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        <title>Monolithically Integrated μLEDs on Silicon Neural Probes for High-Resolution Optogenetic Studies in Behaving Animals</title>
        <author>Wu</author>
        <author>Stark</author>
        <author>Ku</author>
        <author>Wise</author>
        <author>Buzsáki</author>
        <author>Yoon</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>Monolithically Integrated μLEDs on Silicon Neural Probes for High-Resolution Optogenetic Studies in Behaving Animals</title>
          <date>2015</date>
          <publisher>Neuron</publisher>
          <idno type="DOI">10.1016/j.neuron.2015.10.032</idno>
          
          <idno type="record">Wu2015-monolithically-integrated-leds-on-silicon-ne</idno>
          <note type="staged-file">Wu2015-monolithically-integrated-leds-on-silicon-ne.txt, the project's staged copy</note>
          <note type="text-sha1">bc888709b35563b7e4e862aae6f0fda06d5a860f</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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      <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>how to deliver light at the scale of a single neuron and record from the same place, in a freely moving animal</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 light sources small enough to match a soma can be built onto a silicon recording probe without excessive heating</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>a probe with twelve neuron-sized LEDs and thirty-two recording sites on one silicon shank array, driving spikes at 60 nW and moving the resolution limit from light delivery onto opsin targeting</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>method</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>optogenetic light delivery and recording in deep brain structures of freely moving animals</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>system-or-tool-building</label>
        <term>system-or-tool-building</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 reaching non-somatic (dendritic) ChR2 recruits the neuron even when the micro-LED is far from its soma, which smooths the gain-versus-distance relation into a graded rather than step-like profile</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>current flow through the micro-LED raises the voltage of the continuous n-GaN cathode layer, which capacitively couples into the recording interconnects running above it and produces the rectified artifact on all channels</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>excitatory drive arriving at stratum radiatum from CA3 recruits a faster and spatially tighter ripple-generating network than drive arriving at stratum oriens from entorhinal cortex/amygdala</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>coupling an LED into a waveguide is capped by etendue, which is why the light source is put at the site instead of piped to it</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>silicon is chosen for three separate reasons at once: it can be micromachined into needles, it conducts heat five times better than sapphire, and being opaque it confines emission to one face</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>heat leaves through the shank toward the proximal end, so the most distal LED is the worst case and is the one modelled</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t12" type="mechanisms" ana="#mechanisms[6]" resp="#tagger" cert="0.9">
        <label>the graded fall-off of drive with distance implies light is acting on dendrites, not only somata</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 artefact has two physically distinct sources - voltage coupling on the board and capacitive coupling from the continuous n-GaN layer - and each has its own fix</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t14" type="limitations" ana="#limitations[0]" resp="#tagger">
        <label>Driving the μLEDs induces low-frequency electrical artifacts on the recording channels.</label>
        <note>what this limits: the recorded signal during stimulation: A LIMITATION OF THE CURRENT VERSION OF uLED PROBES IS THE LOW-FREQUENCY ARTIFACTS INDUCED DURING PERIODIC ACTIVATION</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t15" type="limitations" ana="#limitations[1]" resp="#tagger">
        <label>Non-somatic opsin expression, not the light source, now caps the achievable spatial resolution of spiking control.</label>
        <note>what this limits: the achievable spatial resolution: THE FINAL LIMITATION TO THE CURRENT UTILITY OF THE uLED PROBES RELATES TO THE AVAILABLE OPSIN TECHNOLOGIES</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t16" type="limitations" ana="#limitations[2]" resp="#tagger">
        <label>The probe reports spiking only, so it complements rather than replaces intracellular and all-optical methods.</label>
        <note>what this limits: what the probe can report at all: IT ONLY PROVIDES INFORMATION ABOUT SPIKING (AND NOT ABOUT INTRACELLULAR CALCIUM, Vm, OR TRANSMEMBRANE CURRENTS)</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[3]" resp="#tagger">
        <label>The indirect test of heating effects on spike waveforms is weakened by concurrent high-frequency oscillations at high power.</label>
        <note>what this limits: the heating test on spike waveforms: HIGH-POWER ILLUMINATION WAS OCCASIONALLY ACCOMPANIED BY HIGH-FREQUENCY (2 kHz) OSCILLATIONS, LIMITING THE INTERPRETATIONAL POWER OF THESE OBSERVATIONS</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[4]" resp="#tagger" cert="1.0">
        <label>photon extraction is poor by construction: 33% internal efficiency, half the light lost into the substrate, most of the rest trapped by total internal reflection</label>
        <note>what this limits: the light budget: APPROXIMATELY 50% OF THE PHOTONS ARE EMITTED TOWARD THE SUBSTRATE AND ARE ABSORBED AT THE GaN/SILICON INTERFACE</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[5]" resp="#tagger" cert="1.0">
        <label>periodic driving injects a low-frequency artefact into the recordings, present in opsin-free animals and removed only by offline filtering</label>
        <note>what this limits: the same scope as limitations[0] - the artefact is present in opsin-free animals and removed by filtering, not absent</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[6]" resp="#tagger" cert="1.0">
        <label>there is no accepted safe-temperature standard for implanted devices, so the 1 degree threshold used here is the authors&#x27; own</label>
        <note>what this limits: every safety claim about the device: AS THERE IS NO ACCEPTED THRESHOLD TEMPERATURE FOR THE SAFE OPERATION OF IMPLANTABLE NEURAL DEVICES, WE LOOSELY DEFINE THE THRESHOLD AS 1 degree - the criterion is the authors&#x27; own</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[7]" resp="#tagger" cert="1.0">
        <label>whether a few milliseconds above 38 degrees harms the adjacent network is stated as unknown</label>
        <note>what this limits: operation above 3.85 V: THE PEAK TEMPERATURE CAN TRANSIENTLY REACH 38 DEGREES C; HOWEVER, WHETHER A FEW MILLISECONDS OF HEATING BEYOND 38 DEGREES C HAS ADVERSE EFFECT ON THE ADJACENT NEURAL NETWORK IS UNKNOWN</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[8]" resp="#tagger" cert="1.0">
        <label>the probe reports spiking only, not calcium, membrane potential or currents, and is offered as complementary rather than superior</label>
        <note>what this limits: the same scope as limitations[2] - spiking only, offered as complementary rather than replacement</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[9]" resp="#tagger" cert="1.0">
        <label>spatial resolution is now limited by where the opsin is expressed rather than by where the light goes</label>
        <note>what this limits: the same scope as limitations[1]: NON-SOMATIC OPSIN EXPRESSION FACILITATED MULTILAYERED CONTROL BUT ALSO REDUCED the achievable resolution</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t24" type="transfers" ana="#transfers[0]" resp="#tagger">
        <label>monolithic on-silicon LED fabrication technology is carried over into implantable neural probes for systems neuroscience</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t25" type="transfers" ana="#transfers[1]" resp="#tagger">
        <label>the Pennes bioheat equation, with a blood-perfusion term, is imported to simulate brain tissue heating around the probe</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t26" type="transfers" ana="#transfers[2]" resp="#tagger" cert="1.0">
        <label>monolithic integration and lithographic patterning, applied so that light sources and electrodes share one substrate</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t27" type="transfers" ana="#transfers[3]" resp="#tagger" cert="1.0">
        <label>etendue, used as the argument for abandoning waveguide coupling altogether</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[4]" resp="#tagger" cert="1.0">
        <label>finite-element bio-heat modelling, used to set an operating envelope before any animal was implanted</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t29" type="controls" ana="#controls[0]" resp="#tagger" cert="0.9">
        <label>recording during μLED voltage bias in saline and in wild-type animals</label>
        <note>eliminates: that the time-locked artifacts in the wide-band traces are neural responses driven by the light, rather than electrical artifacts of the μLED drive itself · outcome: held</note>
        <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>spiking gain here = firing rate during light divided by the same neuron&#x27;s rate without light, so it is a within-neuron ratio and not a comparison across cells</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="1.0">
        <label>plug efficiency = optical power out over electrical power in; the paper gives both a measured value (0.87%) and a value derived from the loss chain (1.1%), so the measurement is checkable</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>iHFO is used exactly as Stark2014 defined it - an induced high-frequency oscillation - and is treated here as a proxy for somatic drive because population synchrony averages out dendritic effects</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>direct versus indirect activation is a CLASSIFICATION, assigned by a Gaussian mixture model over waveform features, not an observation</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[4]" resp="#tagger" cert="1.0">
        <label>the safe threshold is a 1 degree rise, defined by these authors for want of a field standard and described by them as loose</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t35" type="alternatives" ana="#alternatives.claim_type" resp="#tagger">
        <label>claim_type: method</label>
        <note>a second reading reaching the same value. Recorded: method — 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="t36" type="alternatives" ana="#alternatives.method" resp="#tagger">
        <label>method: monolithic fabrication of InGaN LEDs on silicon, bio-heat modelling, and in vivo recording from CA1 of anaesthetised and freely moving mice with opsin-free controls</label>
        <note>a second reading DIFFERING from the recorded value. Recorded: system-or-tool-building — 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="alternatives" ana="#alternatives.phenomenon" resp="#tagger">
        <label>phenomenon: optogenetic control of spiking at cellular spatial resolution in the intact brain</label>
        <note>a second reading DIFFERING from the recorded value. Recorded: optogenetic light delivery and recording in deep brain structures of freely moving animals — 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="t38" type="claim_relations" ana="#claim_relations[0]" resp="#tagger">
        <label>builds-on → Wu et al., 2013</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[1]" resp="#tagger">
        <label>extends → Kim et al., 2013; McAlinden et al., 2013</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[2]" resp="#tagger">
        <label>extends → Stark et al., 2014</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[3]" resp="#tagger" cert="1.0">
        <label>extends → Stark et al. 2014, by inducing high-frequency oscillations with focal rather than fibre illumination</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[4]" resp="#tagger" cert="1.0">
        <label>critiques → fibre-coupled optogenetic probes, whose resolution is set by the bulk of the implanted fibre</label>
        <note>differs in: THE AXIS IS THE PHYSICAL BULK OF THE LIGHT DELIVERY. &#x27;Early work involving in vivo optogenetics relied on manual assembly of commercially available recording components such as metal electrodes or passive high-density probes (STARK ET AL., 2012) with optical fibers, which are bulky and may suffer from misalignment errors. Moreover, the spatial resolution of fiber-based optogenetic devices is limited by the bulk of the [fibre].&#x27; Note the citation: this criticises the very device whose own paper names heat, a 60 um recording radius and over-precision as its limits. FOUR DIFFERENT AXES ON ONE INSTRUMENT, THREE OF THEM FROM ITS OWN AUTHORS.</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[5]" resp="#tagger" cert="1.0">
        <label>critiques → sapphire-substrate microLED probes, which scatter light and cannot be machined into needles</label>
        <note>differs in: THE AXIS IS THE SUBSTRATE MATERIAL, AND IT COSTS TWICE. &#x27;Quotation withheld.&#x27; One material choice degrades the measurement AND the tissue - so the comparison is not between two devices&#x27; performance but between what each material permits.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t44" type="claim_relations" ana="#claim_relations[6]" resp="#tagger" cert="1.0">
        <label>critiques → injectable polymer LED devices, too wide for cellular resolution and hard to mount on a microdrive</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[7]" resp="#tagger" cert="1.0">
        <label>confirms → activation thresholds reported for manually assembled diode probes</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t46" type="claim_relations" ana="#claim_relations[8]" resp="#tagger" cert="1.0">
        <label>distinguishes-from → two-photon holographic and intracellular methods, which cannot reach deep structures in freely moving animals</label>
        <note>differs in: THE AXIS IS WHETHER THE METHOD REACHES A FREELY MOVING ANIMAL. &#x27;Such high spatial resolution control over spiking has been previously possible only by intra-cellular current injection or by two-photon microscopy combined with optogenetics. Intracellular methods are not yet scalable in freely moving animals.&#x27; The resolution is granted to the existing methods; what they lack is the preparation - so a claim about what is achievable needs the animal state attached.</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[0]" resp="#tagger" cert="1.0">
        <label>μLED —part-of→ silicon</label>
        <term>μLED</term>
        <term>silicon</term>
        <note>strength of the relation: 1 · note: monolithic integration is the whole claim: the light source is built on the probe rather than coupled to it
Audit 2026-09-28: DOUBTFUL - read against its span and kept, but the uLEDs are fabricated monolithically on silicon; part-of is loose.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t48" type="concept_edges" ana="#concept_edges[1]" resp="#tagger" cert="1.0">
        <label>silicon —contrasted-with→ sapphire</label>
        <term>silicon</term>
        <term>sapphire</term>
        <note>strength of the relation: 1 · note: CRITERION: three at once - machinable into needles, five times the thermal conductivity, and opaque so emission stays on one face
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span lists limits of a sapphire substrate beside a silicon probe; contrasted-with 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[5]" resp="#tagger" cert="1.0">
        <label>gain —operationalised-as→ spiking</label>
        <term>gain</term>
        <term>spiking</term>
        <note>strength of the relation: 1 · note: direction is measure-to-phenomenon; the ratio is within-neuron, so it cannot be compared across cells of different baseline
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but spiking &#x27;gain&#x27; is DEFINED as a ratio of spiking rates; operationalised-as is loose.</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[6]" resp="#tagger" cert="1.0">
        <label>PYR —contrasted-with→ INT</label>
        <term>PYR</term>
        <term>INT</term>
        <note>strength of the relation: 1 · note: CRITERION: PYR are taken as directly driven and INT as circuit-driven, and PYR jitter is lower at every distance</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[8]" resp="#tagger" cert="1.0">
        <label>stratum radiatum —contrasted-with→ stratum oriens</label>
        <term>stratum radiatum</term>
        <term>stratum oriens</term>
        <note>strength of the relation: 1 · note: illumination below or at the layer drives spiking better than above it, attributed to dendritic geometry or expression bias</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t52" type="concept_edges" ana="#concept_edges[10]" resp="#tagger" cert="1.0">
        <label>ChR2 —causes→ spiking</label>
        <term>ChR2</term>
        <term>spiking</term>
        <note>strength of the relation: 1 · note: shown by absence in wild-type controls under the same illumination</note>
        <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[0]" resp="#tagger">
        <label>rank correlation</label>
        <term>rank correlation</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[1]" resp="#tagger">
        <label>permutation test</label>
        <term>permutation 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[2]" 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="t56" type="content_tags" ana="#content_tags.statistics[3]" resp="#tagger">
        <label>binomial test</label>
        <term>binomial 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[4]" resp="#tagger">
        <label>partial correlation</label>
        <term>partial correlation</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[5]" resp="#tagger">
        <label>principal component analysis</label>
        <term>principal component analysis</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t59" type="content_tags" ana="#content_tags.statistics[6]" resp="#tagger">
        <label>Gaussian mixture model</label>
        <term>Gaussian mixture model</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[7]" resp="#tagger">
        <label>significance level</label>
        <term>significance level</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[8]" resp="#tagger" cert="1.0">
        <label>rank correlation</label>
        <term>rank correlation</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[9]" resp="#tagger" cert="1.0">
        <label>permutation test</label>
        <term>permutation test</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[10]" resp="#tagger" cert="1.0">
        <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="t64" type="content_tags" ana="#content_tags.statistics[11]" resp="#tagger" cert="1.0">
        <label>Gaussian Mixture Model</label>
        <term>Gaussian Mixture Model</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[12]" resp="#tagger" cert="1.0">
        <label>Binomial test</label>
        <term>Binomial test</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.findings[0]" resp="#tagger">
        <label>Sub-microwatt light (60 nW) from a single integrated micro-LED was enough to drive spiking, and microwatt-range power drove fast population oscillations.</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[1]" resp="#tagger">
        <label>The probe achieved independent optical control of neurons roughly 50 micrometres apart and of separate somatic versus dendritic compartments of single neurons.</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[2]" resp="#tagger">
        <label>Illuminating pyramidal cell bodies and apical dendrites in stratum radiatum drove spiking more effectively than illuminating stratum oriens.</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[3]" resp="#tagger">
        <label>Where the light entered the layer changed the induced ripples: infra- and intra-layer illumination produced the fastest and most vertically compact oscillations, while supra-layer illumination produced slower and more widespread ones.</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[4]" resp="#tagger">
        <label>Spiking gain of directly driven pyramidal cells increased with light power and decreased with the distance between the micro-LED and the cell soma.</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[5]" resp="#tagger">
        <label>Directly light-driven pyramidal cells spiked with lower temporal jitter (median 29 ms) than indirectly driven interneurons (46 ms), at every distance bin.</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[6]" resp="#tagger">
        <label>Thermal simulation indicated that every drive condition below 3.4 V is safe even under ten seconds of continuous operation.</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[7]" resp="#tagger" cert="1.0">
        <label>60 to 120 nW of light drove time-locked spiking in neurons next to a single LED</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[8]" resp="#tagger" cert="1.0">
        <label>two LEDs 60 microns apart controlled distinct neurons independently in freely moving mice</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[9]" resp="#tagger" cert="1.0">
        <label>spiking gain rose with light power and fell with LED-to-soma distance for both directly and indirectly driven 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[10]" resp="#tagger" cert="1.0">
        <label>directly driven pyramidal cells had lower spike jitter than indirectly driven interneurons at every distance</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[11]" resp="#tagger" cert="1.0">
        <label>illumination inside or below the layer produced faster and more compact induced ripples than illumination above it</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[12]" resp="#tagger" cert="1.0">
        <label>the graded gain-distance profile implies light is recruiting dendritic opsin, not only somatic</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[13]" resp="#tagger" cert="1.0">
        <label>spiking was sometimes driven more strongly from stratum oriens than by direct somatic illumination</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[14]" resp="#tagger" cert="1.0">
        <label>the measured peak plug efficiency was around 0.87%</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[15]" resp="#tagger" cert="1.0">
        <label>CONTROL NULL: in opsin-free mice the same illumination changed no action potentials, so the effects are not thermal</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[16]" resp="#tagger" cert="1.0">
        <label>DECLARED INCONCLUSIVE: the waveform-distortion test of heating was confounded by 2 kHz oscillations at high power</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[17]" resp="#tagger" cert="1.0">
        <label>the low-frequency artefact appeared in wild-type animals too and was removed offline rather than at source</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.definitions[0]" resp="#tagger">
        <label>threshold temperature</label>
        <term>threshold temperature</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[1]" resp="#tagger">
        <label>spiking gain</label>
        <term>spiking gain</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[2]" resp="#tagger">
        <label>spike phase</label>
        <term>spike phase</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[3]" resp="#tagger">
        <label>temporal jitter</label>
        <term>temporal jitter</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[4]" resp="#tagger" cert="1.0">
        <label>gain</label>
        <term>gain</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[5]" resp="#tagger" cert="1.0">
        <label>plug efficiency</label>
        <term>plug efficiency</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[6]" resp="#tagger" cert="0.9">
        <label>etendue</label>
        <term>etendue</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[7]" resp="#tagger" cert="1.0">
        <label>internal quantum efficiency</label>
        <term>internal quantum efficiency</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[8]" resp="#tagger" cert="0.9">
        <label>iHFOs</label>
        <term>iHFOs</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.variables[0]" resp="#tagger">
        <label>voltage command</label>
        <term>voltage command</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.variables[1]" resp="#tagger">
        <label>input site</label>
        <term>input site</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[2]" resp="#tagger">
        <label>spiking gain</label>
        <term>spiking gain</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[3]" resp="#tagger">
        <label>temporal jitter</label>
        <term>temporal jitter</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[4]" resp="#tagger">
        <label>locus of maximal iHFO power</label>
        <term>locus of maximal iHFO power</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[6]" resp="#tagger" cert="1.0">
        <label>gain</label>
        <term>gain</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[7]" resp="#tagger" cert="1.0">
        <label>jitter</label>
        <term>jitter</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[8]" resp="#tagger" cert="1.0">
        <label>plug efficiency</label>
        <term>plug efficiency</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>60 nW — light power sufficient to induce time-locked spiking in nearby neurons</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>150 μm 2 — light-emitting area of a single micro-LED, comparable to a pyramidal soma cross-section</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>12 μLEDs and 32 recording sites — components integrated on each implanted four-shank probe</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>4,096 (2 12 ) — number of distinct on/off combinations of the twelve micro-LEDs that can be programmed at any moment</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>0.87% — measured peak wall-plug (optical out over electrical in) efficiency of a micro-LED</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>3.33% — photon extraction efficiency of the on-silicon micro-LED</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>93 — well-isolated single units recorded from CA1 across six mice</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>53 μW — saturated optical output of a micro-LED at high (~13 mA) injection current</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>PYR: 29 ms; INT: 46 ms — median spike-timing jitter of directly driven pyramidal cells versus indirectly driven interneurons</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="1.0">
        <label>60 nW — light power sufficient to induce spiking in nearby neurons</label>
        <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="1.0">
        <label>150 μm 2 — LED emission area, matched to a pyramidal soma cross-section</label>
        <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>0.87% against 1.1% — measured plug efficiency against the value derived from the loss chain</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;measured peak plug efficiency is around 0.87% ( Figure 3C )…&#x27;).</note>
        <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>33%, 3.33% — internal quantum efficiency and photon extraction efficiency of the on-silicon LED</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>1 degree — the temperature-rise threshold the authors adopted for want of a field standard</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>2°C–3°C — how much brain temperature moves on its own between rest and activity</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>4,096 — programmable on-off combinations across twelve LEDs</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>less than 8 μA — current needed to reach the intensity that activates ChR2</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t118" type="content_tags" ana="#content_tags.quantities[17]" resp="#tagger" cert="1.0">
        <label>1 MΩ at 1 kHz — impedance of the integrated recording electrodes</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
    </spanGrp>
  </standOff>
  <text>
    <body>
      <p><note type="rights">The full text of this article is not redistributable, so it is
      not included here. The evidence sentences are withheld with it; the tag layer and its
      grounding status remain. The article itself is at https://doi.org/10.1016/j.neuron.2015.10.032.</note></p>
    </body>
  </text>
</TEI>
