Probing perceptual decisions in rodents — TEI-tagged view

Carandini, Churchland · 2013 · neuroscience · doi:10.1038/nn.3410 · full text at the source · TEI xml · tagged edition · index · concepts · authors
Where this record's text came from. faceted 2026-08 by reading the locally held text (xml); every evidence string verified as an exact substring of that text before merging. Claim type is 'method' rather than 'critique': the paper does criticise go/no-go designs and single-intensity testing, but its contribution shape is a positive prescription for how to run rodent psychophysics (SDT, two-alternative forced choice, full psychometric curves). Claim relations is EMPTY on purpose - the paper's prior work is cited almost entirely by numeral (refs 1, 2, 60, 74...), and the few named citations are unpublished Society for Neuroscience abstracts mentioned as examples, so there is no sentence in which the authors explicitly relate their own position to a named prior study. The third limitation is about a belief in the field rather than about this review, but it is the authors' own hedge on a claim they themselves report, so I kept it and flag the distinction here. 2026-08-12 and 2026-08-15 schema-0.3 passes: every quote verified as an exact substring of the staged text and anchored at merge time; concept terms verified present; every edge endpoint an existing node.
11 quotations on this page contain a reference number where the paper printed a superscript. This journal style prints citations as raised numerals — parameters12,13 — and the extraction flattened them into the line, so the sentence reads parameters 12 , 13 . The digits are citation markers and not part of what the author wrote. The quotes keep them for the same reason they keep every other extraction fault: a quote is reproduced exactly or it proves nothing.
This record’s own method is review, and the tags below follow from that. A review’s findings, quantities and statistics are things stated IN this paper, and some of them report results obtained elsewhere. No tag on this page names a different author. Measured across every review in this corpus, 81% of a review’s tags carry no citation at all — most of them are the review speaking. The corpus does not adjudicate the rest: read an unmarked tag as a claim this paper makes, not necessarily one it made first.
Other fields define these differently the same word, defined another way in another discipline
virtual reality 2 fields
Tags on this paper every tag the record carries, whether or not the words occur in the text below — a number is how many papers in the corpus carry that tag; a tag with no number is unique to this paper
perceptual decision-making2 psychophysics Signal Detection Theory3 Drift Diffusion Model decision variable criterion5 psychometric curves2 lapse rate3 go/no-go2 two-alternative choice3 two-alternative forced choice overtraining2 water control head-fixed4 virtual reality5 Posterior Parietal Cortex7 persistent activity2 tapetum retinotopic areas optogenetics3 evidence integration2 orbital frontal cortex anterior cingulate cortex3 motivation4 review319

Our tag layer for this paper

Cross-disciplinary analysis
content-tags & facets: phenomenon · claim-type · cross-domain-transfer · mechanism · claim-relation · replication-status · limitation — grounded in the full text
phenomenonperceptual decision-making in rodents— “Here we review some of the techniques for studying perceptual decisions in rodents.”
claim-typemethod— “We then review methods of psychophysics, focusing on the technical issues that arise in their implementation in rodents.”
method — evidence— “Here we give a brief overview of the sensory capabilities of rodents and of their cortical areas devoted to sensation and decision.”
object of study — evidence— “However, rigorous psychophysical methods are not yet as developed for these rodents as they are for primates.”
research question — evidence— “Understanding the underlying processes and their neural bases requires that one pair recordings and manipulations of neural activity with rigorous psychophysics.”
contribution — evidence— “These methods represent a rich set of challenges and opportunities.”
transferfrom primate psychophysics: the whole task toolbox - random-dot motion, forced choice, psychometric curves - carried into rodents together with the standards for interpreting it— “However, rigorous psychophysical methods are not yet as developed for these rodents as they are for primates.”transfers[0]
transferfrom signal detection theory in engineering and psychophysics: the separation of sensitivity from criterion, imported as the reason a rodent task must measure false alarms and not only hits— “In SDT, one measures not only the rate of correct detections, but also the rate of false alarms: trials where the animal reported the stimulus or attribute was present when it wasn't. These rates yield a measure of detectability called d ', which is independent of criterion, and thus immune to its changes.”transfers[1]
mechanisma 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— “It would be premature to conclude that the optogenetic stimulation enhanced the neural representation of the tone: the increased response rate might simply reflect an increased willingness to perform the response action or to report the tone's presence, for instance because of a change in decision criterion.”mechanisms[0]
mechanismfree 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— “However, this regime causes substantial variations in motivation across days of the week, with the animals being insufficiently motivated and proficient early in the week.”mechanisms[1]
mechanisma belief about the animal is traced back to how the animal is kept: mice look nocturnal because laboratory food is unlimited— “The view of mice as minimally visual might stem from the belief that they are nocturnal. Mice, however, are reliably nocturnal only if food is unlimited, as is typical in the laboratory; when food is scarcer, they sleep part of the night to lower body temperature and conserve energy”mechanisms[2]
mechanismthe correction is checked against morphology rather than behaviour alone - the eyes lack the tapetum a nocturnal animal would have— “In nature, indeed, laboratory mice can become entirely diurnal 27 . Accordingly, the eyes of rats and mice lack the reflective tapetum that would be expected in nocturnal animals.”mechanisms[3]
mechanismtask designs are ordered by what each one can rule out, so the choice of design is presented as a choice of which confound survives— “Unlike a go/no-go task, however, this design is immune to changes in a subject's willingness to respond, because the subject must report a decision on every trial. The requirement to respond on every trial, likewise, makes it clearer which responses constitute true decisions.”mechanisms[4]
mechanismthe criterion problem is made concrete with a hypothetical optogenetic result that would be misread under a go/no-go design— “Moreover, suppose one used a go/no-go design to compare a mouse's ability to detect a faint tone, with and without optogenetic stimulation. Suppose further that the stimulation increased the percentage of time the mouse indicated the presence of the tone. It would be premature to conclude that the optogenetic stimulation enhanced the…mechanisms[5]
mechanismd-prime is preferred over the raw hit-minus-false-alarm difference specifically because the latter moves when only the criterion moves— “This measure is preferable to the difference between correct detections and false alarms (which has been used in some studies, e.g. 67 ), because the latter can change markedly following simple changes in criterion”mechanisms[6]
mechanisma two-stimulus design removes the criterion entirely, because presence must be assigned to one location and absence to the other— “Indeed, in a task with two stimulus presentations subjects cannot have a bias for the…mechanisms[7]
mechanismone stimulus intensity is shown to be uninterpretable: sensitivity, bias and lapse rate produce identical data at a single pointmechanisms[8]
mechanismthe fix is a full psychometric curve, whose slope, position and tails separate the three
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
mechanisms[9]
mechanismshort training is argued against on the grounds that error trials become uninterpretable, since a mistake may be about the stimulus or about the task
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
mechanisms[10]
mechanisma well-trained animal makes error trials interpretable, and near-perfect performance on easy trials is the check that the task itself is understood
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
mechanisms[11]
mechanisman unpublished four-fold day-of-week effect on trial count is reported, traced to the weekend water schedule
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
mechanisms[12]
mechanismthe tacit knowledge attached to a standard task is named as knowledge that circulates informally and appears in no paper
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
mechanisms[13]
critiques the view that rodent behaviour is only weakly influenced by vision
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
claim_relations[0]
contradicts the belief that mice are nocturnal, which the paper traces to unlimited laboratory food
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
claim_relations[1]
critiques rodent studies that measure behaviour at a single stimulus intensity
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
claim_relations[2]
critiques the untested consensus that rats learn perceptual tasks faster than mice
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
claim_relations[3]
critiques the use of the difference between hit and false-alarm rates as a detectability measure
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
claim_relations[4]
builds-on primate psychophysics, whose task toolbox and standards the paper takes as the benchmark
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
claim_relations[5]
supports evidence that rodent frontal cortex, like primate, supports working memory and categorization, against the histological argument for fundamental difference
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
claim_relations[6]
sensethe 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
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
senses[0]
sensedetectability - as the raw difference between hits and false alarms versus as d-prime, which is criterion-independent; the two diverge whenever the criterion moves
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
senses[1]
sensea performance change - as reduced sensitivity, as shifted bias, or as raised lapse rate; three distinct mechanisms indistinguishable at a single stimulus intensity
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
senses[2]
sensetwo-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
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
senses[3]
sensean error trial - as misperception of the stimulus versus as confusion about the task; only training separates them
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
senses[4]
sensea species difference in trainability versus a difference in the training techniques that happen to have been developed
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
senses[5]
senserodent frontal cortex as fundamentally different from primate on histological grounds versus as functionally equivalent on behavioural grounds
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
senses[6]
differs inrodent studies that measure behaviour at a single stimulus intensity — 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
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
claim_relations[2]
evidential statusthe untested consensus that rats learn perceptual tasks faster than mice — the paper's own words: not been directly tested
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
claim_relations[3]
differs inthe use of the difference between hit and false-alarm rates as a detectability measure — whether the measure survives a criterion shift: THE LATTER CAN CHANGE MARKEDLY FOLLOWING SIMPLE CHANGES IN CRITERION, where the recommended measure does not
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
claim_relations[4]
differs inSignal Detection Theory —contrasted-with→ Drift Diffusion Model — THE AXIS IS WHETHER THE DECISION VARIABLE EVOLVES WITH ACCUMULATING EVIDENCE. 'An increasingly popular ALTERNATIVE TO SDT, the Drift Diffusion Model POSTULATES A decision variable that drifts in one direction or the other depending on THE ACCUMULATING EVIDENCE.' 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.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
concept_edges[0]
auditgo/no-go —contrasted-with→ two-alternative choice — Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but endpoint by anaphora: 'this design' = the two-alternative choice task (previous sentences).
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
concept_edges[1]
audittwo-alternative choice —contrasted-with→ two-alternative forced choice — 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 'two-alternative forced choice' only.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
concept_edges[2]
weighttwo-alternative choice —contrasted-with→ two-alternative forced choice — 0.95
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
concept_edges[2]
auditcriterion —distinct-from→ two-alternative forced choice — Audit 2026-09-28: DOUBTFUL - read against its span and kept, but the span argues two-interval designs remove presence/absence bias; distinct-from 'criterion' is loose.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
concept_edges[3]
weightcriterion —distinct-from→ two-alternative forced choice — 0.95
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
concept_edges[3]
auditpsychophysics —operationalised-as→ psychometric curves — Audit 2026-09-28: DOUBTFUL - read against its span and kept, but the span describes obtaining psychometric functions; operationalised-as is loose.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
concept_edges[4]
weightpsychophysics —operationalised-as→ psychometric curves — 0.95
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
concept_edges[4]
auditwater control —causes→ motivation — Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but endpoint by anaphora: 'this regime' = the regime of water control (previous sentence).
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
concept_edges[5]
weightwater control —causes→ motivation — 0.9
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
concept_edges[5]
auditPosterior Parietal Cortex —causes→ evidence integration — Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the PPC is 'POISED TO' integrate multisensory inputs; causes is hedged.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
concept_edges[6]
weightPosterior Parietal Cortex —causes→ evidence integration — 0.7
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
concept_edges[6]
auditlapse rate —part-of→ psychometric curves — Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span writes 'psychometric function', not 'psychometric curves'; part-of is loose.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
concept_edges[7]
weightlapse rate —part-of→ psychometric curves — 0.95
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
concept_edges[7]
for which uselimitation — the review's coverage: DUE TO OUR OWN BACKGROUNDS AND INTERESTS, WE PERHAPS UNDULY EMPHASIZE ONE BRAIN REGION, THE CEREBRAL CORTEX, AND ONE SENSORY MODALITY, VISION
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[0]
for which uselimitation — everything in the review: WE HIGHLIGHT WHAT ARE MAINLY OPEN QUESTIONS ABOUT RODENT PERCEPTUAL ABILITIES AND OUR ABILITY TO ASSESS THESE EXPERIMENTALLY
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[1]
for which uselimitation — any reliance on the rats-versus-mice trainability view: AS FAR AS WE KNOW, HOWEVER, THIS VIEW HAS NOT BEEN DIRECTLY TESTED
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[2]
for which uselimitation — the same scope as limitations[2] - the view is widely held and untested
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[3]
for which uselimitation — the species comparison: RATS MAY ONLY APPEAR TO BE EASIER TO TRAIN SIMPLY BECAUSE MICE REQUIRE DIFFERENT TRAINING TECHNIQUES
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[4]
for which uselimitation — every design decision justified by overtraining: THE NOTION OF OVERTRAINING, HOWEVER, IS POORLY DEFINED
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[5]
for which uselimitation — the argument for shorter training: IT IS NOT CLEAR THAT THIS PLASTICITY WOULD COMPLICATE INTERPRETATION of behavioral and neural data
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[6]
for which uselimitation — virtual-environment results: THE VISUAL FEEDBACK IN THE VIRTUAL ENVIRONMENT MAY NOT ENTIRELY MAKE UP FOR THE LACK OF VESTIBULAR FEEDBACK
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[7]
for which uselimitation — 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
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[8]
for which uselimitation — the future of rodent psychophysics: WILL EXPERIMENTAL DESIGNS IN RODENTS BE ABLE TO TAKE ADVANTAGE OF RIGOROUS primate methods - left open
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[9]
for which uselimitation — punishment-based training: THEY MAY CREATE STRESS, WHICH MIGHT PREVENT LEARNING OF MORE COMPLEX TASKS
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[10]
replicationuntested
limitationThe authors state that their own background biases the review toward one brain region and one modality.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[0]
limitationThe review is framed around unresolved questions rather than settled answers about rodent perceptual ability.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[1]
limitationThe widely held view that rats out-train mice is flagged by the authors as untested.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[2]
limitationthe widely held view that rats out-learn mice has never been directly tested
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[3]
limitationand may be an artefact of training technique rather than a species difference
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[4]
limitationa term the field uses to justify design decisions has no agreed definition
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[5]
limitationwhether longer training adds more uncontrolled plasticity than shorter training is not established either way
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[6]
limitationvirtual environments lack vestibular feedback, which visual feedback may not compensate for
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[7]
limitationrodents should not be treated as a replacement for primates
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[8]
limitationwhether rodent designs can reach primate psychophysical rigour is left open
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[9]
limitationpunishment-based training learns fast but may induce stress that blocks harder tasks
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
limitations[10]
Content tags
content-observations: finding · quantity · variable · definition · key-term — grounded in the full text
findingGo/no-go tasks are highly vulnerable to changes in the animal's motivation and response criterion.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[0]
findingRequiring a decision on every trial makes the design immune to changes in the subject's willingness to respond.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[1]
findingWith two stimulus presentations subjects cannot be biased toward presence or absence, since each choice assigns presence to one location and absence to the other.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[2]
findingData from a single stimulus intensity, as often collected in rodent studies, cannot separate the effects of sensitivity, bias and lapse rate.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[3]
findingMice are reliably nocturnal only when food is unlimited, as in the laboratory; with scarcer food they sleep part of the night to save energy.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[4]
findingRodent eye anatomy provides independent evidence against the nocturnality assumption.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[5]
findingPerformance can differ fourfold across the week - about 100 trials per session on Mondays against about 400 on Fridays - by the authors' unpublished observations.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[6]
findingDespite the technical advantages of rodents, the review argues against treating them as a substitute for primate work on perceptual decisions.
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[7]
findingmice are reliably nocturnal only when food is unlimited, as it is in the laboratory
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[8]
findinglaboratory mice can become entirely diurnal in nature, and rodent eyes lack the tapetum expected of a nocturnal animal
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[9]
findingmouse spatial resolution is about 100 times lower than primate, yet vision is the primary sense rodents use to locate themselves
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[10]
findingmice performed about 100 trials per session on Mondays against about 400 on Fridays
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[11]
findingcontemporary regimes fix this with constant daily intake and seven-day training
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[12]
findingsome rodent tasks take 2 to 10 days to teach and others 3 to 6 weeks, and rodent training rarely exceeds 2 months
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[13]
findingrats combine multisensory information about as optimally as humans do
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[14]
findingeven within mice, body weight correlates strongly with the number of trials performed per day
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.findings[16]
quantity~100 times — how much lower spatial resolution is in rats and mice than in primates
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.quantities[0]
quantityat least 10 — number of retinotopic areas in the mouse visual cortex
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.quantities[1]
quantity2–10 days / 3–6 weeks — range of training times needed for mice on easier versus harder perceptual tasks
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.quantities[2]
quantity6–12 months — typical training time for a primate to reach proficiency on complex tasks, for contrast with rodents
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.quantities[3]
quantitya factor of 4 (~100 vs. ~400 trials/session) — Monday-versus-Friday difference in trials completed under a 5-day water-control regime
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.quantities[4]
quantity25 ml/kg/day — target constant daily water intake in contemporary training regimes
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.quantities[5]
quantity10 million years — how much more recently rodents and primates share a common ancestor than either does with the cat
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.quantities[6]
quantity~100 times lower — rodent spatial resolution against primate
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.quantities[7]
quantityfactor of 4 — Monday against Friday trial counts under the weekend water regime
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.quantities[8]
quantity2-10 days or 3-6 weeks — rodent training durations, rarely beyond 2 months
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.quantities[9]
quantity6-12 months — primate training to proficiency on complex tasks
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.quantities[10]
quantity25 ml/kg/day — a contemporary constant water-intake target
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.quantities[11]
variablestimulus strength
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.variables[0]
variabledecision criterion
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.variables[1]
variabletrials/session
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.variables[2]
variabletraining duration
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.variables[3]
definitiongo/no-go task
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.definitions[0]
definitiontwo-alternative forced choice
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.definitions[2]
definitiondetectability
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.definitions[3]
definitionSignal Detection Theory
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.definitions[4]
definitionDrift Diffusion Model
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.definitions[5]
definitiongo/no-go
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.definitions[7]
definitiontwo-alternative choice
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.definitions[8]
definitionforced choice
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.definitions[9]
definitionDrift Diffusion Model
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.definitions[10]
definitionpsychometric function
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.definitions[11]
definitiond
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.definitions[12]
definitionperceptual sensitivity
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.definitions[13]
definitionsensory bias
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.definitions[14]
definitionlapse rate
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.definitions[15]
key-termsperceptual decision-making, psychophysics, Signal Detection Theory, Drift Diffusion Model, decision variable, criterion, psychometric curves, lapse rate, go/no-go, two-alternative choice, two-alternative forced choice, overtraining, water control, head-fixed, virtual reality, Posterior Parietal Cortex, persistent activity, tapetum, retinotopic areas, optogenetics, evidence integration, orbital frontal cortex, anterior cingulate cortex, false alarms, 2-photon microscopy, whiskers, nocturnal
Statistics — cross-field join keys
field-invariant statistical terms, used in their statistical sense (gated on a number / symbol / test). A p-value or a standard deviation means the SAME thing in physics, biology, psychology and sociology — so these are the strongest cross-field join keys. Grounded verbatim.
Signal Detection Theory
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.statistics[0]
false alarms
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.statistics[1]
Drift Diffusion Model
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.statistics[2]
lapse rate
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
content_tags.statistics[3]
Second readings
a facet read a second time, independently, from its own sentence — and whether the two readings agree
claim typemethod — a second reading reaching the same value; recorded: method
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
alternatives.claim_type
methodnarrative methods review of task designs, sensory environments, training regimes and reward schedules, evaluated against signal detection theory — a second reading DIFFERING from the recorded value; recorded: review
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
alternatives.method
phenomenonperceptual decision-making - using ambiguous sensory information to guide action — a second reading DIFFERING from the recorded value; recorded: perceptual decision-making in rodents
Quotation withheld — this paper is not ours to reproduce, and the page has already quoted as much of it as the rights layer allows. The tag, its field and its confidence stand; the sentence is at the publisher.
alternatives.phenomenon

When we have changed our mind. Some entries in the table begin with a word in capitals and the reason for it. EVIDENCE CORRECTED — the finding still stands, but we had quoted the wrong sentence from the paper, and the quotation has been replaced with the right one. RETRACTED — the entry itself was wrong; it stays on the page, marked, with the reason, rather than being deleted. WITHDRAWN AND REPLACED — the entry was wrong, and a corrected version of it appears in the entries below. Each mark carries its own reason, in brackets, because the reasons differ from one entry to the next. An entry we have WITHDRAWN is removed from this page and kept in the record, with its reason. A line reading Audit and a date is a later re-reading of the entry against its whole sentence: DOUBTFUL means it was kept, and the reason says what is loose about it. Quotation marks inside the tagger's sentence. Where a tag is the tagger's own sentence, a phrase in quotation marks inside it is borrowed from the paper — the tagger's wording around it is not. The paper's own sentence is the evidence quote for that row; on this page it is withheld with the article, and the article is at its publisher. Nothing inside quotation marks anywhere on this page is ours: if it is quoted, it is the paper's. Whose words a concept carries. A concept entry records a term the paper itself uses, so the term, the sense given for it, and its evidence are the paper's own words, quoted where the paper fixes them. This is the opposite of a sense entry in the tag table, which is the tagger's sentence about how the paper uses a term. Where a concept entry could not be grounded in the paper's words, the entry says so on its own row.

Tag layer © the Meta-Tagging Project, CC BY 4.0. The paper text is © its authors/publisher and is linked, not reproduced. Excerpts shown are short quotations for identification and verification. · back to index · concepts · authors · עברית
© 2026 Shir Sivroni · ORCID 0009-0000-2597-2824