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        <title>Interneurons</title>
        <author>Freund</author>
        <author>Kali</author>
      </titleStmt>
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        <bibl>
          <title>Interneurons</title>
          <date>2008</date>
          <publisher>Scholarpedia</publisher>
          <idno type="DOI">10.4249/scholarpedia.4720</idno>
          
          <idno type="record">Freund2008-interneurons</idno>
          <note type="staged-file">Freund2008-interneurons.txt, the project's staged copy</note>
          <note type="text-sha1">4f2c83f8a972a6aff25d73db1eb35cdb5896289c</note>
          <note type="rights">not-redistributable</note>
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      <span xml:id="t0" type="object_of_study" ana="#object_of_study" resp="#paper">
        <label>the classification of cortical inhibitory interneurons and what their diversity is for</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>which measurable differences between interneurons should be allowed to define distinct cell types</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>sets a functional criterion for admitting new interneuron types, organises the known classes by input source and target compartment, and reports the in vivo evidence that anatomically defined classes are functionally homogeneous</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>mechanism</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t4" type="phenomenon" ana="#phenomenon" resp="#paper">
        <label>cortical inhibitory interneurons</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>review</label>
        <term>review</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>Kv3-family potassium channel expression gives parvalbumin basket cells their fast-spiking phenotype, which is what allows them to respond with minimal delay and sustain high-frequency firing</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>interneuron-driven synchronization of principal cell firing produces coincident spikes, which are a more effective trigger of firing downstream and therefore raise transmission efficiency</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>synchronized principal cell firing facilitates synaptic potentiation and thereby the formation of the potentiated cell ensembles that carry memory traces</term>
        <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">
        <label>mechanisms</label>
        <term>O-LM feed-back inhibition blocks plasticity of entorhinal inputs at the theta trough, but pyramidal cells firing ahead of the population in phase precession escape that inhibition and so can potentiate their inputs</term>
        <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">
        <label>mechanisms</label>
        <term>feed-forward and feed-back inhibition reduce the number of simultaneously active principal cells, producing sparse representations useful for sensory coding and long-term memory</term>
        <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">
        <label>mechanisms</label>
        <term>feedback inhibition sets up winner-take-all competition among principal cells, so that one cell&#x27;s increased activity suppresses its neighbours</term>
        <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="1.0">
        <label>a rule is stated for when a measured difference may create a new category: only when it is causally linked to a functional dichotomy</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="1.0">
        <label>the failure mode of dropping that rule is named - admitting every measurable feature yields an astronomical number of types</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="1.0">
        <label>the discriminating question is put in evolutionary terms: which features are adaptations for the job and which are side products that merely survived</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t15" type="mechanisms" ana="#mechanisms[9]" resp="#tagger" cert="1.0">
        <label>the classification is built from input-output properties, because those determine the morphology rather than the other way round</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t16" type="mechanisms" ana="#mechanisms[10]" resp="#tagger" cert="1.0">
        <label>the tree is then branched twice - first by whether the target is another interneuron, then by which compartment of the principal cell is targeted</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t17" type="mechanisms" ana="#mechanisms[11]" resp="#tagger" cert="1.0">
        <label>the anatomical taxonomy is checked against an independent criterion: firing phase relative to naturally occurring population rhythms in vivo</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t18" type="mechanisms" ana="#mechanisms[12]" resp="#tagger" cert="1.0">
        <label>and passes, with each anatomically defined class showing characteristic phase-locked patterns</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t19" type="mechanisms" ana="#mechanisms[13]" resp="#tagger" cert="1.0">
        <label>a simpler homologous system is chosen for dissection precisely because its lamination lets connectivity be read off position</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t20" type="mechanisms" ana="#mechanisms[14]" resp="#tagger" cert="1.0">
        <label>the possibility that the observed diversity is an artefact of the slice preparation is raised rather than assumed away</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t21" type="mechanisms" ana="#mechanisms[15]" resp="#tagger" cert="1.0">
        <label>two named types are flagged as possibly one type with an unlabelled axon</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t22" type="mechanisms" ana="#mechanisms[16]" resp="#tagger" cert="1.0">
        <label>a continuum between two axonal arbour patterns is acknowledged where the scheme wants discrete types</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t23" type="mechanisms" ana="#mechanisms[17]" resp="#tagger" cert="1.0">
        <label>the compartment logic is derived from function: dendrites are where plasticity happens, the perisomatic region is where output is decided</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t24" type="limitations" ana="#limitations[0]" resp="#tagger">
        <label>Direct evidence about what interneurons actually do in cortical computation is scarce relative to descriptive anatomical and physiological data.</label>
        <note>what this limits: any functional claim in the review: COMPARED TO THE ABUNDANCE OF INFORMATION ON THE MORPHOLOGICAL, PHYSIOLOGICAL, AND MOLECULAR PROPERTIES ... THERE IS STILL A RELATIVE[ly small amount on what they do]</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t25" type="limitations" ana="#limitations[1]" resp="#tagger">
        <label>Physiological classifications may be artefacts of in vitro recording conditions rather than properties of interneurons in the behaving animal.</label>
        <note>what this limits: the physiological classification itself: AT LEAST SOME OF THE DIFFERENCES SEEN IN PHYSIOLOGICAL BEHAVIOR MAY RESULT FROM THE ARTIFICIAL RECORDING CONDITIONS IN VITRO, AND A DIFFERENT CLASSIFICATION may follow from different conditions</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t26" type="limitations" ana="#limitations[2]" resp="#tagger">
        <label>The molecular identity of at least one reviewed cell class is unsettled.</label>
        <note>what this limits: results reported for this cell class: THE MOLECULAR CHARACTERISTICS OF THIS CELL TYPE ARE CONTROVERSIAL, BUT MAY INCLUDE THE EXPRESSION OF CB AND/OR PV</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t27" type="limitations" ana="#limitations[3]" resp="#tagger" cert="1.0">
        <label>the criterion demands function, and direct functional evidence is admitted to be scarce</label>
        <note>duplicate of: limitations[0] · what this limits: the same scope as limitations[0] - direct functional evidence is scarce next to the descriptive anatomical and physiological literature</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t28" type="limitations" ana="#limitations[4]" resp="#tagger" cert="1.0">
        <label>the functions of the neocortical dendritic-inhibitory types in particular have been hard to identify</label>
        <note>what this limits: the neocortical dendritic-inhibitory types: THE PRECISE FUNCTIONS OF THESE NEOCORTICAL CELL TYPES HAVE BEEN DIFFICULT TO IDENTIFY</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t29" type="limitations" ana="#limitations[5]" resp="#tagger" cert="1.0">
        <label>some physiological diversity may be an artefact of in vitro recording conditions</label>
        <note>duplicate of: limitations[1] · what this limits: the same scope as limitations[1] - some physiological diversity may be an artefact of the in vitro recording conditions rather than a property of the cells</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t30" type="limitations" ana="#limitations[6]" resp="#tagger" cert="1.0">
        <label>the molecular characterisation of bistratified cells is contested</label>
        <note>duplicate of: limitations[2] · what this limits: the same scope as limitations[2] - the molecular characterisation of bistratified cells is contested</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t31" type="limitations" ana="#limitations[7]" resp="#tagger" cert="0.9">
        <label>the stabilisation account of interneuron function is described by the authors as simplistic where epilepsy is concerned</label>
        <note>what this limits: the stabilisation account of interneuron function: IT OFFERS A SIMPLISTIC EXPLANATION FOR THE CRITICAL INVOLVEMENT OF INTERNEURONS IN EPILEPSY</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t32" type="limitations" ana="#limitations[8]" resp="#tagger" cert="0.95">
        <label>a single dendritic inhibitory cell contributes negligibly on its own, so claims about their function require synchrony that is not always demonstrated</label>
        <note>what this limits: any functional claim about a single dendritic inhibitory cell: they PROVIDE 2 TO 20 SYNAPSES ONTO A SINGLE TARGET PYRAMIDAL CELL, WHICH ARE SCATTERED ALL OVER THE DENDRITIC TREE, so the claim is implicitly about a synchronised population</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t33" type="transfers" ana="#transfers[0]" resp="#tagger" cert="1.0">
        <label>the adaptation versus neutral side-product distinction, imported as the test for whether a measured feature may define a cell type</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t34" type="transfers" ana="#transfers[1]" resp="#tagger" cert="0.95">
        <label>the impedance profile and resonance, used to explain why particular cell classes participate in particular frequency bands</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t35" type="transfers" ana="#transfers[2]" resp="#tagger" cert="0.95">
        <label>sparse representation as a design goal, imported to give feed-forward and feed-back inhibition a shared computational purpose</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t36" type="concepts" ana="#concepts[4]" resp="#paper" cert="0.85">
        <label>Interneuron-Selective interneurons</label>
        <term>Interneuron-Selective interneurons</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t37" type="senses" ana="#senses[0]" resp="#tagger" cert="1.0">
        <label>interneuron - defined by local axons, versus the class called long-range interneurons which explicitly fails that definition and keeps the name anyway</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t38" type="senses" ana="#senses[1]" resp="#tagger" cert="1.0">
        <label>a cell type - as any reproducible difference in morphology or physiology, versus only those differences causally tied to a functional dichotomy; the article insists on the second</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t39" type="senses" ana="#senses[2]" resp="#tagger" cert="1.0">
        <label>a measured feature - as an adaptation for the cell&#x27;s job versus as a surviving side product; the distinction that decides whether it may define a type</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t40" type="senses" ana="#senses[3]" resp="#tagger" cert="1.0">
        <label>inhibition - feed-forward, driven from outside the target territory, versus feed-back, driven by the very population it inhibits</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t41" type="senses" ana="#senses[4]" resp="#tagger" cert="1.0">
        <label>inhibitory target - dendritic, controlling plasticity of incoming excitation, versus perisomatic, controlling whether output is generated at all</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t42" type="senses" ana="#senses[5]" resp="#tagger" cert="1.0">
        <label>GABAergic effect - hyperpolarising in general, but possibly depolarising at the axon initial segment, which would reverse what axo-axonic cells do</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t43" type="senses" ana="#senses[6]" resp="#tagger" cert="1.0">
        <label>physiological classification - as measured in vitro versus as it might appear in the behaving animal; the first may create diversity the second would not show</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t44" type="alternatives" ana="#alternatives.claim_type" resp="#tagger">
        <label>claim_type: method</label>
        <note>a second reading DIFFERING from the recorded value. Recorded: mechanism — 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="t45" type="alternatives" ana="#alternatives.method" resp="#tagger">
        <label>method: curated synthesis of anatomical, neurochemical, physiological and in vivo recording evidence, organised around a functional classification criterion</label>
        <note>a second reading DIFFERING from the recorded value. Recorded: review — 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="t46" type="alternatives" ana="#alternatives.phenomenon" resp="#tagger">
        <label>phenomenon: cortical inhibition and the division of labour among interneuron types</label>
        <note>a second reading DIFFERING from the recorded value. Recorded: cortical inhibitory interneurons — 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="t47" type="claim_relations" ana="#claim_relations[0]" resp="#tagger">
        <label>builds-on → Freund (2003)</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t48" type="claim_relations" ana="#claim_relations[1]" resp="#tagger" cert="1.0">
        <label>critiques → classification schemes that generate cell types from any measurable morphological or physiological difference</label>
        <note>differs in: THE AXIS IS WHETHER THE FEATURE IS CAUSALLY LINKED TO FUNCTION. &#x27;differences in morphological ... or physiological features ... should be used to generate new cell types only if these differences are causally linked [to function].&#x27; The critique does not say morphology is the wrong feature - it says a feature earns its place in a classification only through a causal link, which is a condition on the METHOD of classifying, not on the features.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t49" type="claim_relations" ana="#claim_relations[2]" resp="#tagger" cert="1.0">
        <label>critiques → the proposal that a functional cell class requires a conjunction of anatomical and physiological features, which would give an astronomical number of types</label>
        <note>differs in: THE AXIS IS THE COST OF THE CRITERION, AND THE PAPER PRICES IT. &#x27;Quotation withheld.&#x27; A classification rule is not refuted - it is followed to its consequence, and the consequence is that the class stops being useful. Its [1] in this corpus carries the remedy: a feature counts only if CAUSALLY LINKED to function.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t50" type="claim_relations" ana="#claim_relations[3]" resp="#tagger" cert="1.0">
        <label>supports → Somogyi and Klausberger, that anatomically and neurochemically defined classes are functionally homogeneous in vivo</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t51" type="claim_relations" ana="#claim_relations[4]" resp="#tagger" cert="0.8">
        <label>builds-on → Freund and Buzsaki and subsequent reviews of interneuron diversity</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t52" type="claim_relations" ana="#claim_relations[5]" resp="#tagger" cert="0.95">
        <label>supports → the proposal that PV basket cell ensembles are the indispensable clockwork of cortical oscillation, with CCK ensembles superimposed as a tuning system</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t53" type="claim_relations" ana="#claim_relations[6]" resp="#tagger" cert="0.9">
        <label>critiques → the simple runaway-excitation account of interneuron function as an explanation of epilepsy</label>
        <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[0]" resp="#tagger">
        <label>Interneurons —contrasted-with→ principal cells</label>
        <term>Interneurons</term>
        <term>principal cells</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[1]" resp="#tagger">
        <label>feed-forward inhibition —contrasted-with→ feed-back inhibition</label>
        <term>feed-forward inhibition</term>
        <term>feed-back inhibition</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="t56" type="concept_edges" ana="#concept_edges[2]" resp="#tagger">
        <label>Perisomatic Inhibitory cells —contrasted-with→ Dendritic Inhibitory cells</label>
        <term>Perisomatic Inhibitory cells</term>
        <term>Dendritic Inhibitory cells</term>
        <note>the relation itself is separately evidenced · strength of the relation: 1 · the relation stated: the two classes are separated by the principal-cell compartment they target, and the paper calls the two kinds of inhibition functionally distinct
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span writes &#x27;inhibition targeting pyramidal cell dendrites&#x27; / &#x27;the perisomatic region&#x27;, not the two cell classes.</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[3]" resp="#tagger">
        <label>Interneuron-Selective interneurons —part-of→ Interneurons</label>
        <term>Interneuron-Selective interneurons</term>
        <term>Interneurons</term>
        <note>strength of the relation: 0.95</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[4]" resp="#tagger">
        <label>axo-axonic —part-of→ Perisomatic Inhibitory cells</label>
        <term>axo-axonic</term>
        <term>Perisomatic Inhibitory cells</term>
        <note>strength of the relation: 0.95
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span says perisomatic cells innervate somata, proximal dendrites OR AXON INITIAL SEGMENTS; &#x27;axo-axonic&#x27; is not named, so part-of rests on that gloss.</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[5]" resp="#tagger">
        <label>basket cells —part-of→ Perisomatic Inhibitory cells</label>
        <term>basket cells</term>
        <term>Perisomatic Inhibitory cells</term>
        <note>strength of the relation: 0.95</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[6]" resp="#tagger">
        <label>O-LM —part-of→ Dendritic Inhibitory cells</label>
        <term>O-LM</term>
        <term>Dendritic Inhibitory cells</term>
        <note>strength of the relation: 0.9
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span writes &#x27;dendritic interneurons&#x27;, not &#x27;Dendritic Inhibitory cells&#x27;.</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[8]" resp="#tagger">
        <label>Perisomatic Inhibitory cells —causes→ gamma</label>
        <term>Perisomatic Inhibitory cells</term>
        <term>gamma</term>
        <note>strength of the relation: 0.9
Audit 2026-09-28: DOUBTFUL - read against its span and kept, but the span is cut before the role of perisomatic cells in rhythms is stated.</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[9]" resp="#tagger">
        <label>long-range interneurons —distinct-from→ Interneurons</label>
        <term>long-range interneurons</term>
        <term>Interneurons</term>
        <note>strength of the relation: 0.9
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but long-range interneurons do NOT MEET the definition but are commonly called interneurons; distinct-from is loose.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t63" type="concept_edges" ana="#concept_edges[10]" resp="#tagger">
        <label>Interneurons —causes→ sparse representations</label>
        <term>Interneurons</term>
        <term>sparse representations</term>
        <note>strength of the relation: 0.85
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but endpoint by anaphora: &#x27;feed-forward and feed-back inhibition&#x27; = inhibition by interneurons (previous sentences).</note>
        <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.findings[0]" resp="#tagger">
        <label>The article argues that interneuron classification is only meaningful when morphological or physiological differences map onto a functional dichotomy, rather than being catalogued for their own sake.</label>
        <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.findings[1]" resp="#tagger">
        <label>Interneuron diversity increases with the complexity of local networks in a brain area.</label>
        <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.findings[2]" resp="#tagger">
        <label>In vivo recordings from anatomically identified cells show each anatomical/neurochemical class has its own characteristic phase relationship to theta, gamma and ripples, supporting functional homogeneity of the anatomical classes.</label>
        <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.findings[3]" resp="#tagger">
        <label>PV basket cells strongly increase their firing during sharp waves while CCK basket cells do not.</label>
        <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.findings[4]" resp="#tagger">
        <label>The article restates the proposal that PV basket-cell ensembles are an indispensable oscillatory clockwork of cortex.</label>
        <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.findings[5]" resp="#tagger">
        <label>Newly described ivy cells, marked by nitric oxide synthase and neuropeptide Y, may outnumber parvalbumin cells and thus displace them as the most abundant hippocampal interneuron.</label>
        <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.findings[6]" resp="#tagger">
        <label>A single dendritic inhibitory cell&#x27;s contribution to controlling principal-cell dendrites is likely negligible.</label>
        <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.findings[7]" resp="#tagger" cert="1.0">
        <label>each anatomically and neurochemically defined class has characteristic phase-locked firing relative to theta, gamma and ripples</label>
        <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.findings[8]" resp="#tagger" cert="1.0">
        <label>PV and CCK basket cells both synchronize principal cells at theta and gamma but divide labour, behaving differently during sharp waves.</label>
        <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.findings[9]" resp="#tagger" cert="1.0">
        <label>CCK basket cells receive far less local glutamatergic input than PV cells and are selectively innervated by median raphe serotonergic afferents.</label>
        <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.findings[10]" resp="#tagger" cert="0.9">
        <label>EVIDENCE CORRECTED (RE-GROUNDED - THE POINTER WAS WRONG, NOT THE CLAIM) · each axo-axonic cell contacts the axon initial segments of about 1000-1500 pyramidal cells</label>
        <note>EVIDENCE CORRECTED: RE-GROUNDED - THE POINTER WAS WRONG, NOT THE CLAIM. The old evidence was verbatim, anchored and correctly cut, and it contained NONE of this claim&#x27;s numbers (1000, 1500). The paper states the claim in one sentence elsewhere and the tagger did not use it. the project, 2026-08-23: &#x27;WE HAVE SPENT THE DAY VERIFYING THAT QUOTES ARE REAL AND NONE OF IT ASKS WHETHER THEY ARE RELEVANT.&#x27; Confirmed by reading the claim, the old span and the candidate together; the candidate carries every number AND the claim&#x27;s own content words.</note>
        <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.findings[11]" resp="#tagger" cert="1.0">
        <label>each basket cell targets about 1500-2000 principal cells</label>
        <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.findings[12]" resp="#tagger" cert="1.0">
        <label>axo-axonic GABA-A effects may be depolarising, which would make them synchronisers rather than silencers</label>
        <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.findings[13]" resp="#tagger" cert="1.0">
        <label>PV basket cells express Kv3 channels, which underlie fast-spiking and minimal response delay</label>
        <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.findings[14]" resp="#tagger" cert="1.0">
        <label>Ivy cells may be more numerous than PV cells, previously thought the most abundant hippocampal interneuron</label>
        <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.findings[15]" resp="#tagger" cert="1.0">
        <label>a single dendritic inhibitory cell makes only 2 to 20 synapses on a target pyramidal cell, so these cells must act in synchrony</label>
        <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.findings[16]" resp="#tagger" cert="1.0">
        <label>pyramidal cells firing in phase-precession mode can escape O-LM feedback inhibition, so their entorhinal synapses can be potentiated</label>
        <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.findings[17]" resp="#tagger" cert="1.0">
        <label>HS cells have extremely long dendrites, suggesting they monitor global population synchrony</label>
        <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[18]" resp="#tagger" cert="1.0">
        <label>interneuron diversity increases with the complexity of the local network</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.definitions[0]" resp="#tagger">
        <label>interneuron</label>
        <term>interneuron</term>
        <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.definitions[1]" resp="#tagger">
        <label>feed-forward inhibition</label>
        <term>feed-forward inhibition</term>
        <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.definitions[2]" resp="#tagger">
        <label>feed-back inhibition</label>
        <term>feed-back inhibition</term>
        <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.definitions[4]" resp="#tagger">
        <label>Dendritic Inhibitory cells</label>
        <term>Dendritic Inhibitory cells</term>
        <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.definitions[5]" resp="#tagger">
        <label>Perisomatic Inhibitory cells</label>
        <term>Perisomatic Inhibitory cells</term>
        <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.definitions[6]" resp="#tagger">
        <label>long-range interneurons</label>
        <term>long-range interneurons</term>
        <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.definitions[7]" resp="#tagger">
        <label>phase precession</label>
        <term>phase precession</term>
        <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.definitions[8]" resp="#tagger">
        <label>resonance</label>
        <term>resonance</term>
        <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.definitions[9]" resp="#tagger" cert="1.0">
        <label>Interneurons</label>
        <term>Interneurons</term>
        <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.definitions[10]" resp="#tagger" cert="1.0">
        <label>feed-forward</label>
        <term>feed-forward</term>
        <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.definitions[11]" resp="#tagger" cert="1.0">
        <label>Interneuron-Selective interneurons</label>
        <term>Interneuron-Selective interneurons</term>
        <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.definitions[12]" resp="#tagger" cert="1.0">
        <label>axo-axonic</label>
        <term>axo-axonic</term>
        <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.definitions[13]" resp="#tagger" cert="0.9">
        <label>phase precession</label>
        <term>phase precession</term>
        <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.definitions[14]" resp="#tagger" cert="1.0">
        <label>long-range interneurons</label>
        <term>long-range interneurons</term>
        <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.quantities[0]" resp="#tagger">
        <label>1000-1500 — number of pyramidal cell axon initial segments innervated by a single axo-axonic (chandelier) cell</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.quantities[1]" resp="#tagger">
        <label>1500-2000 — number of principal cells whose somata and proximal dendrites a single basket cell targets</label>
        <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.quantities[2]" resp="#tagger">
        <label>2 to 20 — number of synapses a single dendritic inhibitory cell makes onto one target pyramidal cell</label>
        <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.quantities[3]" resp="#tagger">
        <label>4-8 Hz and 30-100 Hz — the theta and gamma frequency bands at which perisomatic inhibitory cells rhythmically synchronize principal cell activity</label>
        <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.quantities[4]" resp="#tagger">
        <label>800 to 1,700 µm — measured extent of axonal arbours of intracellularly labelled hippocampal axo-axonic cells</label>
        <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.quantities[5]" resp="#tagger">
        <label>at least three times — how much more glutamatergic synaptic input PV basket cells receive relative to CCK basket cells</label>
        <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.quantities[6]" resp="#tagger">
        <label>about 400 by 800 µm — area covered by the axonal arbour of an O-LM interneuron in the transverse and longitudinal planes</label>
        <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.quantities[7]" resp="#tagger">
        <label>about 1 mm — transverse extent of hippocampal basket cell axonal arbours</label>
        <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.quantities[8]" resp="#tagger" cert="0.9">
        <label>1000-1500 pyramidal cells — axon initial segments contacted by one axo-axonic cell</label>
        <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.quantities[9]" resp="#tagger" cert="1.0">
        <label>1500-2000 — principal cells targeted by one basket cell</label>
        <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.quantities[10]" resp="#tagger" cert="1.0">
        <label>theta (4-8 Hz) and gamma (30-100 Hz) — the frequency bands perisomatic cells synchronise</label>
        <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.quantities[11]" resp="#tagger" cert="1.0">
        <label>2 to 20 synapses — contacts made by one dendritic inhibitory cell on one pyramidal cell</label>
        <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.quantities[12]" resp="#tagger" cert="0.7">
        <label>800 to 1,700 µm — axonal arbour extent of labelled hippocampal axo-axonic cells</label>
        <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.statistics[0]" resp="#tagger" cert="1.0">
        <label>phase-locked</label>
        <term>phase-locked</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.statistics[1]" resp="#tagger" cert="1.0">
        <label>impedance profile</label>
        <term>impedance profile</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[0]" resp="#tagger" cert="0.9">
        <label>firing pattern</label>
        <term>firing pattern</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[1]" resp="#tagger" cert="1.0">
        <label>principal cell compartment</label>
        <term>principal cell compartment</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[2]" resp="#tagger" cert="0.9">
        <label>calcium binding protein content</label>
        <term>calcium binding protein content</term>
        <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/10.4249/scholarpedia.4720.</note></p>
    </body>
  </text>
</TEI>
