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      <titleStmt>
        <title>The Emergence of Single Neurons in Clinical Neurology</title>
        <author>Cash</author>
        <author>Hochberg</author>
      </titleStmt>
      <publicationStmt>
        <p>Tag layer of the DHSS Meta-Tagging Project. The article text is reproduced from the
           staged copy named in sourceDesc and is not altered; the tags are held separately in
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      <sourceDesc>
        <bibl>
          <title>The Emergence of Single Neurons in Clinical Neurology</title>
          <date>2015</date>
          <publisher>Neuron</publisher>
          <idno type="DOI">10.1016/j.neuron.2015.03.058</idno>
          
          <idno type="record">Cash2015-the-emergence-of-single-neurons-in-clinical</idno>
          <note type="staged-file">Cash2015-the-emergence-of-single-neurons-in-clinical.txt, the project's staged copy</note>
          <note type="text-sha1">feedc1f1e4478a5da5d835a4c20641a463ef3857</note>
          <note type="rights">not-redistributable</note>
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      <textClass><keywords><term>neuroscience</term></keywords></textClass>
      <particDesc>
        <person xml:id="paper"><p>the paper's own words</p></person>
        <person xml:id="tagger"><p>the tag layer; a sentence written by the tagger about the
          paper, always anchored to a quotation but not itself a quotation</p></person>
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    <revisionDesc>
      <change when="2026-10-06"
              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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  <standOff>
    <spanGrp type="tags">
      <span xml:id="t0" type="object_of_study" ana="#object_of_study" resp="#paper">
        <label>the place of single-neuron activity in clinical neurology, neurosurgery and psychiatry</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>why single-neuron activity is missing from clinical practice, and what is now making it available</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>documents an absence in a literature, explains it by the absence of an instrument, and surveys the technologies now removing the constraint</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>prediction</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>single-neuron recording in clinical neurology</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>Clinical neglect of the single neuron is explained by the prior unavailability of technology able to target or measure small groups of neurons</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>Propofol produces unconsciousness by phase-locking cortical neurons to local slow oscillations that are out of phase across regions, fragmenting long-range cortical communication</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>Loss of dopamine erodes the separation normally maintained between basal ganglia subcircuits, so circuit elements merge into larger hypersynchronised networks that drive motor cortical synchrony</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" cert="1.0">
        <label>the absence is attributed to instrument resolution: MRI, EEG and MEG cannot resolve activity at the scale of the action potential</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t10" type="mechanisms" ana="#mechanisms[4]" resp="#tagger" cert="1.0">
        <label>and to the absence of any intervention that could target small groups of neurons, let alone one</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>and to the nature of the pathology: stroke, trauma, tumours are not diseases of an individual neuron</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>and to the confinement of the relevant physiology to animal models in a small subset of laboratories</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>propofol unconsciousness explained mechanistically: neurons phase-lock to local slow oscillations but fall out of phase with distant cortex, fragmenting the network</label>
        <note>duplicate of: mechanisms[1]</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t14" type="mechanisms" ana="#mechanisms[8]" resp="#tagger" cert="0.95">
        <label>in Parkinson&#x27;s, dopaminergic loss is hypothesised to erode the separation between basal ganglia subcircuits, which then hypersynchronise</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>single-unit firing patterns mark the boundaries of the STN and globus pallidus as the electrode advances, the one routine clinical use</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t16" type="limitations" ana="#limitations[0]" resp="#tagger">
        <label>Much relevant work on miniaturised and wireless implanted recording is acknowledged as outside the review&#x27;s scope.</label>
        <note>what this limits: the technological coverage of the review: THERE ARE MANY IMPORTANT RESEARCH ENDEAVORS IN THIS FIELD WHICH ARE BEYOND THE SCOPE OF THIS REVIEW</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t17" type="limitations" ana="#limitations[1]" resp="#tagger">
        <label>The cognitive-neuroscience literature on human single units is only sampled, not covered.</label>
        <note>what this limits: the cognitive-neuroscience coverage: Quotation withheld</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[2]" resp="#tagger">
        <label>The cognitive single-unit findings surveyed are conceded to have no immediate clinical application.</label>
        <note>what this limits: clinical application specifically: THESE FINDINGS ARE INDEED NOT YET OF IMMEDIATE CLINICAL RELEVANCE</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[3]" resp="#tagger" cert="1.0">
        <label>the relationship between any animal model of epilepsy and human epilepsy is unclear, unlike the primate-human motor cortex case</label>
        <note>what this limits: any transfer from animal epilepsy models: UNLIKE THE MOTOR PROSTHESIS APPROACH IN WHICH THE SIMILARITY BETWEEN NONHUMAN PRIMATE M1 AND HUMAN M1 IS EVIDENT, THE RELATIONSHIP BETWEEN ANY GIVEN ANIMAL MODEL and human epilepsy is unclear</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[4]" resp="#tagger" cert="1.0">
        <label>the details of single-neuron activity in the seizure focus itself remain poorly understood</label>
        <note>what this limits: claims about the seizure focus itself: THE DETAILS OF SINGLE NEURON ACTIVITY IN THE FOCUS remain poorly understood</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[5]" resp="#tagger" cert="1.0">
        <label>decades of seizure-prediction work has produced no clinically usable algorithm</label>
        <note>what this limits: every seizure-prediction method reviewed: NONE HAS LED TO A CLINICALLY USEABLE OR COMMERCIALLY SUCCESSFUL PREDICTIVE ALGORITHM</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[6]" resp="#tagger" cert="1.0">
        <label>the spiking activity underlying most anaesthetic EEG signatures is simply not known</label>
        <note>what this limits: the spiking basis of anaesthetic EEG patterns: THE SPIKE (ACTION POTENTIAL) ACTIVITY UNDERLYING MANY OF THESE PATTERNS IS NOT KNOWN, WITH THE EXCEPTION OF SLOW OSCILLATIONS DURING PROPOFOL INDUCED ANESTHESIA</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[7]" resp="#tagger" cert="1.0">
        <label>animal brains are too small to study large-scale cortical relationships, and human scalp EEG has too little spatial resolution - neither end of the scale is available</label>
        <note>what this limits: large-scale cortical claims from either source: THE SMALL SIZE OF THE BRAIN IN THE ANIMAL MODELS HAS PREVENTED MUCH ANALYSIS OF LARGE-SCALE RELATIONSHIPS ACROSS THE CORTEX, AND HUMAN STUDIES OF SCALP EEG PROVIDE LITTLE SPATIAL RESOLUTION</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[8]" resp="#tagger" cert="1.0">
        <label>the cognitive single-unit findings are not yet of immediate clinical relevance, stated plainly</label>
        <note>what this limits: the same scope as limitations[2]</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[9]" resp="#tagger" cert="1.0">
        <label>data volumes already exceed what current techniques can extract meaning from</label>
        <note>what this limits: what can be extracted from the recordings at all: THIS MUCH NEURAL DATA CHALLENGES OUR COMPUTATIONAL CAPABILITIES AND, ESSENTIALLY, OUR TECHNIQUES FOR EXTRACTING MEANINGFUL INFORMATION FROM THIS HIGH DIMENSIONAL DATA SET</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[10]" resp="#tagger" cert="1.0">
        <label>after forty years single-unit physiology is still a small component of practice</label>
        <note>what this limits: the clinical uptake claim: SINGLE UNIT PHYSIOLOGY IS STILL A SMALL COMPONENT OF NEUROLOGIC AND PSYCHIATRIC PRACTICE, after A MORE THAN 40-YEAR HISTORY</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t27" type="transfers" ana="#transfers[0]" resp="#tagger" cert="1.0">
        <label>the encoding of movement in M1, transferred to human brain-computer interfaces - the transfer the paper says IS licensed, because the anatomy is evidently similar</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t28" type="transfers" ana="#transfers[1]" resp="#tagger" cert="1.0">
        <label>the transfer the paper says is NOT licensed, because the correspondence to human epilepsy is unclear</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[2]" resp="#tagger" cert="1.0">
        <label>clustering algorithms, dimensionality reduction and point-process methods, imported to make terabyte-scale spike data tractable</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t30" type="senses" ana="#senses[0]" resp="#tagger" cert="1.0">
        <label>single unit here means an isolated action potential train from one neuron, explicitly contrasted with the averaged multineuron signals of EEG and ECoG</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t31" type="senses" ana="#senses[1]" resp="#tagger" cert="0.95">
        <label>gold standard is used for single-unit recording in BASIC neurophysiology, in a paper arguing it is absent from clinical practice - the standard and the practice are different communities</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[2]" resp="#tagger" cert="1.0">
        <label>hypersynchrony, as a framing of epilepsy, is said to be accurate at a superficial level and to break down under finer measurement - a claim whose truth depends on resolution</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[3]" resp="#tagger" cert="1.0">
        <label>model, for epilepsy, is explicitly weaker than model for motor cortex: the primate-human M1 similarity is evident where the epilepsy correspondence is unclear</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t34" type="alternatives" ana="#alternatives.claim_type" resp="#tagger">
        <label>claim_type: critique</label>
        <note>a second reading DIFFERING from the recorded value. Recorded: prediction — 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="t35" type="alternatives" ana="#alternatives.method" resp="#tagger">
        <label>method: narrative review across motor prosthetics, epilepsy, movement disorders, anaesthesia and cognition, with a textbook search establishing the absence</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="t36" type="alternatives" ana="#alternatives.phenomenon" resp="#tagger">
        <label>phenomenon: single-unit activity as a clinical observable</label>
        <note>a second reading DIFFERING from the recorded value. Recorded: single-neuron recording in clinical neurology — note: a second reading, verbatim-verified, disagreeing with the value on the record. Not applied - a person decides.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t37" type="claim_relations" ana="#claim_relations[0]" resp="#tagger" cert="1.0">
        <label>critiques → clinical neurology, neurosurgery and psychiatry, for the absence of single-neuron thinking</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t38" type="claim_relations" ana="#claim_relations[1]" resp="#tagger" cert="1.0">
        <label>qualifies → the canonical framing of epilepsy as a disorder of hypersynchrony and imbalanced excitation and inhibition</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t39" type="claim_relations" ana="#claim_relations[2]" resp="#tagger" cert="1.0">
        <label>supports → the use of intraoperative single-unit recording to localise DBS electrodes</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t40" type="claim_relations" ana="#claim_relations[3]" resp="#tagger" cert="0.95">
        <label>supports → slow-oscillation phase-locking as a mechanism of propofol-induced loss of consciousness</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t41" type="claim_relations" ana="#claim_relations[4]" resp="#tagger" cert="1.0">
        <label>cites → Gelbard-Sagiv et al. on hippocampal reactivation during free recall - a paper independently tagged in this corpus</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t42" type="concept_edges" ana="#concept_edges[0]" resp="#tagger" cert="0.85">
        <label>single neuron —same-as→ single unit</label>
        <term>single neuron</term>
        <term>single unit</term>
        <note>strength of the relation: 0.9 · note: used interchangeably throughout; the second is the recorded proxy for the first, which is why the weight is not 1.0</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t43" type="concept_edges" ana="#concept_edges[1]" resp="#tagger" cert="1.0">
        <label>electroencephalography —distinct-from→ action potential</label>
        <term>electroencephalography</term>
        <term>action potential</term>
        <note>strength of the relation: 1 · note: the key edge of the paper: EEG, MEG and MRI are NOT capable of resolving activity at the scale of the action potential. an instrument-scale exclusion, not a conceptual one
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but EEG and MEG CANNOT RESOLVE activity at the scale of the action potential; distinct-from is loose.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t44" type="concept_edges" ana="#concept_edges[5]" resp="#tagger" cert="1.0">
        <label>propofol —causes→ slow oscillations</label>
        <term>propofol</term>
        <term>slow oscillations</term>
        <note>strength of the relation: 0.9 · note: RE-GROUNDS another row of this record: the old span named ONE endpoint.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t45" type="content_tags" ana="#content_tags.findings[0]" resp="#tagger">
        <label>Despite being foundational to brain function, single-neuron activity has almost no presence in everyday clinical neurology, neurosurgery or psychiatry.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t46" type="content_tags" ana="#content_tags.findings[1]" resp="#tagger">
        <label>Current clinical measurement modalities cannot resolve neuronal activity at the scale of the action potential.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t47" type="content_tags" ana="#content_tags.findings[2]" resp="#tagger">
        <label>Even after four decades of relevant recordings, single-unit physiology remains a marginal component of neurological and psychiatric practice.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t48" type="content_tags" ana="#content_tags.findings[3]" resp="#tagger">
        <label>Microelectrode and macroelectrode array work has undermined the standard account of epilepsy as purely a disorder of hypersynchrony and excitation-inhibition imbalance.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t49" type="content_tags" ana="#content_tags.findings[4]" resp="#tagger">
        <label>The authors suggest intraoperative single-unit localisation during DBS may be the best example of single-neuron activity used directly in clinical care.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t50" type="content_tags" ana="#content_tags.findings[5]" resp="#tagger">
        <label>Firing rates and patterns are used to identify the boundaries of the subthalamic nucleus and globus pallidus internus as the electrode advances.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t51" type="content_tags" ana="#content_tags.findings[6]" resp="#tagger">
        <label>Intracortical arrays implanted from 2004 onward let people with tetraplegia produce 2D cursor movement and simple robotic control directly from cortical spiking.</label>
        <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.findings[7]" resp="#tagger">
        <label>Multiple studies indicate that individual neurons in higher-order cortex keep tuning or specificity for complex stimuli.</label>
        <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.findings[8]" resp="#tagger" cert="1.0">
        <label>discussion of neuronal activity is largely absent from clinical neuroscience</label>
        <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.findings[9]" resp="#tagger" cert="1.0">
        <label>the only single-neuron references in classic neurology textbooks concern peripheral nerves</label>
        <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.findings[10]" resp="#tagger" cert="1.0">
        <label>existing clinical modalities cannot resolve activity at the scale of the action potential</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t56" type="content_tags" ana="#content_tags.findings[11]" resp="#tagger" cert="1.0">
        <label>finer measurement challenges the canonical framing of epilepsy as hypersynchrony</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t57" type="content_tags" ana="#content_tags.findings[12]" resp="#tagger" cert="1.0">
        <label>DBS electrode localisation by firing pattern may be the best example of clinical use of single-neuron activity</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t58" type="content_tags" ana="#content_tags.findings[13]" resp="#tagger" cert="1.0">
        <label>during loss of consciousness, cortical neurons phase-lock to local slow oscillations but fall out of phase with distant cortex</label>
        <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.findings[14]" resp="#tagger" cert="1.0">
        <label>no seizure-prediction method has yet produced a clinically usable or commercially successful algorithm</label>
        <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.findings[15]" resp="#tagger" cert="1.0">
        <label>waves often portrayed as homogeneous are more heterogeneous in space and in their involvement of individual neurons</label>
        <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.findings[16]" resp="#tagger" cert="1.0">
        <label>after forty years, single-unit physiology remains a small part of clinical practice</label>
        <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.definitions[0]" resp="#tagger">
        <label>brain-computer interface (BCI)</label>
        <term>brain-computer interface (BCI)</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.definitions[1]" resp="#tagger">
        <label>Utah array</label>
        <term>Utah array</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.definitions[2]" resp="#tagger">
        <label>‘clustering’ algorithms</label>
        <term>‘clustering’ algorithms</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.definitions[3]" resp="#tagger">
        <label>&quot;Jennifer Anniston Neuron&quot;</label>
        <term>&quot;Jennifer Anniston Neuron&quot;</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.definitions[4]" resp="#tagger" cert="1.0">
        <label>brain-computer interface</label>
        <term>brain-computer interface</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.definitions[5]" resp="#tagger" cert="1.0">
        <label>single unit</label>
        <term>single unit</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.quantities[0]" resp="#tagger">
        <label>100 probes — number of etched silicon probes in the original Utah array</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.quantities[1]" resp="#tagger">
        <label>several Tb / 100+ neurons — data volume and neuron count typically obtained from a single 4x4 mm Utah array recording</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.quantities[2]" resp="#tagger">
        <label>~500 GB per day — full-bandwidth neural data rate produced by one implanted array at current resolutions</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.quantities[3]" resp="#tagger">
        <label>365 Terabytes in one year — storage burden of continuously recording one individual with two implanted arrays for a year</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.quantities[4]" resp="#tagger">
        <label>mid 1950s — date from which human single-unit recordings have been performed</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.quantities[5]" resp="#tagger">
        <label>&gt;100 Hz — frequency range of the high frequency oscillations shown to matter in epilepsy</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.quantities[6]" resp="#tagger">
        <label>&lt;1 Hz / ~10 Hz — slow-oscillation and frontal alpha frequencies that dominate the EEG under propofol anaesthesia</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.quantities[7]" resp="#tagger" cert="0.95">
        <label>about 500 GB per day from one array — full-bandwidth neural data rate</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.quantities[8]" resp="#tagger" cert="1.0">
        <label>365 terabytes in one year from two arrays — continuous storage for one individual</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.quantities[9]" resp="#tagger" cert="1.0">
        <label>a single 4 x 4 mm Utah array yields several Tb and 100+ neurons — yield per implant</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.quantities[10]" resp="#tagger" cert="1.0">
        <label>at least four high-resolution recording platforms — the available instruments</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.quantities[11]" resp="#tagger" cert="1.0">
        <label>mid 1950s — when human single-unit recording began, against a literature that still omits it</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.quantities[12]" resp="#tagger" cert="1.0">
        <label>100 years — how long human epilepsy was studied almost entirely by scalp EEG</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.statistics[0]" resp="#tagger" cert="1.0">
        <label>clustering algorithms for spike extraction</label>
        <term>clustering algorithms for spike extraction</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t82" type="content_tags" ana="#content_tags.statistics[1]" resp="#tagger" cert="1.0">
        <label>dimensionality reduction and point process techniques</label>
        <term>dimensionality reduction and point process techniques</term>
        <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.variables[0]" resp="#tagger" cert="1.0">
        <label>firing rates or patterns</label>
        <term>firing rates or patterns</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/10.1016/j.neuron.2015.03.058.</note></p>
    </body>
  </text>
</TEI>
