana="#content_tags.statistics[0]" resp="#tagger">
        <label>model fitting / model comparison</label>
        <term>model fitting / model comparison</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t30" type="content_tags" ana="#content_tags.statistics[1]" resp="#tagger">
        <label>p-value</label>
        <term>p-value</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t31" type="content_tags" ana="#content_tags.findings[0]" resp="#tagger">
        <label>The review concludes that different multisensory processes reuse the same overlapping anatomical network but are carried out by several distinct micro-circuits running in parallel, each recruited according to stimulus features and behavioral constraints.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t32" type="content_tags" ana="#content_tags.findings[1]" resp="#tagger">
        <label>Multisensory processing is not one operation but a family of functions that includes segregating modalities as well as integrating them.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t33" type="content_tags" ana="#content_tags.findings[2]" resp="#tagger">
        <label>The outcome of multisensory processing is set jointly by physical stimulus properties (bottom-up) and by cognitive resources and situational demands (top-down).</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t34" type="content_tags" ana="#content_tags.findings[3]" resp="#tagger">
        <label>The same anatomical circuit, such as direct V1-A1 connections, can exert different effects depending on the type of stimulus, implementing distinct cross-modal behaviours.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t35" type="content_tags" ana="#content_tags.findings[4]" resp="#tagger">
        <label>The two population-level mechanisms previously proposed (divisive normalization and phase resetting) cannot account for the whole of multisensory processing; a larger set of computational rules is needed.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t36" type="content_tags" ana="#content_tags.findings[5]" resp="#tagger">
        <label>The authors argue that different circuits evolved for multi- and unisensory processing, and multisensory integration is not simply extra converging input.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t37" type="content_tags" ana="#content_tags.findings[6]" resp="#tagger">
        <label>Correlating unisensory responsiveness with multisensory modulation can produce a spurious inverse-effectiveness result because the two variables are not independent and are subject to regression to the mean.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t38" type="content_tags" ana="#content_tags.findings[7]" resp="#tagger">
        <label>The authors prescribe that any observed inverse-effectiveness correlation be tested against a null distribution built by shuffling before it is claimed as real.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t39" type="content_tags" ana="#content_tags.findings[8]" resp="#tagger">
        <label>Using only simple cross-modal cues biases the field toward primary sensory cortices and hides the contribution of association cortices.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t40" type="content_tags" ana="#content_tags.findings[9]" resp="#tagger">
        <label>Experience may switch cross-modal object recognition from a feedforward route (PPC to perirhinal cortex) to a feedback route in which perirhinal multisensory representations affect earlier sensory cortices.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t41" type="content_tags" ana="#content_tags.findings[10]" resp="#tagger">
        <label>Conscious experience is proposed to be a higher-order form of multisensory integration that sits above cue integration, object recognition and sensory selection, none of which alone suffices for consciousness.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t42" type="content_tags" ana="#content_tags.findings[11]" resp="#tagger">
        <label>Cue-integration models fit the mice&#x27;s detection behaviour significantly better than a model of independent processing.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t43" type="content_tags" ana="#content_tags.findings[12]" resp="#tagger">
        <label>Rodents can integrate stimuli supra-linearly, better than Bayes-optimal.</label>
        <note>WHOSE RESULT THIS IS: recent studies showed - THE SUBJECT OF THIS RESULT IS AN INDEFINITE STUDY, NOT THIS PAPER. &#x27;Previous studies reported&#x27;, &#x27;studies in guinea pig showed&#x27;, &#x27;recent studies have reported&#x27; - somebody else&#x27;s work under a common noun rather than a name, with a citation in the sentence and no first-person marker. The quote is verbatim and the claim is true; only the attribution is wrong. FOUND BY MEASURING MY OWN CUE&#x27;S RECALL: the first sweep required a NAMED author as the subject (&#x27;Sperling (1960) demonstrated&#x27;) and found 17. Reading eleven citation-bearing findings on &#x27;Plakke2016&#x27; by hand showed four the cue could not see - &#x27;A study examining recognition found&#x27;, &#x27;studies of typical human subjects have demonstrated&#x27;, &#x27;A follow up study found&#x27; - so the named cue&#x27;s 17 was a floor and not a count. A CUE&#x27;S FALSE POSITIVES TELL YOU NOTHING ABOUT ITS FALSE NEGATIVES, and the only way to find these was to read a record&#x27;s whole layer.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t44" type="content_tags" ana="#content_tags.definitions[0]" resp="#tagger">
        <label>multisensory cue integration</label>
        <term>multisensory cue integration</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t45" type="content_tags" ana="#content_tags.definitions[1]" resp="#tagger">
        <label>sensory selection</label>
        <term>sensory selection</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t46" type="content_tags" ana="#content_tags.definitions[2]" resp="#tagger">
        <label>multisensory</label>
        <term>multisensory</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t47" type="content_tags" ana="#content_tags.definitions[3]" resp="#tagger">
        <label>principle of inverse effectiveness</label>
        <term>principle of inverse effectiveness</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t48" type="content_tags" ana="#content_tags.definitions[4]" resp="#tagger">
        <label>temporal principle of multisensory integration</label>
        <term>temporal principle of multisensory integration</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t49" type="content_tags" ana="#content_tags.definitions[5]" resp="#tagger">
        <label>unisensory integration</label>
        <term>unisensory integration</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t50" type="content_tags" ana="#content_tags.definitions[6]" resp="#tagger">
        <label>Maximum-Likelihood Estimate</label>
        <term>Maximum-Likelihood Estimate</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t51" type="content_tags" ana="#content_tags.definitions[7]" resp="#tagger">
        <label>divisive normalization</label>
        <term>divisive normalization</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t52" type="content_tags" ana="#content_tags.definitions[8]" resp="#tagger">
        <label>association cortices</label>
        <term>association cortices</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t53" type="content_tags" ana="#content_tags.variables[0]" resp="#tagger">
        <label>stimulus intensity</label>
        <term>stimulus intensity</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t54" type="content_tags" ana="#content_tags.variables[1]" resp="#tagger">
        <label>Correct responses</label>
        <term>Correct responses</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t55" type="content_tags" ana="#content_tags.quantities[0]" resp="#tagger">
        <label>80 ms — temporal separation beyond which two cross-modal signals are likely to be treated as coming from different sources and segregated</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t56" type="content_tags" ana="#content_tags.quantities[1]" resp="#tagger">
        <label>0–100 ms — the lead time by which a somatosensory stimulus must precede a visual one for layer-4 responses in rat parietal cortex to be enhanced rather than suppressed</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t57" type="content_tags" ana="#content_tags.quantities[2]" resp="#tagger">
        <label>100% — the misleadingly large percentage increase produced by one extra spike when the baseline response is a single spike, used to argue against percentage metrics of multisensory modulation</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t58" type="content_tags" ana="#content_tags.quantities[3]" resp="#tagger">
        <label>p &lt; 0.01 — significance of the drop in novel-object exploration ratio after perirhinal-parietal disconnection lesions in cross-modal object recognition</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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  <text>
    <body>
      <p><note type="rights">The full text of this article is not redistributable, so it is
      not included here. The evidence sentences are withheld with it; the tag layer and its
      grounding status remain. The article itself is at https://doi.org/10.1016/j.pneurobio.2019.01.004.</note></p>
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