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        <title>Cortical interneurons that specialize in disinhibitory control</title>
        <author>Pi</author>
        <author>Hangya</author>
        <author>Kvitsiani</author>
        <author>Sanders</author>
        <author>Huang</author>
        <author>Kepecs</author>
      </titleStmt>
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      <sourceDesc>
        <bibl>
          <title>Cortical interneurons that specialize in disinhibitory control</title>
          <date>2013</date>
          <publisher>Nature</publisher>
          <idno type="DOI">10.1038/nature12676</idno>
          
          <idno type="record">Pi2013-cortical-interneurons-that-specialize-in-dis</idno>
          <note type="staged-file">Pi2013-cortical-interneurons-that-specialize-in-dis.txt, the project's staged copy</note>
          <note type="text-sha1">521da0a300556390fed897862bf2e3d2eb5f92d5</note>
          <note type="rights">not-redistributable</note>
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              who="build_paper_edition.py">0 spans located by searching the stored text for the quote's exact words, allowing any whitespace between them</change>
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    <spanGrp type="tags">
      <span xml:id="t0" type="object_of_study" ana="#object_of_study" resp="#paper">
        <label>VIP-expressing cortical interneurons and the disinhibitory circuit they form</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 a specific interneuron type mediates disinhibition in vivo, and under what behavioural conditions it is recruited</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>maps one circuit function onto one molecularly defined cell type in two cortical areas, and identifies reinforcement feedback as the condition that recruits it</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 disinhibition by VIP 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>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>Light-driven VIP firing inhibits other interneurons, which releases a subset of pyramidal cells from inhibition — an excitation-inhibition-excitation sequence that is the signature of disinhibition.</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>Long-range or neuromodulatory inputs recruit VIP cells, and the resulting disinhibition selectively raises the gain of particular pyramidal ensembles.</term>
        <note>status: the paper&#x27;s own words: we propose that</note>
        <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>Because the disinhibition lands preferentially on tone-selective neurons, relaying the reinforcement signal through VIP cells could implement cortical learning.</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>The same disinhibitory microcircuit appears in two cytoarchitectonically different areas, so it is proposed to be a repeated neocortical motif.</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" cert="1.0">
        <label>the excitation-inhibition-excitation sequence after a light pulse is read as the signature of disinhibition: VIP cells inhibit other interneurons, releasing pyramidal cells</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="1.0">
        <label>VIP cells inhibit a large fraction of Som interneurons and a smaller fraction of Pv interneurons, with different decay constants and depression</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="1.0">
        <label>pyramidal neurons are only a minor monosynaptic target, so the effect on them is indirect</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 disinhibited population is functionally specific - biased toward tone-responsive, frequency-tuned cells</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>inhibited cells show divisive gain modulation while delayed-activated cells show an additive baseline shift</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="0.9">
        <label>VIP cells are proposed as the substrate by which long-range or neuromodulatory signals raise the gain of specific pyramidal ensembles</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>cell identity in vivo is inferred from spike width and firing rate, then confirmed in vitro with genetic labels and by c-Fos with a pyramidal marker</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t17" type="limitations" ana="#limitations[0]" resp="#tagger">
        <label>How far this circuit overlaps with the previously described layer 1 disinhibitory circuit is undetermined.</label>
        <note>what this limits: the relation to the layer 1 circuit: THE EXTENT TO WHICH THESE TWO DISINHIBITORY CIRCUITS OVERLAP REMAINS TO BE DETERMINED, AS ONLY A FRACTION OF LAYER 1 INTERNEURONS EXPRESS VIP</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t18" type="limitations" ana="#limitations[1]" resp="#tagger">
        <label>The experimenter could not be fully blinded.</label>
        <note>what this limits: every effect measured in these experiments: CONDUCTING THE EXPERIMENTS REQUIRED MONITORING THE EFFECT OF VIP-PHOTOSTIMULATION ON MULTIUNIT ACTIVITY; THEREFORE, IT WAS NOT POSSIBLE TO FULLY BLIND THE EXPERIMENTER</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[2]" resp="#tagger">
        <label>The immunohistochemical estimate of VIP expression specificity and efficiency is not a gold-standard measure.</label>
        <note>what this limits: the VIP expression specificity figures: IMMUNOHISTOCHEMISTRY IS NOT CONSIDERED A GOLD STANDARD METHOD FOR ASSESSING GENE EXPRESSION, SINCE BOTH ITS SPECIFICITY AND SENSITIVITY DEPENDS ON EXTERNAL factors</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[3]" resp="#tagger" cert="1.0">
        <label>the experimenter could not be fully blinded, because finding the effect was necessary to position the electrodes; disclosed with its mitigation</label>
        <note>what this limits: the same scope as limitations[1], with the mitigation: THIS INFORMATION WAS ONLY USED TO GUIDE DECISIONS ABOUT electrode placement</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[4]" resp="#tagger" cert="1.0">
        <label>immunohistochemistry, used to estimate the specificity of VIP labelling, is stated by the authors not to be a gold standard for gene expression</label>
        <note>what this limits: the same scope as limitations[2] - the specificity estimate rests on a non-gold-standard assay</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t22" type="limitations" ana="#limitations[5]" resp="#tagger" cert="1.0">
        <label>the exclusion thresholds were relaxed for VIP cells specifically, using light-evoked waveform correlation instead</label>
        <note>what this limits: the VIP unit sample: SOME OF THE VIP NEURONS DID NOT REACH THE THRESHOLD OF ISOLATION DISTANCE AND L-RATIO. FOR THESE NEURONS, WE EXPLOITED THE WAVEFORM INFORMATION CARRIED BY LIGHT-EVOKED ACTION POTENTIALS</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t23" type="limitations" ana="#limitations[6]" resp="#tagger" cert="1.0">
        <label>analysis windows differed between the two recorded areas, chosen from the observed response latencies</label>
        <note>what this limits: any comparison of latencies or firing between the two areas: the analysis windows were set separately for each, from the observed response latencies</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t24" type="limitations" ana="#limitations[7]" resp="#tagger" cert="1.0">
        <label>datasets were pooled across layers and areas on the strength of null results rather than demonstrated equivalence</label>
        <note>what this limits: every pooled result: THERE WAS NO SIGNIFICANT DIFFERENCES IN IPSC AMPLITUDE AND FRACTION OF RESPONDED NEURONS IN DIFFERENT CORTICAL LAYERS AND THE RESULTS WERE COMBINED - pooling on a null, not on demonstrated equivalence</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[8]" resp="#tagger" cert="1.0">
        <label>the difference in VIP yield between the two areas is attributed to delivery method rather than biology</label>
        <note>what this limits: the ACx-versus-mPFC yield comparison: THE DIFFERENCE IN THE RELATIVE PROPORTION OF RECORDED VIP NEURONS IN ACx AND mPFC IS LIKELY DUE TO TECHNICAL REASONS - ChR2 WAS DELIVERED VIRALLY INTO mPFC, WHEREAS WE USED A REPORTER LINE (Ai32) FOR ACx</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[9]" resp="#tagger" cert="1.0">
        <label>the overlap between this circuit and the layer 1 disinhibitory circuit is left undetermined</label>
        <note>duplicate of: limitations[0] · what this limits: the same scope as limitations[0] - the overlap with the layer 1 circuit is undetermined</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[10]" resp="#tagger" cert="0.9">
        <label>synchronous optogenetic activation is defended as physiologically plausible by appeal to the homogeneity of the natural response, which is an argument rather than a control</label>
        <note>what this limits: the synchronous-activation method: THE HOMOGENEOUS BEHAVIOURAL RECRUITMENT OF VIPs SUGGESTS THAT THE SYNCHRONOUS ChR2-MEDIATED ACTIVATION TO PROBE THEIR CIRCUIT FUNCTION WAS PHYSIOLOGICALLY PLAUSIBLE - the plausibility rests on that homogeneity</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t28" type="transfers" ana="#transfers[0]" resp="#tagger" cert="1.0">
        <label>gating and gain modulation as the functions a disinhibitory motif could serve</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t29" type="transfers" ana="#transfers[1]" resp="#tagger" cert="1.0">
        <label>Bayesian information criterion used to choose between additive, divisive and combined descriptions of a tuning-curve change</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t30" type="controls" ana="#controls[0]" resp="#tagger" cert="0.85">
        <label>ChR2 expression time held constant and comparable at 4 to 6 weeks across the two mouse lines</label>
        <note>eliminates: a difference between the lines that is really a difference in how long the opsin had to express - more expression means more current, whatever the cell type does · 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="t31" type="senses" ana="#senses[0]" resp="#tagger" cert="1.0">
        <label>disinhibition here is a specific circuit motif - inhibitory cells targeting other inhibitory cells - not a general loosening of inhibition</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[1]" resp="#tagger" cert="1.0">
        <label>VIP names a molecular marker used as a cell class; the paper&#x27;s whole argument is that a marker-defined population has a single circuit function</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[2]" resp="#tagger" cert="1.0">
        <label>Pv identity in the in vivo data is a PROXY: inferred from narrow spike width and high firing rate, hedged as many but not all and usually</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t34" type="senses" ana="#senses[3]" resp="#tagger" cert="1.0">
        <label>gain modulation is split into two distinguishable senses here - divisive (multiplying the tuning curve) versus an additive baseline shift - and the two populations show different ones</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t35" type="senses" ana="#senses[4]" resp="#tagger" cert="1.0">
        <label>impact and recruitment are coined by this paper as the two directions of a cell type&#x27;s role: what it drives, and what drives it</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t36" type="senses" ana="#senses[5]" resp="#tagger" cert="1.0">
        <label>SDF, PSTH and PETH are used for the same computed object in this paper, with the renaming declared in the text</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t37" type="alternatives" ana="#alternatives.claim_type" resp="#tagger">
        <label>claim_type: mechanism</label>
        <note>a second reading reaching the same value. Recorded: mechanism — 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="t38" type="alternatives" ana="#alternatives.method" resp="#tagger">
        <label>method: optogenetic tagging with ChR2 in VIP-Cre mice, tetrode recording in awake mice, slice recording from genetically labelled Som and Pv cells, and an auditory go/no-go task</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="t39" type="alternatives" ana="#alternatives.phenomenon" resp="#tagger">
        <label>phenomenon: disinhibition - inhibitory neurons that suppress other inhibitory neurons, amplifying local processing</label>
        <note>a second reading DIFFERING from the recorded value. Recorded: cortical disinhibition by VIP 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="t40" type="claim_relations" ana="#claim_relations[0]" resp="#tagger">
        <label>extends → previous connectivity-based proposals that VIP interneurons provide disinhibitory control (refs 10-12)</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[1]" resp="#tagger" cert="1.0">
        <label>confirms → connectivity-based proposals that VIP interneurons specialise in targeting other interneurons</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[2]" resp="#tagger" cert="0.95">
        <label>extends → the layer 1 disinhibitory circuit enabling associative learning</label>
        <note>status: the paper&#x27;s own words: remains to be determined</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[3]" resp="#tagger" cert="1.0">
        <label>qualifies → the additive account of how VIP activation changes tuning curves</label>
        <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[4]" resp="#tagger" cert="0.95">
        <label>supports → the view that different interneuron types perform distinct circuit operations</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[5]" resp="#tagger" cert="0.9">
        <label>generalises → the disinhibitory motif across cytoarchitectonically different cortical areas</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t46" type="concept_edges" ana="#concept_edges[0]" resp="#tagger" cert="1.0">
        <label>VIP interneurons —causes→ Som</label>
        <term>VIP interneurons</term>
        <term>Som</term>
        <note>strength of the relation: 0.95 · note: inhibits: elicited IPSCs from a large fraction</note>
        <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[1]" resp="#tagger" cert="1.0">
        <label>VIP interneurons —causes→ Pv</label>
        <term>VIP interneurons</term>
        <term>Pv</term>
        <note>strength of the relation: 0.7 · note: a smaller fraction; the weight carries the difference from the Som connection</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[2]" resp="#tagger" cert="1.0">
        <label>fast-spiking interneurons —operationalised-as→ Pv</label>
        <term>fast-spiking interneurons</term>
        <term>Pv</term>
        <note>strength of the relation: 0.75 · note: backwards-looking: spike width and rate are the in vivo PROXY for Pv identity, hedged as many but not all and usually
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but fast-spiking interneurons are &#x27;USUALLY expressing&#x27; parvalbumin; operationalised-as is loose.</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[4]" resp="#tagger" cert="1.0">
        <label>divisive gain modulation —contrasted-with→ baseline firing rate</label>
        <term>divisive gain modulation</term>
        <term>baseline firing rate</term>
        <note>differs in: THE AXIS IS MULTIPLICATIVE SCALING VERSUS ADDITIVE OFFSET. &#x27;one-parameter gain modulation models (additive or multiplicative) fitted the light-induced changes in average tuning curves: THE INHIBITED POPULATION SHOWED DIVISIVE GAIN MODULATION, WHEREAS THE CHANGE IN DELAYED ACTIVATED NEURONS WAS CONSISTENT WITH AN ADDITIVE SHIFT OF THE BASELINE FIRING RATE.&#x27; Both populations change their firing under the same manipulation; they differ on WHICH PARAMETER OF THE TUNING CURVE moves, which is the distinction the one-parameter models were fitted to decide. · strength of the relation: 1 · note: the two one-parameter models, and the two populations show different ones</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[5]" resp="#tagger" cert="1.0">
        <label>adaptive spike density function —same-as→ PSTH</label>
        <term>adaptive spike density function</term>
        <term>PSTH</term>
        <note>strength of the relation: 1 · note: a synonymy DECLARED by the authors for this paper - termed ... and abbreviated ... hereinafter. locally true by stipulation; SDF and PSTH are not generally the same object.</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[6]" resp="#tagger" cert="1.0">
        <label>VIP interneurons —operationalised-as→ disinhibition</label>
        <term>VIP interneurons</term>
        <term>disinhibition</term>
        <note>strength of the relation: 0.9 · note: the paper&#x27;s central move: one circuit function mapped onto one molecularly defined cell type
Audit 2026-09-28: DOUBTFUL - read against its span and kept, but the span maps disinhibitory control onto VIP cells; operationalised-as is loose.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t52" type="content_tags" ana="#content_tags.statistics[0]" resp="#tagger">
        <label>Mann-Whitney U test</label>
        <term>Mann-Whitney U test</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t53" type="content_tags" ana="#content_tags.statistics[1]" resp="#tagger">
        <label>statistical-significance</label>
        <term>statistical-significance</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t54" type="content_tags" ana="#content_tags.statistics[2]" 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="t55" 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="t56" type="content_tags" ana="#content_tags.statistics[4]" resp="#tagger">
        <label>Wilcoxon signed-rank test</label>
        <term>Wilcoxon signed-rank test</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t57" type="content_tags" ana="#content_tags.statistics[5]" resp="#tagger">
        <label>Bayesian information criterion</label>
        <term>Bayesian information criterion</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t58" type="content_tags" ana="#content_tags.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="t59" type="content_tags" ana="#content_tags.statistics[7]" resp="#tagger">
        <label>mean</label>
        <term>mean</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t60" type="content_tags" ana="#content_tags.statistics[8]" resp="#tagger">
        <label>confidence interval</label>
        <term>confidence interval</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t61" type="content_tags" ana="#content_tags.statistics[9]" resp="#tagger">
        <label>bootstrap</label>
        <term>bootstrap</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t62" type="content_tags" ana="#content_tags.statistics[10]" resp="#tagger">
        <label>nonlinear least-squares curve fitting</label>
        <term>nonlinear least-squares curve fitting</term>
        <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[11]" resp="#tagger">
        <label>correlation</label>
        <term>correlation</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[12]" resp="#tagger" cert="0.9">
        <label>Mann-Whitney U-test</label>
        <term>Mann-Whitney U-test</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[13]" resp="#tagger" cert="1.0">
        <label>Bayesian information criterion</label>
        <term>Bayesian information criterion</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[14]" resp="#tagger" cert="1.0">
        <label>Wilcoxon signed rank test</label>
        <term>Wilcoxon signed rank 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[15]" resp="#tagger" cert="0.85">
        <label>isolation distance and L-ratio</label>
        <term>isolation distance and L-ratio</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.findings[0]" resp="#tagger">
        <label>VIP-expressing interneurons carry out disinhibitory control across several neocortical areas and are switched on by reinforcement signals.</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[1]" resp="#tagger">
        <label>The circuit module is VIP activation transiently suppressing somatostatin interneurons and a subset of parvalbumin interneurons, which respectively control principal-cell input and output.</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[2]" resp="#tagger">
        <label>Only a small fraction of pyramidal neurons responded to VIP activation, suggesting they are a minor monosynaptic target of VIP cells.</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[3]" resp="#tagger">
        <label>VIP-evoked IPSCs in parvalbumin cells decay about three times faster than in somatostatin cells and depress more strongly with repeated stimulation.</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[4]" resp="#tagger">
        <label>Eight percent of c-Fos-positive neurons expressed VIP; the rest expressed the pyramidal marker CaMKIIα.</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[5]" resp="#tagger">
        <label>The disinhibited cells in auditory cortex are not random: they are preferentially the tone-responsive, frequency-tuned neurons.</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[6]" resp="#tagger">
        <label>VIP stimulation changes tuning curves in two different ways: divisively scaling down the inhibited cells and additively raising the baseline of the delayed-activated cells.</label>
        <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[7]" resp="#tagger">
        <label>In every VIP neuron, punishment (air puff or foot shock) evoked strong phasic activation at short latency.</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[8]" resp="#tagger">
        <label>VIP neurons respond to reinforcement uniformly as a class, unlike the heterogeneous responses of the surrounding cortical population.</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[9]" resp="#tagger">
        <label>The study maps a specific circuit operation, disinhibition, onto a genetically defined cell type.</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[11]" resp="#tagger" cert="1.0">
        <label>an excitation-inhibition-excitation sequence appears in two functionally different cortical areas</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[12]" resp="#tagger" cert="1.0">
        <label>first in vivo demonstration of cell-type-specific disinhibition</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[13]" resp="#tagger" cert="1.0">
        <label>VIP activation elicited IPSCs in a large fraction of Som interneurons</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[14]" resp="#tagger" cert="1.0">
        <label>pyramidal cells are only a minor direct target of VIP cells</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[15]" resp="#tagger" cert="1.0">
        <label>the disinhibited cells are disproportionately tone-responsive and frequency-tuned</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[16]" resp="#tagger" cert="1.0">
        <label>punishment activates every recorded VIP neuron at short latency, and two different punishments do the same</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[17]" resp="#tagger" cert="1.0">
        <label>VIP cells respond in unison where the rest of the population responds heterogeneously</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[18]" resp="#tagger" cert="1.0">
        <label>the divisive gain model beat a baseline shift plus threshold in 22 of 25 inhibited neurons</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.definitions[0]" resp="#tagger">
        <label>disinhibitory control</label>
        <term>disinhibitory control</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[1]" resp="#tagger">
        <label>tone-responsive neuron</label>
        <term>tone-responsive neuron</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[2]" resp="#tagger">
        <label>adaptive spike density function</label>
        <term>adaptive spike density function</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[3]" resp="#tagger">
        <label>tone-selectivity</label>
        <term>tone-selectivity</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[4]" resp="#tagger">
        <label>ΔResponse</label>
        <term>ΔResponse</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[5]" resp="#tagger" cert="1.0">
        <label>disinhibition</label>
        <term>disinhibition</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[7]" resp="#tagger" cert="1.0">
        <label>narrow spiking</label>
        <term>narrow spiking</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[8]" resp="#tagger" cert="1.0">
        <label>impact</label>
        <term>impact</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[9]" resp="#tagger" cert="1.0">
        <label>recruitment</label>
        <term>recruitment</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.variables[3]" resp="#tagger">
        <label>light-induced changes of firing rate</label>
        <term>light-induced changes of firing rate</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.variables[4]" resp="#tagger">
        <label>IPSCs</label>
        <term>IPSCs</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.variables[5]" resp="#tagger">
        <label>ChR2 expression time</label>
        <term>ChR2 expression time</term>
        <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.variables[7]" resp="#tagger">
        <label>movement bouts</label>
        <term>movement bouts</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.variables[8]" resp="#tagger" cert="1.0">
        <label>spike width</label>
        <term>spike width</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.variables[9]" resp="#tagger" cert="1.0">
        <label>decay time constant</label>
        <term>decay time constant</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.quantities[0]" resp="#tagger">
        <label>~20% — proportion of recorded cortical cells whose firing rate changed significantly after a single 1 ms VIP light pulse</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[1]" resp="#tagger">
        <label>~10% — share of all cortical interneurons that express VIP</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[2]" resp="#tagger">
        <label>98/343 — single units in awake auditory cortex that could be classified into one of the three light-response groups</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[3]" resp="#tagger">
        <label>5-fold — increase in c-Fos expression in mPFC after VIP photostimulation relative to controls</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[4]" resp="#tagger">
        <label>28/46, 61% — share of delayed-activated neurons that were tone-responsive, versus 29% in the whole population</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[5]" resp="#tagger">
        <label>Som: 18±2ms, Pv: 6±1ms — IPSC decay time constants in somatostatin versus parvalbumin interneurons</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[6]" resp="#tagger">
        <label>50±12ms — latency of the peak VIP response to punishment</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[7]" resp="#tagger">
        <label>22 out of 25 neurons — inhibited cells for which the divisive activity-gain model fit better than a baseline shift with threshold</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[8]" resp="#tagger">
        <label>NS, 39.0±10.0 ms; WS, 86.5±7.6 ms — offset of light-induced suppression in narrow-spiking versus wide-spiking neurons</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.quantities[9]" resp="#tagger" cert="0.95">
        <label>VIP is about 10% of interneurons and 1-2% of cortical neurons — the size of the population</label>
        <note>value source note: THE VALUE DRAWS ON THE PAPER BEYOND THIS QUOTE: part of it is printed elsewhere in the paper, not in this quote (&#x27;interneurons (1–2% of cortical neurons 19 , 20 ) resulted…&#x27;).</note>
        <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.quantities[10]" resp="#tagger" cert="0.9">
        <label>EVIDENCE CORRECTED (RE-GROUNDED - THE POINTER WAS WRONG, NOT THE CLAIM) · ACx 130/495 and mPFC 26/155 cells changed firing — the breadth of the effect</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 (130, 155, 26, 495). 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="t112" type="content_tags" ana="#content_tags.quantities[11]" resp="#tagger" cert="1.0">
        <label>Som decay 18 plus or minus 2 ms, Pv decay 6 plus or minus 1 ms — IPSC kinetics distinguishing the two targets</label>
        <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.quantities[12]" resp="#tagger" cert="1.0">
        <label>275 microseconds — the stipulated spike-width cut between narrow and wide spiking</label>
        <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.quantities[13]" resp="#tagger" cert="1.0">
        <label>isolation distance &lt; 20 or L-ratio &gt; 0.1 — the exclusion thresholds</label>
        <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[14]" resp="#tagger" cert="1.0">
        <label>5-fold — increase in c-Fos after VIP photostimulation</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[15]" resp="#tagger" cert="1.0">
        <label>40 of 43 neurons — unaffected by movement bouts, the control for head-restraint movement</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[16]" resp="#tagger" cert="1.0">
        <label>BIC -399.6, -398.3 and -354.7 — combined, divisive and baseline-shift models for the inhibited group</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/10.1038/nature12676.</note></p>
    </body>
  </text>
</TEI>
