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        <title>Probing perceptual decisions in rodents</title>
        <author>Carandini</author>
        <author>Churchland</author>
      </titleStmt>
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        <bibl>
          <title>Probing perceptual decisions in rodents</title>
          <date>2013</date>
          <publisher>Nature neuroscience</publisher>
          <idno type="DOI">10.1038/nn.3410</idno>
          
          <idno type="record">Carandini2013-probing-perceptual-decisions-in-rodents</idno>
          <note type="staged-file">Carandini2013-probing-perceptual-decisions-in-rodents.txt, the project's staged copy</note>
          <note type="text-sha1">2cd8664560dc805315ded8c8c55b95ecb6f1ee92</note>
          <note type="rights">not-redistributable</note>
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    <spanGrp type="tags">
      <span xml:id="t0" type="object_of_study" ana="#object_of_study" resp="#paper">
        <label>the methods available for studying perceptual decisions in mice and rats, and whether they can reach the rigour established in primate psychophysics</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>can perceptual decision-making be probed in rodents to a standard comparable with primates, and what does each task design let one conclude</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t2" type="contribution" ana="#contribution" resp="#paper">
        <label>sets out what each rodent task design can and cannot rule out, and corrects two widely held beliefs about rodents that turn out to be artefacts of laboratory practice</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>perceptual decision-making in rodents</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>a shift in decision criterion or in willingness to act inflates the response rate, which is then misread as an improvement in the neural representation of the stimulus</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>free water over the weekend leaves animals under-motivated at the start of the week, which drives the observed day-of-week variation in trial counts and proficiency</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" cert="1.0">
        <label>a belief about the animal is traced back to how the animal is kept: mice look nocturnal because laboratory food is unlimited</label>
        <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 correction is checked against morphology rather than behaviour alone - the eyes lack the tapetum a nocturnal animal would have</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>task designs are ordered by what each one can rule out, so the choice of design is presented as a choice of which confound survives</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>the criterion problem is made concrete with a hypothetical optogenetic result that would be misread under a go/no-go design</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>d-prime is preferred over the raw hit-minus-false-alarm difference specifically because the latter moves when only the criterion moves</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>a two-stimulus design removes the criterion entirely, because presence must be assigned to one location and absence to the other</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>one stimulus intensity is shown to be uninterpretable: sensitivity, bias and lapse rate produce identical data at a single point</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t15" type="mechanisms" ana="#mechanisms[9]" resp="#tagger" cert="1.0">
        <label>the fix is a full psychometric curve, whose slope, position and tails separate the three</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>short training is argued against on the grounds that error trials become uninterpretable, since a mistake may be about the stimulus or about the task</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t17" type="mechanisms" ana="#mechanisms[11]" resp="#tagger" cert="1.0">
        <label>a well-trained animal makes error trials interpretable, and near-perfect performance on easy trials is the check that the task itself is understood</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t18" type="mechanisms" ana="#mechanisms[12]" resp="#tagger" cert="1.0">
        <label>an unpublished four-fold day-of-week effect on trial count is reported, traced to the weekend water schedule</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t19" type="mechanisms" ana="#mechanisms[13]" resp="#tagger" cert="1.0">
        <label>the tacit knowledge attached to a standard task is named as knowledge that circulates informally and appears in no paper</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t20" type="limitations" ana="#limitations[0]" resp="#tagger">
        <label>The authors state that their own background biases the review toward one brain region and one modality.</label>
        <note>what this limits: the review&#x27;s coverage: DUE TO OUR OWN BACKGROUNDS AND INTERESTS, WE PERHAPS UNDULY EMPHASIZE ONE BRAIN REGION, THE CEREBRAL CORTEX, AND ONE SENSORY MODALITY, VISION</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[1]" resp="#tagger">
        <label>The review is framed around unresolved questions rather than settled answers about rodent perceptual ability.</label>
        <note>what this limits: everything in the review: WE HIGHLIGHT WHAT ARE MAINLY OPEN QUESTIONS ABOUT RODENT PERCEPTUAL ABILITIES AND OUR ABILITY TO ASSESS THESE EXPERIMENTALLY</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[2]" resp="#tagger">
        <label>The widely held view that rats out-train mice is flagged by the authors as untested.</label>
        <note>what this limits: any reliance on the rats-versus-mice trainability view: AS FAR AS WE KNOW, HOWEVER, THIS VIEW HAS NOT BEEN DIRECTLY TESTED</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[3]" resp="#tagger" cert="1.0">
        <label>the widely held view that rats out-learn mice has never been directly tested</label>
        <note>what this limits: the same scope as limitations[2] - the view is widely held and untested</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[4]" resp="#tagger" cert="1.0">
        <label>and may be an artefact of training technique rather than a species difference</label>
        <note>what this limits: the species comparison: RATS MAY ONLY APPEAR TO BE EASIER TO TRAIN SIMPLY BECAUSE MICE REQUIRE DIFFERENT TRAINING TECHNIQUES</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[5]" resp="#tagger" cert="1.0">
        <label>a term the field uses to justify design decisions has no agreed definition</label>
        <note>what this limits: every design decision justified by overtraining: THE NOTION OF OVERTRAINING, HOWEVER, IS POORLY DEFINED</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[6]" resp="#tagger" cert="1.0">
        <label>whether longer training adds more uncontrolled plasticity than shorter training is not established either way</label>
        <note>what this limits: the argument for shorter training: IT IS NOT CLEAR THAT THIS PLASTICITY WOULD COMPLICATE INTERPRETATION of behavioral and neural data</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[7]" resp="#tagger" cert="1.0">
        <label>virtual environments lack vestibular feedback, which visual feedback may not compensate for</label>
        <note>what this limits: virtual-environment results: THE VISUAL FEEDBACK IN THE VIRTUAL ENVIRONMENT MAY NOT ENTIRELY MAKE UP FOR THE LACK OF VESTIBULAR FEEDBACK</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t28" type="limitations" ana="#limitations[8]" resp="#tagger" cert="1.0">
        <label>rodents should not be treated as a replacement for primates</label>
        <note>what this limits: the use of rodents as a substitute: IT WOULD BE A MISTAKE TO CONSIDER RODENTS AS A COMPLETE REPLACEMENT FOR PRIMATES IN INVESTIGATIONS OF PERCEPTUAL DECISION-MAKING</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t29" type="limitations" ana="#limitations[9]" resp="#tagger" cert="0.95">
        <label>whether rodent designs can reach primate psychophysical rigour is left open</label>
        <note>what this limits: the future of rodent psychophysics: WILL EXPERIMENTAL DESIGNS IN RODENTS BE ABLE TO TAKE ADVANTAGE OF RIGOROUS primate methods - left open</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t30" type="limitations" ana="#limitations[10]" resp="#tagger" cert="1.0">
        <label>punishment-based training learns fast but may induce stress that blocks harder tasks</label>
        <note>what this limits: punishment-based training: THEY MAY CREATE STRESS, WHICH MIGHT PREVENT LEARNING OF MORE COMPLEX TASKS</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t31" type="transfers" ana="#transfers[0]" resp="#tagger" cert="1.0">
        <label>the whole task toolbox - random-dot motion, forced choice, psychometric curves - carried into rodents together with the standards for interpreting it</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t32" type="transfers" ana="#transfers[1]" resp="#tagger" cert="1.0">
        <label>the separation of sensitivity from criterion, imported as the reason a rodent task must measure false alarms and not only hits</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[0]" resp="#tagger" cert="1.0">
        <label>the mouse as a nocturnal, minimally visual animal versus as a facultatively diurnal one - the first turns out to be an artefact of unlimited laboratory food</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[1]" resp="#tagger" cert="1.0">
        <label>detectability - as the raw difference between hits and false alarms versus as d-prime, which is criterion-independent; the two diverge whenever the criterion moves</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[2]" resp="#tagger" cert="1.0">
        <label>a performance change - as reduced sensitivity, as shifted bias, or as raised lapse rate; three distinct mechanisms indistinguishable at a single stimulus intensity</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[3]" resp="#tagger" cert="1.0">
        <label>two-alternative choice (one stimulus, two responses) versus two-alternative forced choice (two stimuli, two responses) - names that are often conflated and designs that differ in exactly which confound they remove</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t37" type="senses" ana="#senses[4]" resp="#tagger" cert="1.0">
        <label>an error trial - as misperception of the stimulus versus as confusion about the task; only training separates them</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t38" type="senses" ana="#senses[5]" resp="#tagger" cert="1.0">
        <label>a species difference in trainability versus a difference in the training techniques that happen to have been developed</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t39" type="senses" ana="#senses[6]" resp="#tagger" cert="0.95">
        <label>rodent frontal cortex as fundamentally different from primate on histological grounds versus as functionally equivalent on behavioural grounds</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t40" 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="t41" type="alternatives" ana="#alternatives.method" resp="#tagger">
        <label>method: narrative methods review of task designs, sensory environments, training regimes and reward schedules, evaluated against signal detection theory</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="t42" type="alternatives" ana="#alternatives.phenomenon" resp="#tagger">
        <label>phenomenon: perceptual decision-making - using ambiguous sensory information to guide action</label>
        <note>a second reading DIFFERING from the recorded value. Recorded: perceptual decision-making in rodents — 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="t43" type="claim_relations" ana="#claim_relations[0]" resp="#tagger" cert="1.0">
        <label>critiques → the view that rodent behaviour is only weakly influenced by vision</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[1]" resp="#tagger" cert="1.0">
        <label>contradicts → the belief that mice are nocturnal, which the paper traces to unlimited laboratory food</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[2]" resp="#tagger" cert="1.0">
        <label>critiques → rodent studies that measure behaviour at a single stimulus intensity</label>
        <note>differs in: how many stimulus intensities were measured: OBTAINING BEHAVIORAL DATA AT ONLY A SINGLE INTENSITY (AS IS OFTEN DONE IN RODENT STUDIES) WOULD NOT ALLOW ONE TO DISTINGUISH THE EFFECTS OF SENSITIVITY, BIAS, AND LAPSE RATE - one measurement cannot separate three quantities</note>
        <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[3]" resp="#tagger" cert="1.0">
        <label>critiques → the untested consensus that rats learn perceptual tasks faster than mice</label>
        <note>status: the paper&#x27;s own words: not been directly tested</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t47" type="claim_relations" ana="#claim_relations[4]" resp="#tagger" cert="1.0">
        <label>critiques → the use of the difference between hit and false-alarm rates as a detectability measure</label>
        <note>differs in: whether the measure survives a criterion shift: THE LATTER CAN CHANGE MARKEDLY FOLLOWING SIMPLE CHANGES IN CRITERION, where the recommended measure does not</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t48" type="claim_relations" ana="#claim_relations[5]" resp="#tagger" cert="1.0">
        <label>builds-on → primate psychophysics, whose task toolbox and standards the paper takes as the benchmark</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t49" type="claim_relations" ana="#claim_relations[6]" resp="#tagger" cert="0.95">
        <label>supports → evidence that rodent frontal cortex, like primate, supports working memory and categorization, against the histological argument for fundamental difference</label>
        <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[0]" resp="#tagger">
        <label>Signal Detection Theory —contrasted-with→ Drift Diffusion Model</label>
        <term>Signal Detection Theory</term>
        <term>Drift Diffusion Model</term>
        <note>differs in: THE AXIS IS WHETHER THE DECISION VARIABLE EVOLVES WITH ACCUMULATING EVIDENCE. &#x27;An increasingly popular ALTERNATIVE TO SDT, the Drift Diffusion Model Quotation withheld.&#x27; Both models produce a choice from noisy evidence; only one gives the decision a trajectory in time, which is what makes reaction times predictable and is the whole of the difference. · strength of the relation: 1</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t51" type="concept_edges" ana="#concept_edges[1]" resp="#tagger">
        <label>go/no-go —contrasted-with→ two-alternative choice</label>
        <term>go/no-go</term>
        <term>two-alternative choice</term>
        <note>strength of the relation: 1
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but endpoint by anaphora: &#x27;this design&#x27; = the two-alternative choice task (previous sentences).</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[2]" resp="#tagger">
        <label>two-alternative choice —contrasted-with→ two-alternative forced choice</label>
        <term>two-alternative choice</term>
        <term>two-alternative forced choice</term>
        <note>strength of the relation: 0.95
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but endpoint by anaphora: the refinement is of the two-choice design (previous section); the span names &#x27;two-alternative forced choice&#x27; only.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t53" type="concept_edges" ana="#concept_edges[3]" resp="#tagger">
        <label>criterion —distinct-from→ two-alternative forced choice</label>
        <term>criterion</term>
        <term>two-alternative forced choice</term>
        <note>strength of the relation: 0.95
Audit 2026-09-28: DOUBTFUL - read against its span and kept, but the span argues two-interval designs remove presence/absence bias; distinct-from &#x27;criterion&#x27; is loose.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t54" type="concept_edges" ana="#concept_edges[4]" resp="#tagger">
        <label>psychophysics —operationalised-as→ psychometric curves</label>
        <term>psychophysics</term>
        <term>psychometric curves</term>
        <note>strength of the relation: 0.95
Audit 2026-09-28: DOUBTFUL - read against its span and kept, but the span describes obtaining psychometric functions; operationalised-as is loose.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t55" type="concept_edges" ana="#concept_edges[5]" resp="#tagger">
        <label>water control —causes→ motivation</label>
        <term>water control</term>
        <term>motivation</term>
        <note>strength of the relation: 0.9
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but endpoint by anaphora: &#x27;this regime&#x27; = the regime of water control (previous sentence).</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t56" type="concept_edges" ana="#concept_edges[6]" resp="#tagger">
        <label>Posterior Parietal Cortex —causes→ evidence integration</label>
        <term>Posterior Parietal Cortex</term>
        <term>evidence integration</term>
        <note>strength of the relation: 0.7
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the PPC is &#x27;POISED TO&#x27; integrate multisensory inputs; causes is hedged.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t57" type="concept_edges" ana="#concept_edges[7]" resp="#tagger">
        <label>lapse rate —part-of→ psychometric curves</label>
        <term>lapse rate</term>
        <term>psychometric curves</term>
        <note>strength of the relation: 0.95
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span writes &#x27;psychometric function&#x27;, not &#x27;psychometric curves&#x27;; part-of is loose.</note>
        <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[0]" resp="#tagger">
        <label>Go/no-go tasks are highly vulnerable to changes in the animal&#x27;s motivation and response criterion.</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[1]" resp="#tagger">
        <label>Requiring a decision on every trial makes the design immune to changes in the subject&#x27;s willingness to respond.</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[2]" resp="#tagger">
        <label>With two stimulus presentations subjects cannot be biased toward presence or absence, since each choice assigns presence to one location and absence to the other.</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[3]" resp="#tagger">
        <label>Data from a single stimulus intensity, as often collected in rodent studies, cannot separate the effects of sensitivity, bias and lapse rate.</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.findings[4]" resp="#tagger">
        <label>Mice are reliably nocturnal only when food is unlimited, as in the laboratory; with scarcer food they sleep part of the night to save energy.</label>
        <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.findings[5]" resp="#tagger">
        <label>Rodent eye anatomy provides independent evidence against the nocturnality assumption.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t64" type="content_tags" ana="#content_tags.findings[6]" resp="#tagger">
        <label>Performance can differ fourfold across the week - about 100 trials per session on Mondays against about 400 on Fridays - by the authors&#x27; unpublished observations.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t65" type="content_tags" ana="#content_tags.findings[7]" resp="#tagger">
        <label>Despite the technical advantages of rodents, the review argues against treating them as a substitute for primate work on perceptual decisions.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t66" type="content_tags" ana="#content_tags.findings[8]" resp="#tagger" cert="1.0">
        <label>mice are reliably nocturnal only when food is unlimited, as it is in the laboratory</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[9]" resp="#tagger" cert="1.0">
        <label>laboratory mice can become entirely diurnal in nature, and rodent eyes lack the tapetum expected of a nocturnal animal</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[10]" resp="#tagger" cert="1.0">
        <label>mouse spatial resolution is about 100 times lower than primate, yet vision is the primary sense rodents use to locate themselves</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[11]" resp="#tagger" cert="1.0">
        <label>mice performed about 100 trials per session on Mondays against about 400 on Fridays</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[12]" resp="#tagger" cert="1.0">
        <label>contemporary regimes fix this with constant daily intake and seven-day training</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[13]" resp="#tagger" cert="1.0">
        <label>some rodent tasks take 2 to 10 days to teach and others 3 to 6 weeks, and rodent training rarely exceeds 2 months</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[14]" resp="#tagger" cert="1.0">
        <label>rats combine multisensory information about as optimally as humans do</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[16]" resp="#tagger" cert="1.0">
        <label>even within mice, body weight correlates strongly with the number of trials performed per day</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.definitions[0]" resp="#tagger">
        <label>go/no-go task</label>
        <term>go/no-go task</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t75" type="content_tags" ana="#content_tags.definitions[2]" resp="#tagger">
        <label>two-alternative forced choice</label>
        <term>two-alternative forced choice</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t76" type="content_tags" ana="#content_tags.definitions[3]" resp="#tagger">
        <label>detectability</label>
        <term>detectability</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t77" type="content_tags" ana="#content_tags.definitions[4]" resp="#tagger">
        <label>Signal Detection Theory</label>
        <term>Signal Detection Theory</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t78" type="content_tags" ana="#content_tags.definitions[5]" resp="#tagger">
        <label>Drift Diffusion Model</label>
        <term>Drift Diffusion Model</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t79" type="content_tags" ana="#content_tags.definitions[7]" resp="#tagger" cert="1.0">
        <label>go/no-go</label>
        <term>go/no-go</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t80" type="content_tags" ana="#content_tags.definitions[8]" resp="#tagger" cert="1.0">
        <label>two-alternative choice</label>
        <term>two-alternative choice</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t81" type="content_tags" ana="#content_tags.definitions[9]" resp="#tagger" cert="1.0">
        <label>forced choice</label>
        <term>forced choice</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.definitions[10]" resp="#tagger" cert="1.0">
        <label>Drift Diffusion Model</label>
        <term>Drift Diffusion Model</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.definitions[11]" resp="#tagger" cert="1.0">
        <label>psychometric function</label>
        <term>psychometric function</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t84" type="content_tags" ana="#content_tags.definitions[12]" resp="#tagger" cert="0.9">
        <label>d</label>
        <term>d</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[13]" resp="#tagger">
        <label>perceptual sensitivity</label>
        <term>perceptual sensitivity</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[14]" resp="#tagger">
        <label>sensory bias</label>
        <term>sensory bias</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[15]" resp="#tagger">
        <label>lapse rate</label>
        <term>lapse rate</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.quantities[0]" resp="#tagger">
        <label>~100 times — how much lower spatial resolution is in rats and mice than in primates</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t89" type="content_tags" ana="#content_tags.quantities[1]" resp="#tagger">
        <label>at least 10 — number of retinotopic areas in the mouse visual cortex</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t90" type="content_tags" ana="#content_tags.quantities[2]" resp="#tagger">
        <label>2–10 days / 3–6 weeks — range of training times needed for mice on easier versus harder perceptual tasks</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t91" type="content_tags" ana="#content_tags.quantities[3]" resp="#tagger">
        <label>6–12 months — typical training time for a primate to reach proficiency on complex tasks, for contrast with rodents</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t92" type="content_tags" ana="#content_tags.quantities[4]" resp="#tagger">
        <label>a factor of 4 (~100 vs. ~400 trials/session) — Monday-versus-Friday difference in trials completed under a 5-day water-control regime</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t93" type="content_tags" ana="#content_tags.quantities[5]" resp="#tagger">
        <label>25 ml/kg/day — target constant daily water intake in contemporary training regimes</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t94" type="content_tags" ana="#content_tags.quantities[6]" resp="#tagger">
        <label>10 million years — how much more recently rodents and primates share a common ancestor than either does with the cat</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t95" type="content_tags" ana="#content_tags.quantities[7]" resp="#tagger" cert="1.0">
        <label>~100 times lower — rodent spatial resolution against primate</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t96" type="content_tags" ana="#content_tags.quantities[8]" resp="#tagger" cert="1.0">
        <label>factor of 4 — Monday against Friday trial counts under the weekend water regime</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t97" type="content_tags" ana="#content_tags.quantities[9]" resp="#tagger" cert="1.0">
        <label>2-10 days or 3-6 weeks — rodent training durations, rarely beyond 2 months</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t98" type="content_tags" ana="#content_tags.quantities[10]" resp="#tagger" cert="1.0">
        <label>6-12 months — primate training to proficiency on complex tasks</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t99" type="content_tags" ana="#content_tags.quantities[11]" resp="#tagger" cert="1.0">
        <label>25 ml/kg/day — a contemporary constant water-intake target</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t100" type="content_tags" ana="#content_tags.statistics[0]" resp="#tagger" cert="1.0">
        <label>Signal Detection Theory</label>
        <term>Signal Detection Theory</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.statistics[1]" resp="#tagger" cert="1.0">
        <label>false alarms</label>
        <term>false alarms</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t102" type="content_tags" ana="#content_tags.statistics[2]" resp="#tagger" cert="1.0">
        <label>Drift Diffusion Model</label>
        <term>Drift Diffusion Model</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t103" type="content_tags" ana="#content_tags.statistics[3]" resp="#tagger" cert="1.0">
        <label>lapse rate</label>
        <term>lapse rate</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t104" type="content_tags" ana="#content_tags.variables[0]" resp="#tagger" cert="1.0">
        <label>stimulus strength</label>
        <term>stimulus strength</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t105" type="content_tags" ana="#content_tags.variables[1]" resp="#tagger" cert="1.0">
        <label>decision criterion</label>
        <term>decision criterion</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t106" type="content_tags" ana="#content_tags.variables[2]" resp="#tagger" cert="1.0">
        <label>trials/session</label>
        <term>trials/session</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t107" type="content_tags" ana="#content_tags.variables[3]" resp="#tagger" cert="1.0">
        <label>training duration</label>
        <term>training duration</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/10.1038/nn.3410.</note></p>
    </body>
  </text>
</TEI>
