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        <title>Inverted central auditory hierarchies for encoding local intervals and global temporal patterns</title>
        <author>Asokan</author>
        <author>Williamson</author>
        <author>Hancock</author>
        <author>Polley</author>
      </titleStmt>
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        <bibl>
          <title>Inverted central auditory hierarchies for encoding local intervals and global temporal patterns</title>
          <date>2021</date>
          <publisher>Current Biology</publisher>
          <idno type="DOI">10.1016/j.cub.2021.01.076</idno>
          
          <idno type="record">Asokan2021-inverted-central-auditory-hierarchies-for-en</idno>
          <note type="staged-file">Asokan2021-inverted-central-auditory-hierarchies-for-en.txt, the project's staged copy</note>
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      <span xml:id="t0" type="object_of_study" ana="#object_of_study" resp="#paper">
        <label>how the timescale of neural activity changes from midbrain to cortex, and what each stage can therefore encode</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t1" type="research_question" ana="#research_question" resp="#paper">
        <label>whether the slow timescales that cost the cortex temporal precision are what let it encode global patterns that subcortical stations cannot</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t2" type="contribution" ana="#contribution" resp="#paper">
        <label>shows the auditory hierarchy is inverted between two encoding jobs - fidelity for local intervals falls from IC to A1 while sensitivity to global rhythm appears only in A1 - and that the cortical signal is carried by spike timing with no change in firing rate</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t3" type="claim_type" ana="#claim_type" resp="#paper">
        <label>existence</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t4" type="phenomenon" ana="#phenomenon" resp="#paper">
        <label>hierarchical temporal coding in the central auditory pathway</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t5" type="method" ana="#method" resp="#paper">
        <label>electrophysiology</label>
        <term>electrophysiology</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t6" type="mechanisms" ana="#mechanisms[0]" resp="#tagger">
        <label>mechanisms</label>
        <term>Dendrite-targeting cortical GABAergic interneurons dampen pyramidal-neuron spike decay when stimulus timing becomes predictable</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t7" type="mechanisms" ana="#mechanisms[1]" resp="#tagger">
        <label>mechanisms</label>
        <term>Corticothalamic feedback recruits thalamic reticular nucleus inhibition, which dampens feedforward thalamocortical drive during rhythms</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[2]" resp="#tagger">
        <label>mechanisms</label>
        <term>Cortex switches from a recurrent deliberative mode to a pass-through mode once incoming sound matches internal predictive models</term>
        <note>status: the paper&#x27;s own words: may reflect</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t9" type="mechanisms" ana="#mechanisms[3]" resp="#tagger" cert="1.0">
        <label>the cortex reads regularity by compressing its own spike decay constant, not by changing how much it fires</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t10" type="mechanisms" ana="#mechanisms[4]" resp="#tagger" cert="0.8">
        <label>the timescale that changes is about 40x faster than the stimulus feature driving it, so the sensitivity must be inherited from other circuits rather than computed by the unit itself</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t11" type="mechanisms" ana="#mechanisms[5]" resp="#tagger" cert="0.5">
        <label>candidate source: dendrite-targeting somatostatin or NDNF interneurons that dampen recurrent excitation and track slow state variables</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t12" type="mechanisms" ana="#mechanisms[6]" resp="#tagger" cert="0.5">
        <label>alternative source: corticothalamic feedback damping thalamocortical input through the thalamic reticular nucleus, suggested by the weaker MGB effect</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t13" type="mechanisms" ana="#mechanisms[7]" resp="#tagger" cert="0.9">
        <label>stimulus-specific adaptation, the nearest neighbouring phenomenon, works instead by synaptic fatigue for standard inputs while deviant inputs stay unadapted</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t14" type="mechanisms" ana="#mechanisms[8]" resp="#tagger" cert="0.8">
        <label>peripheral speed is a design constraint: the morphologies and synapses that give the early stages sub-millisecond precision are what make them unsuited to slow structure</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t15" type="limitations" ana="#limitations[0]" resp="#tagger">
        <label>Cortical sensitivity to regularity did not extend to longer or more complex cycles, so the integration window demonstrated is bounded at roughly 0.8-1.6 s.</label>
        <note>what this limits: the regularity result, with its ceiling measured: SINGLE UNIT SENSITIVITY TO REGULARITY IS LIMITED TO STIMULUS TIMESCALES ON THE ORDER OF 4-8 REPEATING ELEMENTS OR 0.8-1.6s</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t16" type="limitations" ana="#limitations[1]" resp="#tagger">
        <label>Only A1 in passively listening mice was studied; higher-order fields and behaviourally engaged listening remain to be tested.</label>
        <note>what this limits: the generality beyond A1 and beyond passive listening: it would be important to test the CANDIDATE HIGHER-ORDER AREAS ... PARTICULARLY WHEN MICE ARE BEHAVIORALLY ENGAGED</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="limitations" ana="#limitations[2]" resp="#tagger">
        <label>The circuit that actually confers sensitivity to the ~800 ms regularity is not identified; candidate local and long-range mechanisms are only conjectured.</label>
        <note>what this limits: any mechanistic reading: the timescale dynamics ARE LIKELY THE PRODUCT OF OTHER LOCAL OR LONG-RANGE CIRCUITS THAT RESPOND MORE DIRECTLY TO THE CHANGE IN PREDICTABILITY - the circuit that confers the sensitivity is not identified</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t18" type="limitations" ana="#limitations[3]" resp="#tagger" cert="1.0">
        <label>the cortical sensitivity has a measured ceiling - it holds for cycles of four to eight intervals and is gone at twelve</label>
        <note>what this limits: the same scope as limitations[0] - the effect holds for cycles of four to eight and is gone beyond</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t19" type="limitations" ana="#limitations[4]" resp="#tagger" cert="0.9">
        <label>passive listening only; whether engagement in a task extends the integration window is untested</label>
        <note>duplicate of: limitations[1] · what this limits: the same scope as limitations[1], for engagement specifically - only passive listening was tested</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t20" type="limitations" ana="#limitations[5]" resp="#tagger" cert="0.9">
        <label>only A1 was recorded, so the higher-order fields where longer regularities might be encoded were not sampled</label>
        <note>what this limits: the same scope as limitations[1], for anatomy specifically - only A1 was recorded, so the higher-order fields where longer regularities might be encoded were not sampled</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t21" type="limitations" ana="#limitations[6]" resp="#tagger" cert="1.0">
        <label>cell class is inferred from spike waveform width, not from a molecular marker</label>
        <note>what this limits: every result reported by cell class: REGULAR and FAST SPIKING are assigned by THE TROUGH TO PEAK INTERVAL ... EXCEEDING 0.6ms, a waveform proxy rather than a molecular identification</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t22" type="transfers" ana="#transfers[0]" resp="#tagger">
        <label>the neural-timescale metric (decay constant of an exponential fit to the spike-count autocorrelation), developed for hierarchies of visual cortical areas and here applied to the auditory pathway</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t23" type="transfers" ana="#transfers[1]" resp="#tagger" cert="1.0">
        <label>the autocorrelation-decay measure of neural timescale, and the expectation that it lengthens up a hierarchy</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t24" type="transfers" ana="#transfers[2]" resp="#tagger" cert="0.9">
        <label>the paradigm of contrasting repeating with random acoustic patterns</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t25" type="transfers" ana="#transfers[3]" resp="#tagger" cert="0.9">
        <label>the binary support vector machine, used here as a readout of ensemble state</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t26" type="controls" ana="#controls[0]" resp="#tagger" cert="0.95">
        <label>a random-random stimulus, keeping the stimulus random for all 50 post-baseline cycles instead of switching from rhythmic to random (Figure S4 - three sentences describe this one control, recorded once)</label>
        <note>eliminates: the ordinal arrangement of random-following-rhythmic, rather than the change in regularity, as the cause of the spike-patterning differences · outcome (stated by the tagger, no quotation): held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t27" type="controls" ana="#controls[1]" resp="#tagger" cert="0.75">
        <label>repeating the whole analysis on cycle-order-shuffled data, for every recording in all three brain regions - the exclusion is carried by the word shuffling rather than spelled out, hence the lower weight</label>
        <note>eliminates: structure that would appear in the analysis regardless of the true ordering of cycles · outcome (stated by the tagger, no quotation): held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t28" type="senses" ana="#senses[0]" resp="#tagger" cert="1.0">
        <label>neural timescale = the decay constant of a single unit&#x27;s spike-count autocorrelation, about 20ms in A1 - NOT the window over which the unit integrates, which is 800ms; the paper states the 40x gap itself</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t29" type="senses" ana="#senses[1]" resp="#tagger" cert="1.0">
        <label>regular, sense 1 = a property of the stimulus sequence (intervals repeating in a fixed order), the paper&#x27;s independent variable</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t30" type="senses" ana="#senses[2]" resp="#tagger" cert="1.0">
        <label>regular, sense 2 = a waveform class of neuron (trough-to-peak &gt; 0.6ms, putative pyramidal); same word, unrelated referent, both used throughout</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t31" type="senses" ana="#senses[3]" resp="#tagger" cert="0.9">
        <label>context = the global statistics of the stimulus sequence (random vs rhythmic), not behavioural or task context</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t32" type="senses" ana="#senses[4]" resp="#tagger" cert="1.0">
        <label>tonotopy here is an instrument, not an object: the frequency gradient and its reversal are used to certify that the probe is in A1</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t33" type="senses" ana="#senses[5]" resp="#tagger" cert="0.9">
        <label>hierarchy = the ascending anatomical pathway IC to MGB to A1, ordered by synaptic distance from the cochlea</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t34" type="alternatives" ana="#alternatives.claim_type" resp="#tagger">
        <label>claim_type: existence</label>
        <note>a second reading reaching the same value. Recorded: existence — note: a second reading reaching the same value from a different sentence. Not applied - a person decides.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t35" type="alternatives" ana="#alternatives.method" resp="#tagger">
        <label>method: simultaneous three-probe extracellular single-unit recording from IC, MGB and A1 of awake head-fixed mice, with template-matching interval decoding and an SVM on principal components of ensemble spiking</label>
        <note>a second reading DIFFERING from the recorded value. Recorded: electrophysiology — note: a second reading, verbatim-verified, disagreeing with the value on the record. Not applied - a person decides.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t36" type="alternatives" ana="#alternatives.phenomenon" resp="#tagger">
        <label>phenomenon: emergent cortical sensitivity to the regularity of a sequence of intervals, expressed as compression of the spike decay constant</label>
        <note>a second reading DIFFERING from the recorded value. Recorded: hierarchical temporal coding in the central auditory pathway — note: a second reading, verbatim-verified, disagreeing with the value on the record. Not applied - a person decides.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t37" type="claim_relations" ana="#claim_relations[0]" resp="#tagger">
        <label>replicates → previously documented progressive loss of temporal fidelity along the ascending auditory pathway (reviews cited as refs 1, 2, 4)</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t38" type="claim_relations" ana="#claim_relations[1]" resp="#tagger">
        <label>extends → prior animal work on stimulus-specific adaptation (SSA) and contrast gain control (refs 17, 20-26)</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t39" type="claim_relations" ana="#claim_relations[2]" resp="#tagger">
        <label>builds-on → the neural-timescale measure (autocorrelation decay constant) established across visual cortical hierarchies (refs 6, 7)</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t40" type="claim_relations" ana="#claim_relations[3]" resp="#tagger">
        <label>builds-on → human work on cortical activity and perceptual awareness of complex repeating acoustic patterns (refs 15, 16)</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t41" type="claim_relations" ana="#claim_relations[4]" resp="#tagger" cert="1.0">
        <label>distinguishes-from → stimulus-specific adaptation and contrast gain control</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t42" type="claim_relations" ana="#claim_relations[5]" resp="#tagger" cert="1.0">
        <label>distinguishes-from → SSA and contrast gain control, on anatomical distribution</label>
        <note>differs in: THE AXIS IS ANATOMICAL DISTRIBUTION. &#x27;while SSA, contrast gain control or other neural signatures of stimulus context changes are robustly expressed in the A1, Quotation withheld.&#x27; The known adaptation phenomena appear at every level; this one does not - so a cortical result that resembles them is distinguished by WHERE ELSE IT CAN BE FOUND rather than by what it looks like.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t43" type="claim_relations" ana="#claim_relations[6]" resp="#tagger" cert="1.0">
        <label>distinguishes-from → rate-based accounts of context-dependent adaptation</label>
        <note>differs in: THE AXIS IS WHAT CARRIES THE SIGNAL - RATE OR TEMPORAL PATTERN. &#x27;Quotation withheld.&#x27; The existing accounts are not denied their data; they are denied coverage of a signal their measure cannot see.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t44" type="claim_relations" ana="#claim_relations[7]" resp="#tagger" cert="0.9">
        <label>extends → human work on cortical responses to repeating acoustic patterns</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t45" type="claim_relations" ana="#claim_relations[8]" resp="#tagger" cert="1.0">
        <label>builds-on → visual-cortex measurements of neural timescale by autocorrelation decay</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t46" type="claim_relations" ana="#claim_relations[9]" resp="#tagger" cert="1.0">
        <label>confirms → prior reports of declining temporal fidelity along the ascending auditory pathway</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t47" type="concept_edges" ana="#concept_edges[0]" resp="#tagger" cert="1.0">
        <label>neural timescale —operationalised-as→ decay time constant</label>
        <term>neural timescale</term>
        <term>decay time constant</term>
        <note>strength of the relation: 1 · note: imported from visual-cortex hierarchy work; the quote names the source field as well as the measure</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t48" type="concept_edges" ana="#concept_edges[1]" resp="#tagger" cert="1.0">
        <label>stimulus regularity —operationalised-as→ inter-burst intervals repeated across cycles</label>
        <term>stimulus regularity</term>
        <term>inter-burst intervals repeated across cycles</term>
        <note>strength of the relation: 1
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span writes &#x27;regular contexts&#x27; / intervals that &#x27;repeated across cycles&#x27;, not &#x27;stimulus regularity&#x27;.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t49" type="concept_edges" ana="#concept_edges[2]" resp="#tagger" cert="1.0">
        <label>A1 —operationalised-as→ best frequency gradient</label>
        <term>A1</term>
        <term>best frequency gradient</term>
        <note>strength of the relation: 0.9 · note: tonotopy as the criterion for having reached A1 - the same word is the object of study elsewhere in this corpus</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t50" type="concept_edges" ana="#concept_edges[3]" resp="#tagger" cert="1.0">
        <label>regular spiking —operationalised-as→ trough to peak interval</label>
        <term>regular spiking</term>
        <term>trough to peak interval</term>
        <note>strength of the relation: 1 · note: cut at 0.6ms; fast spiking is the same measure on the other side of it</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t51" type="concept_edges" ana="#concept_edges[4]" resp="#tagger" cert="0.7">
        <label>fast spiking —same-as→ putative parvalbumin-expressing interneuron</label>
        <term>fast spiking</term>
        <term>putative parvalbumin-expressing interneuron</term>
        <note>strength of the relation: 0.6 — the record marks this weak · note: an identity asserted by apposition and hedged by &#x27;putative&#x27;; the evidence for it is waveform width, not a marker</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t52" type="concept_edges" ana="#concept_edges[5]" resp="#tagger" cert="1.0">
        <label>context sensitivity —distinct-from→ SSA</label>
        <term>context sensitivity</term>
        <term>SSA</term>
        <note>strength of the relation: 1 · note: discriminated by anatomical distribution: SSA is expressed in IC and MGB too, this is absent in IC</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t53" type="concept_edges" ana="#concept_edges[6]" resp="#tagger" cert="1.0">
        <label>context sensitivity —distinct-from→ contrast gain control</label>
        <term>context sensitivity</term>
        <term>contrast gain control</term>
        <note>strength of the relation: 1 · note: same demarcation paragraph; its fourth point, rate versus timing, is carried in claim relations</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t54" type="concept_edges" ana="#concept_edges[7]" resp="#tagger" cert="1.0">
        <label>SSA —is-a→ spike rate adaptation</label>
        <term>SSA</term>
        <term>spike rate adaptation</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="t55" type="concept_edges" ana="#concept_edges[8]" resp="#tagger" cert="1.0">
        <label>decay constant —distinct-from→ mean firing rate</label>
        <term>decay constant</term>
        <term>mean firing rate</term>
        <note>strength of the relation: 1 · note: dissociated empirically in the same units and the same 100ms window, not merely conceptually</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t56" type="concept_edges" ana="#concept_edges[9]" resp="#tagger" cert="1.0">
        <label>A1 —contrasted-with→ IC</label>
        <term>A1</term>
        <term>IC</term>
        <note>strength of the relation: 1 · note: on rhythm classification the cortex succeeds and the midbrain fails - the reverse of the interval-decoding ordering</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t57" type="concept_edges" ana="#concept_edges[10]" resp="#tagger" cert="1.0">
        <label>A1 —contrasted-with→ MGB</label>
        <term>A1</term>
        <term>MGB</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="t58" type="concept_edges" ana="#concept_edges[11]" resp="#tagger" cert="0.9">
        <label>slow neural timescales —causes→ interfere with precise temporal coding</label>
        <term>slow neural timescales</term>
        <term>interfere with precise temporal coding</term>
        <note>strength of the relation: 0.9 · note: the cost. Same property and same sentence as the edge below, opposite valence - the sign lives in the target, not in a note
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but slow timescales &#x27;MAY interfere&#x27; with precise temporal coding; causes is hedged.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t59" type="concept_edges" ana="#concept_edges[12]" resp="#tagger" cert="0.9">
        <label>slow neural timescales —causes→ cortical advantage</label>
        <term>slow neural timescales</term>
        <term>cortical advantage</term>
        <note>strength of the relation: 0.9 · note: the capability: an advantage over subcortical stations for encoding slowly evolving features
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the sluggish processing &#x27;COULD SUGGEST&#x27; a cortical advantage; causes is hedged.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t60" type="concept_edges" ana="#concept_edges[13]" resp="#tagger" cert="1.0">
        <label>rhythmic patterns —causes→ shorter decay constants</label>
        <term>rhythmic patterns</term>
        <term>shorter decay constants</term>
        <note>strength of the relation: 1 · note: the headline effect, stated in the same sentence that rules out any change in mean firing rate</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t61" type="concept_edges" ana="#concept_edges[14]" resp="#tagger" cert="0.9">
        <label>A1 —part-of→ IC-MGB-A1 hierarchy</label>
        <term>A1</term>
        <term>IC-MGB-A1 hierarchy</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="t62" type="concept_edges" ana="#concept_edges[15]" resp="#tagger" cert="0.9">
        <label>IC —part-of→ ascending auditory pathway</label>
        <term>IC</term>
        <term>ascending auditory pathway</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="t63" type="content_tags" ana="#content_tags.statistics[0]" resp="#tagger">
        <label>Kruskal-Wallis test</label>
        <term>Kruskal-Wallis test</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t64" type="content_tags" ana="#content_tags.statistics[1]" resp="#tagger">
        <label>ANOVA</label>
        <term>ANOVA</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t65" type="content_tags" ana="#content_tags.statistics[2]" resp="#tagger">
        <label>ANOVA</label>
        <term>ANOVA</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t66" type="content_tags" ana="#content_tags.statistics[3]" resp="#tagger">
        <label>t-test</label>
        <term>t-test</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t67" type="content_tags" ana="#content_tags.statistics[4]" resp="#tagger">
        <label>t-test</label>
        <term>t-test</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t68" type="content_tags" ana="#content_tags.statistics[5]" resp="#tagger">
        <label>effect size</label>
        <term>effect size</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t69" type="content_tags" ana="#content_tags.statistics[6]" resp="#tagger">
        <label>normality test</label>
        <term>normality test</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t70" type="content_tags" ana="#content_tags.statistics[7]" resp="#tagger">
        <label>multiple-comparison correction</label>
        <term>multiple-comparison correction</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t71" type="content_tags" ana="#content_tags.statistics[8]" resp="#tagger">
        <label>principal component analysis</label>
        <term>principal component analysis</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t72" type="content_tags" ana="#content_tags.statistics[9]" resp="#tagger">
        <label>support vector machine classification</label>
        <term>support vector machine classification</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t73" type="content_tags" ana="#content_tags.statistics[10]" resp="#tagger">
        <label>cross-validation</label>
        <term>cross-validation</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t74" type="content_tags" ana="#content_tags.statistics[11]" resp="#tagger" cert="1.0">
        <label>Kruskal-Wallis</label>
        <term>Kruskal-Wallis</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t75" type="content_tags" ana="#content_tags.statistics[12]" resp="#tagger" cert="1.0">
        <label>Cliff&#x27;s delta</label>
        <term>Cliff&#x27;s delta</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t76" type="content_tags" ana="#content_tags.statistics[13]" resp="#tagger" cert="1.0">
        <label>Bonferroni correction</label>
        <term>Bonferroni correction</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t77" type="content_tags" ana="#content_tags.statistics[14]" resp="#tagger" cert="1.0">
        <label>one-sample t-test</label>
        <term>one-sample t-test</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t78" type="content_tags" ana="#content_tags.statistics[15]" resp="#tagger" cert="1.0">
        <label>Cohen&#x27;s d</label>
        <term>Cohen&#x27;s d</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t79" type="content_tags" ana="#content_tags.statistics[16]" resp="#tagger" cert="1.0">
        <label>two-way repeated measures ANOVA</label>
        <term>two-way repeated measures ANOVA</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t80" type="content_tags" ana="#content_tags.statistics[17]" resp="#tagger" cert="1.0">
        <label>principal components analysis</label>
        <term>principal components analysis</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t81" type="content_tags" ana="#content_tags.statistics[18]" resp="#tagger" cert="1.0">
        <label>support vector machine</label>
        <term>support vector machine</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t82" type="content_tags" ana="#content_tags.findings[0]" resp="#tagger">
        <label>Neural timescales, measured as the autocorrelation decay constant, roughly double from auditory midbrain to cortex.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t83" type="content_tags" ana="#content_tags.findings[1]" resp="#tagger">
        <label>Accuracy of decoding the interval between two noise bursts falls progressively from midbrain to thalamus to cortex.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t84" type="content_tags" ana="#content_tags.findings[2]" resp="#tagger">
        <label>Only cortical ensemble activity, not thalamic or midbrain activity, allowed a classifier to tell rhythmic from random interval sequences.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t85" type="content_tags" ana="#content_tags.findings[3]" resp="#tagger">
        <label>Rhythmic context shortened neural timescales strongly and reliably in A1, weakly in MGB, and not at all in IC.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t86" type="content_tags" ana="#content_tags.findings[4]" resp="#tagger">
        <label>Regularity was encoded by the arrangement of spikes in time rather than by any change in mean firing rate.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t87" type="content_tags" ana="#content_tags.findings[5]" resp="#tagger">
        <label>Cortical sensitivity to regularity was bounded, disappearing for rhythmic cycles longer than roughly 4 to 8 repeating intervals.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t88" type="content_tags" ana="#content_tags.findings[6]" resp="#tagger">
        <label>The timescale compression occurred in putative pyramidal (regular-spiking) neurons across layers but not in putative parvalbumin interneurons.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t89" type="content_tags" ana="#content_tags.findings[7]" resp="#tagger">
        <label>A random-random control sequence produced chance-level classification and no timescale change, ruling out simple stimulus-order effects.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t90" type="content_tags" ana="#content_tags.findings[8]" resp="#tagger" cert="1.0">
        <label>neural timescales roughly double from midbrain to cortex</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t91" type="content_tags" ana="#content_tags.findings[9]" resp="#tagger" cert="1.0">
        <label>the median interval-decoding threshold rises from 1.4ms in IC to 16ms in MGB to 64ms in A1</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t92" type="content_tags" ana="#content_tags.findings[10]" resp="#tagger" cert="1.0">
        <label>ensemble spiking distinguishes rhythmic from random sequences in A1 but not in MGB or IC</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t93" type="content_tags" ana="#content_tags.findings[11]" resp="#tagger" cert="1.0">
        <label>the discriminating signal is spike arrangement in time; mean firing rate does not change</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t94" type="content_tags" ana="#content_tags.findings[12]" resp="#tagger" cert="1.0">
        <label>in A1, decay constants were slightly reduced for rhythms of eight repeating intervals and did not differ between random and rhythmic epochs with twelve</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t95" type="content_tags" ana="#content_tags.findings[13]" resp="#tagger" cert="1.0">
        <label>the timescale compression appears in regular-spiking units across all A1 layers and not at all in fast-spiking units</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t96" type="content_tags" ana="#content_tags.findings[14]" resp="#tagger" cert="0.9">
        <label>under regular input the cortex comes to resemble the thalamus on the two timing measures</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t97" type="content_tags" ana="#content_tags.findings[15]" resp="#tagger" cert="1.0">
        <label>a random-to-random control produced near-chance classification, ruling out the ordinal position of the epoch</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t98" type="content_tags" ana="#content_tags.definitions[1]" resp="#tagger">
        <label>decoder accuracy threshold</label>
        <term>decoder accuracy threshold</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t99" type="content_tags" ana="#content_tags.definitions[2]" resp="#tagger">
        <label>neural timescale asymmetry index</label>
        <term>neural timescale asymmetry index</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t100" type="content_tags" ana="#content_tags.definitions[3]" resp="#tagger">
        <label>spike waveform classification</label>
        <term>spike waveform classification</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t101" type="content_tags" ana="#content_tags.definitions[4]" resp="#tagger" cert="1.0">
        <label>SSA</label>
        <term>SSA</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t102" type="content_tags" ana="#content_tags.definitions[5]" resp="#tagger" cert="1.0">
        <label>neural timescale</label>
        <term>neural timescale</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t103" type="content_tags" ana="#content_tags.definitions[6]" resp="#tagger" cert="0.85">
        <label>neural timescale asymmetry index</label>
        <term>neural timescale asymmetry index</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t104" type="content_tags" ana="#content_tags.definitions[7]" resp="#tagger" cert="1.0">
        <label>template matching</label>
        <term>template matching</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t105" type="content_tags" ana="#content_tags.definitions[8]" resp="#tagger" cert="1.0">
        <label>regular spiking</label>
        <term>regular spiking</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t106" type="content_tags" ana="#content_tags.variables[0]" resp="#tagger">
        <label>hierarchical stage</label>
        <term>hierarchical stage</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t107" type="content_tags" ana="#content_tags.variables[2]" resp="#tagger">
        <label>cycle size</label>
        <term>cycle size</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t108" type="content_tags" ana="#content_tags.variables[3]" resp="#tagger">
        <label>neural timescale</label>
        <term>neural timescale</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t109" type="content_tags" ana="#content_tags.variables[4]" resp="#tagger">
        <label>decoder threshold</label>
        <term>decoder threshold</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t110" type="content_tags" ana="#content_tags.variables[5]" resp="#tagger">
        <label>mean firing rate</label>
        <term>mean firing rate</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t111" type="content_tags" ana="#content_tags.variables[7]" resp="#tagger">
        <label>random-random stimulus</label>
        <term>random-random stimulus</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t112" type="content_tags" ana="#content_tags.variables[8]" resp="#tagger" cert="1.0">
        <label>stimulus context</label>
        <term>stimulus context</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t113" type="content_tags" ana="#content_tags.variables[11]" resp="#tagger" cert="1.0">
        <label>spike decay time constant</label>
        <term>spike decay time constant</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t114" type="content_tags" ana="#content_tags.variables[12]" resp="#tagger" cert="1.0">
        <label>sound-evoked firing rate</label>
        <term>sound-evoked firing rate</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t115" type="content_tags" ana="#content_tags.quantities[0]" resp="#tagger">
        <label>1.4ms, 16ms, 64ms — median interval-decoding threshold in inferior colliculus, medial geniculate body and primary auditory cortex respectively</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t116" type="content_tags" ana="#content_tags.quantities[1]" resp="#tagger">
        <label>0.8s — duration of one complete stimulus cycle, the minimum integration window needed to detect regularity</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t117" type="content_tags" ana="#content_tags.quantities[2]" resp="#tagger">
        <label>40x — how much slower the stimulus feature (800ms rhythm) is than the cortical spiking timescale (20ms) it modulates</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t118" type="content_tags" ana="#content_tags.quantities[3]" resp="#tagger">
        <label>F = 20.95, p = 6x10 −9 — main effect of brain structure on interval classification accuracy in the mixed-design ANOVA</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t119" type="content_tags" ana="#content_tags.quantities[4]" resp="#tagger">
        <label>5/164 — number of mice and single units contributing A1 timescale measurements in the random versus rhythmic comparison</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t120" type="content_tags" ana="#content_tags.quantities[5]" resp="#tagger" cert="1.0">
        <label>1.4ms, 16ms, 64ms — median interval-decoding threshold in IC, MGB and A1</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t121" type="content_tags" ana="#content_tags.quantities[6]" resp="#tagger" cert="1.0">
        <label>0.8 - 1.6s — the span of stimulus regularity A1 single units are sensitive to</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t122" type="content_tags" ana="#content_tags.quantities[7]" resp="#tagger" cert="1.0">
        <label>approximately 40x — how much slower the driving stimulus feature is than the timescale that reports it (800ms vs 20ms)</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t123" type="content_tags" ana="#content_tags.quantities[8]" resp="#tagger" cert="1.0">
        <label>0.6ms — trough-to-peak cut between regular- and fast-spiking units</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t124" type="content_tags" ana="#content_tags.quantities[9]" resp="#tagger" cert="1.0">
        <label>200ms — mean inter-burst interval, with no interval below 100ms so that forward suppression cannot contribute</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t125" type="content_tags" ana="#content_tags.quantities[10]" resp="#tagger" cert="1.0">
        <label>20 ms, 70 dB SPL, 1-64 kHz — duration, level and bandwidth of the frozen noise burst used throughout</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t126" type="content_tags" ana="#content_tags.quantities[11]" resp="#tagger" cert="1.0">
        <label>less than 5% — permitted refractory-period violations for a cluster to count as a single unit</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t127" type="content_tags" ana="#content_tags.quantities[12]" resp="#tagger" cert="1.0">
        <label>6-8 weeks — age of the C57BL6 mice at recording</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
    </spanGrp>
  </standOff>
  <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.cub.2021.01.076.</note></p>
    </body>
  </text>
</TEI>
