Operant conditioning of spinal reflexes: from basic science to clinical therapy — TEI-tagged view

Aiko K. Thompson, Jonathan R. Wolpaw · 2014 · neuroscience · doi:10.3389/fnint.2014.00025 · 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 (pdftext); every evidence string verified as an exact substring of that text before merging. Claim type is 'method' rather than 'existence' because the review's framing claim is that reflex conditioning is a laboratory model and a therapeutic method, not merely that reflex conditioning occurs; a 'mechanism' reading is also defensible given the hierarchy-of-plasticity account. Replication status 'replicated' rests on the paper's own statement that five species/muscle versions of the model gave similar success rates and time courses. limitations is EMPTY: this is a mini review and it states no limits on itself; the nearest candidate ('For all versions, conditioning succeeded in 75-80% of the subjects; in the other 20-25%, the reflex remained close to its initial size.') is a property of the reviewed protocol, not a self-stated limitation of the review, so I left it out rather than stretch rule 6. Text is clean pdftext with running heads and figure legends interleaved; all quotes taken from continuous prose. 2026-08-14 schema-0.3 pass: 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.
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.
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
H-reflex3 muscle spindle sensitivity reward criterion locomotor features negotiated equilibrium2 conditioning3 review319

Colour legend

Frontiers in Integrative Neuroscience<title level="j">A work — the journal / venue title.
2014<date>A year or date.

Aiko K. ThompsonpersName, Jonathan R. WolpawpersName (2014date). “Operant conditioning of spinal reflexes: from basic science to clinical therapy.” Frontiers in Integrative Neurosciencetitle·venue.

Object of study —

Research question — How did operant conditioningterm·mth of spinal reflexes develop from a basic-science model of learning and memory into a clinical rehabilitation therapy, and what does that trajectory show about the relationship between basic and clinical research?

Contribution — A mini reviewterm·mth tracing 35 years of spinal reflex operant conditioningterm·mth from a basic-science model of CNS memory (monkey, rat, mouse, human versions) through mechanistic work on a brain-spinal cord hierarchy of plasticity to its emerging use as a targeted-neuroplasticity therapy after incomplete spinal cord injury.

Cross-disciplinary analysis
content-tags & facets: phenomenon · claim-type · cross-domain-transfer · mechanism · claim-relation · replication-status · limitation — grounded in the full text
phenomenonoperant conditioning of spinal reflexes — “Here we review the 35-year evolution of one promising new approach, operant conditioning of spinal reflexes.”
claim-typemethod — “As it has turned out, operant conditioning of spinal cord reflexes is both a valuable laboratory model and a potentially powerful therapeutic method.”
method — evidence — “This review tracks the evolution of another basic science exploration of spinal cord plasticity into a promising new clinical therapy.”
mechanismThe reward contingency induces plasticity in the brain, which in turn guides and sustains the spinal cord plasticity that directly produces the reflex change — a top-down hierarchy rather than a single site of change — “Taken together, these studies showed that H-reflex conditioning depends on a hierarchy of plasticity (i.e., Figure 2C), in which the reward contingency produces plasticity in the brain that guides and maintains the plasticity in the spinal cord that is directly responsible for the H-reflex change”mechanisms[0]
mechanismAcquiring a new spinal behaviour disturbs the equilibrium serving existing behaviours, which triggers widespread adaptive change until a new equilibrium serving the enlarged repertoire is reached — and that renegotiation can repair a behaviour that trauma had impaired — “When the acquisition of a new behavior (e.g., a larger or smaller H-reflex) changes the spinal cord and disturbs older behaviors, it triggers widespread adaptive changes that arrive at a new equilibrium that serves the expanded repertoire.”mechanisms[1]
mechanismA change in motoneuron sodium channels underlies both the firing-threshold shift and the slowed axonal conduction seen after down-conditioning — “A change in motoneuron sodium channels was the likely origin of the threshold shift and the reduced conduction velocity”mechanisms[2]
mechanismCompensatory adjustments in other muscles absorb the conditioned reflex change, which is why conditioning does not degrade already-normal locomotion — “It appeared that compensatory changes in the behavior of other muscles prevented soleus Hreflex conditioning from disturbing normal locomotion”mechanisms[3]
builds-on Di Giorgio (1929, 1942) — “The first effort to demonstrate such conditioning was based on Anna Di Giorgio’s demonstration that abnormal descending activity caused by a supraspinal lesion could produce change in the spinal cord that persisted after the activity ended (Di Giorgio, 1929, 1942), and on evidence of task-dependent changes in spinal reflexes (reviewed in Wolpaw et al., 1983b).”claim_relations[0]
contradicts Marshall Hall's concept of the spinal cord as a hard-wired reflex center (Hall, 1833) — “The concept of the spinal cord as a hard-wired reflex center, enunciated by Marshall Hall in the 19th century (Hall, 1833) and widely accepted through the 20th century, continues to exert strong influence, despite the extensive evidence for activitydependent spinal cord plasticity in health and disease (Mendell, 1984; Wolpaw and Carp, 1993; Wolpaw and Tennissen, 2001; Edgerton et al., 2004; Frigon and Rossignol, 2006; Zehr, 2006; Petruska et al., 2007; Courtine et al., 2009; Dietz et al., 2009; Wolpaw, 2010; Rossignol et al., 2011; Grau, 2013).”claim_relations[1]
sensethe model - THREE PREPARATIONS UNDER ONE NAME: the second version eliminated muscle spindle sensitivity as a rival mechanism and allowed freely moving animals, and the third was adopted because primate work constrained mechanistic study, so 'operant conditioning of spinal reflexes' names a succession of preparations chosen partly for tractability — “However, the prolonged course of conditioning and the difficulties of primate research constrained mechanistic studies. These constraints drove development of the next version”senses[0]
sensethe locomotor null - AN ABSENCE OF NET DISTURBANCE, NOT OF INFLUENCE: conditioning did not disturb right/left symmetry or step-length, and the authors attribute that to compensatory changes in other muscles, so the unchanged measure is the output of an active adjustment rather than a system that was not affected — “However, conditioning did not disturb important locomotor features, such as right/left symmetry and step-length (Chen et al., 2005). It appeared that compensatory changes in the behavior of other muscles prevented soleus”senses[1]
sensethe reward criterion - THE ANIMAL'S EQUIVALENT OF THE HUMAN INSTRUCTION: declared so in a parenthesis, which is how a rat's EMG threshold and a person's verbal task instruction come to occupy one slot in a protocol description — “the reward criterion (i.e., equivalent to the instruction) remained constant over days and weeks”senses[2]
controlchange in muscle spindle sensitivity as the mechanism of the reflex change — held — rules out the reading that the conditioned reflex change is peripheral rather than central — “initial results led to the second version of the model, operant conditioning of the monkey triceps surae H-reflex (Wolpaw, 1987), which had two advantages. It eliminated change in muscle spindle sensitivity as the mechanism of the reflex change; and it enabled conditioning in freely moving monkeys”controls[0]
auditconditioning —causes→ locomotor features — Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but attributed: the span reports Chen et al. (2005). — “However, conditioning did not disturb important locomotor features, such as right/left symmetry and step-length (Chen et al., 2005). It appeared that compensatory changes in the behavior of other muscles prevented soleus”concept_edges[0]
effect directionconditioning —causes→ locomotor features — no-change — “However, conditioning did not disturb important locomotor features, such as right/left symmetry and step-length (Chen et al., 2005). It appeared that compensatory changes in the behavior of other muscles prevented soleus” — “conditioning did not disturb important locomotor features”concept_edges[0]
outcome (stated by the tagger, no quotation)control — heldcontrols[0]
for which uselimitation — any comparison across the versions of this model: the prolonged course of conditioning and the difficulties of primate research constrained mechanistic studies, and those constraints drove development of the next version of the preparation — “However, the prolonged course of conditioning and the difficulties of primate research constrained mechanistic studies. These constraints drove development of the next version”limitations[0]
for which uselimitation — any citation of this work as showing conditioning does not affect locomotion: conditioning did not disturb features such as right/left symmetry and step-length, and the authors attribute this to compensatory changes in the behavior of other muscles — “However, conditioning did not disturb important locomotor features, such as right/left symmetry and step-length (Chen et al., 2005). It appeared that compensatory changes in the behavior of other muscles prevented soleus”limitations[1]
for which uselimitation — any transfer of this protocol between species: the reward criterion is described as equivalent to the instruction, and it remained constant over days and weeks — “the reward criterion (i.e., equivalent to the instruction) remained constant over days and weeks”limitations[2]
replicationreplicated
limitationThe preparation was changed twice for tractability, altering what could be studied each time. — “However, the prolonged course of conditioning and the difficulties of primate research constrained mechanistic studies. These constraints drove development of the next version”limitations[0]
limitationThe null on locomotor features is attributed to active compensation, not to absence of influence. — “However, conditioning did not disturb important locomotor features, such as right/left symmetry and step-length (Chen et al., 2005). It appeared that compensatory changes in the behavior of other muscles prevented soleus”limitations[1]
limitationAn animal reward threshold is declared equivalent to a human verbal instruction. — “the reward criterion (i.e., equivalent to the instruction) remained constant over days and weeks”limitations[2]
Content tags
content-observations: finding · quantity · variable · definition · key-term — grounded in the full text
findingAcross all versions, conditioning succeeded in 75-80% of subjects, and in the rest the reflex stayed near its initial size. — “For all versions, conditioning succeeded in 75–80% of the subjects; in the other 20–25%, the reflex remained close to its initial size.”content_tags.findings[0]
findingFinal reflex size was about 175% of baseline for up-conditioning and 55% for down-conditioning. — “final reflex size was about 175% of its initial value for up-conditioning and 55% for down-conditioning”content_tags.findings[1]
findingHumans reached 140% (up) and 69% (down) of baseline despite completing only 3-5% as many trials as the animals. — “In humans, who performed only 3–5% as many trials as the animals, final reflex size averaged 140% for up-conditioning and 69% for downconditioning.”content_tags.findings[2]
findingThe conditioning-induced reflex asymmetry outlasted removal of all descending input, proving the change resides in the spinal cord itself. — “These studies began with the demonstration that H-reflex conditioning changed the spinal cord: the reflex asymmetry produced by conditioning persisted for at least several days after all supraspinal input was removed”content_tags.findings[3]
findingDown-conditioning raises the motoneuron firing threshold and slows axonal conduction velocity. — “Intracellular studies in primates and rats revealed that successful down-conditioning affected motoneuron firing threshold and reduced axonal conduction velocity”content_tags.findings[4]
findingThe threshold shift together with a small reduction in the Ia afferent EPSP accounts for most of the smaller reflex. — “The positive shift in threshold, plus a small decrease in the primary afferent excitatory postsynaptic potential (EPSP), largely explained the smaller H-reflex”content_tags.findings[5]
findingSuccessful down-conditioning markedly increases the number of GABAergic terminals on the motoneuron. — “Particularly prominent was a marked increase in the number of identifiable GABAergic terminals with successful down-conditioning”content_tags.findings[6]
findingLesion work shows the corticospinal tract and sensorimotor cortex are necessary for reflex conditioning while other descending and ascending tracts are not. — “requires the corticospinal tract and sensorimotor cortex, but does not require other major descending or ascending spinal cord pathways”content_tags.findings[7]
findingThe cerebellum is required to keep the cortical plasticity alive beyond about 40 days. — “the cerebellum is essential for the long-term maintenance (beyond 40 days) of this cortical plasticity”content_tags.findings[8]
findingIn normal rats the conditioned reflex change leaves right/left symmetry and step length intact. — “However, conditioning did not disturb important locomotor features, such as right/left symmetry and step-length”content_tags.findings[9]
findingUp-conditioning abolished the limp of rats with a lateral-column lesion while reflex-measurement-only controls stayed asymmetrical. — “The step-cycle asymmetry disappeared in up-conditioned rats and did not change in rats in which the H-reflex was simply measured”content_tags.findings[10]
findingIn people with chronic incomplete SCI, 30 down-conditioning sessions reduced the soleus H-reflex in two-thirds of subjects and produced faster, more symmetrical walking with better bilateral EMG modulation, with the reflex still reduced months later. — “Over 30 conditioning sessions, the soleus H-reflex decreased in two-thirds of the subjects and remained smaller several months later; in these subjects walking speed increased and right-left symmetry improved, with better EMG modulation across the step-cycle in both legs.”content_tags.findings[11]
quantity75–80% — proportion of subjects in which conditioning succeeded, consistent across all five species/model versions — “For all versions, conditioning succeeded in 75–80% of the subjects; in the other 20–25%, the reflex remained close to its initial size.”content_tags.quantities[0]
quantity175% / 55% — final reflex size as a percentage of baseline in rats and monkeys, for up- and down-conditioning — “final reflex size was about 175% of its initial value for up-conditioning and 55% for down-conditioning”content_tags.quantities[1]
quantity140% / 69% — final reflex size as a percentage of baseline in humans, for up- and down-conditioning — “In humans, who performed only 3–5% as many trials as the animals, final reflex size averaged 140% for up-conditioning and 69% for downconditioning.”content_tags.quantities[2]
quantity10 of 11 — monkeys in which the biceps spinal stretch reflex changed in the rewarded direction in the first demonstration — “This protocol was successful: in 10 of 11 monkeys, biceps SSR size changed substantially in the correct direction”content_tags.quantities[3]
quantity225 — conditioning trials completed per one-hour human session, three sessions per week — “conditioning occurred in three one-hour sessions per week, each containing 225 conditioning trials”content_tags.quantities[4]
quantity2000–6000 — conditioning trials a rat performs per day, yielding 500-1000 rewards — “A rat averages 2000–6000 trials per day, and the criterion is set to provide 500–1000 rewards per day to satisfy the daily requirement (based on body weight).”content_tags.quantities[5]
quantity59 / 81 — number of successfully up-conditioned and down-conditioned rats contributing to the averaged rat curves — “The graphs show average (± SEM) daily H-reflex sizes for 59 successful HRup rats (red upward triangles) and 81 successful HRdown rats (blue downward triangles).”content_tags.quantities[6]
quantity35-year — span of the research programme the review covers, from 1978 basic science to clinical therapy — “Here we review the 35-year evolution of one promising new approach, operant conditioning of spinal reflexes.”content_tags.quantities[7]
variableH-reflex size (dependent) — “The graphs show average (± SEM) daily H-reflex sizes for 59 successful HRup rats (red upward triangles) and 81 successful HRdown rats (blue downward triangles).”content_tags.variables[1]
variablebackground EMG (control) — “The background EMG and the M-wave stay constant throughout.”content_tags.variables[3]
variableM-wave (control) — “The background EMG and the M-wave stay constant throughout.”content_tags.variables[4]
definitiontargeted neuroplasticity — “The essential attribute of these protocols is that they base reward on the activity in a specific CNS pathway (e.g., the soleus H-reflex pathway, a corticospinal pathway). Thus, they produce “targeted neuroplasticity.””content_tags.definitions[0]
definitionnegotiated equilibrium — “According to this hypothesis, the brain maintains spinal neurons and synapses in an equilibrium that serves all the behaviors in the current repertoire.”content_tags.definitions[1]
definitionsuccessful conditioning — “Successful conditioning (defined as a change of at least 20% in the correct direction) occurs in 75–80% of the rats (the others remain within 20% of their control value).”content_tags.definitions[2]
definitioncompensatory plasticity — “These latter changes are likely to represent compensatory plasticity that preserves other behaviors affected by the change in the H-reflex pathway”content_tags.definitions[3]
definitiontask-dependent adaptation — “within-session change (i.e., task-dependent adaptation) that appears after 4–6 conditioning sessions and probably reflects immediate change in cortical influence (e.g., on presynaptic inhibition); and gradual across-session change (i.e., long-term change) that begins after 10–12 sessions and probably reflects spinal cord plasticity”content_tags.definitions[5]
definitionlong-term change — “within-session change (i.e., task-dependent adaptation) that appears after 4–6 conditioning sessions and probably reflects immediate change in cortical influence (e.g., on presynaptic inhibition); and gradual across-session change (i.e., long-term change) that begins after 10–12 sessions and probably reflects spinal cord plasticity”content_tags.definitions[6]
Concepts
terms this paper carries, each with the sentence it was cut from — the layer that joins one paper to another. Terms with no quote yet are on CONCEPTS.html.
conceptH-reflex — “initial results led to the second version of the model, operant conditioning of the monkey triceps surae H-reflex (Wolpaw, 1987), which had two advantages. It eliminated change in muscle spindle sensitivity as the mechanism of the reflex change; and it enabled conditioning in freely moving monkeys”concepts[0]
conceptmuscle spindle sensitivity — “initial results led to the second version of the model, operant conditioning of the monkey triceps surae H-reflex (Wolpaw, 1987), which had two advantages. It eliminated change in muscle spindle sensitivity as the mechanism of the reflex change; and it enabled conditioning in freely moving monkeys”concepts[1]
conceptreward criterion — “the reward criterion (i.e., equivalent to the instruction) remained constant over days and weeks”concepts[2]
conceptlocomotor features — “However, conditioning did not disturb important locomotor features, such as right/left symmetry and step-length (Chen et al., 2005). It appeared that compensatory changes in the behavior of other muscles prevented soleus”concepts[3]
conceptnegotiated equilibrium — “These widespread benefits are explicable in terms of the “negotiated equilibrium” hypothesis of spinal cord function (Wolpaw, 2010). According to this hypothesis, the brain maintains spinal neurons and synapses in an equilibrium that serves all the behaviors in the current repertoire”concepts[4]
conceptconditioning — “However, conditioning did not disturb important locomotor features, such as right/left symmetry and step-length (Chen et al., 2005). It appeared that compensatory changes in the behavior of other muscles prevented soleus”concepts[5]
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.
standard error of the mean SEM as written: average (± SEM) — “The graphs show average (± SEM) daily H-reflex sizes for 59 successful HRup rats (red upward triangles) and 81 successful HRdown rats (blue downward triangles).”content_tags.statistics[0]

Full text — tagged

The reference list is not part of the text we hold for this paper. Our copy was extracted from the publisher's page and the bibliography did not survive that extraction, so the article below ends before its references. Nothing has been removed by us.

MINI REVIEWterm·mth ARTICLE published: 18 March 2014 doi: 10.3389/fnint.2014.00025 Operant conditioningterm·mth of spinal reflexes: from basic science to clinical therapy Aiko K. Thompson1,2,3,4* and Jonathan R. Wolpaw1,2,3,4 1 Helen Hayes Hospital, New York State Department of Health, West Haverstraw, NY, USA 2 Wadsworth Center, New York State Department of Health, Albany, NY, USA 3 Department of Neurology, Neurological Institute, Columbia University, New York, NY, USA 4 Department of Biomedical Sciences, University at Albany, State University of New York, Albany, NY, USA Edited by: Martin Oudega, University of Pittsburgh, USA Reviewed by: James W. Grau, Texas A and M University, USA Jeffrey C. Petruska, University of Louisville, USA *Correspondence: Aiko K. ThompsonpersName, Translational Neurological Research Program, Helen Hayes Hospital, New York State Department of Health, Route 9W, West Haverstraw, NY 10993, USA e-mail: a.kido.thompsonpersName@gmail.com New appreciation of the adaptive capabilities of the nervous system, recent recognition that most spinal cord injuries are incomplete, and progress in enabling regeneration are generating growing interest in novel rehabilitation therapies. Here we reviewterm·mth the 35-year evolution of one promising new approach, operant conditioningterm·mth of spinal reflexes. This work began in the late 1970’s as basic science; its purpose was to develop and exploit a uniquely accessible model for studying the acquisition and maintenance of a simple behavior in the mammalian central nervous system (CNS). The model was developed first in monkeys and then in rats, mice, and humans. Studies with it showed that the ostensibly simple behavior (i.e., a larger or smaller reflex) rests on a complex hierarchy of brain and spinal cord plasticity; and current investigations are delineating this plasticity and its interactions with the plasticity that supports other behaviors. In the last decade, the possible therapeutic uses of reflex conditioningterm·mth have come under study, first in rats and then in humans. The initial results are very exciting, and they are spurring further studies. At the same time, the original basic science purpose and the new clinical purpose are enabling and illuminating each other in unexpected ways. The long course and current state of this work illustrate the practical importance of basic research and the valuable synergy that can develop between basic science questions and clinical needs.

Keywords: H-reflexterm·dom, spinal cord plasticity, locomotion, learning and memory, spinal cord injury INTRODUCTION Perhaps the most important neuroscience advance of the past half-century has been the recognition that the central nervous system (CNS) changes throughout life, that activity-dependent plasticity occurs continually everywhere in the CNS. The numerous ramifications of this recognition are now being pursued. Spinal cord research is a particularly active area. New appreciation of spinal cord plasticity, evidence that most spinal cord injuries are incomplete, and some success in initiating regeneration are encouraging the translation of basic science insights into new methods for improving recovery of function. For example, the benefits of locomotor training, which were first discovered in the 1950’s (Shurrager and Dykman, 1951) and drew renewed attention in the 1980’s (Lovely et al., 1986; Barbeau and Rossignol, 1987), have developed into an important rehabilitation method (Wernig and Müller, 1992; Edgerton et al., 2001, 2008; Maegele et al., 2002; Barbeau, 2003; Harkema et al., 2012). This reviewterm·mth tracks the evolution of another basic science exploration of spinal cord plasticity into a promising new clinical therapy. It emphasizes the importance of basic science for clinical progress and the powerful synergy that can develop between basic and clinical research.

The concept of the spinal cord as a hard-wired reflex center, enunciated by Marshall Hall in the 19th century (Hall, 1833) and widely accepted through the 20th century, continues to exert strong influence, despite the extensive evidence for activitydependent spinal cord plasticity in health and disease (Mendell, 1984; WolpawpersName and Carp, 1993; WolpawpersName and Tennissen, 2001; Edgerton et al., 2004; Frigon and Rossignol, 2006; Zehr, 2006; Petruska et al., 2007; Courtine et al., 2009; Dietz et al., 2009; WolpawpersName, 2010; Rossignol et al., 2011; Grau, 2013). This evidence falls into two broad categories: plasticity in the spinal cord produced by physiological or pathological influence from the brain; and plasticity in the isolated spinal cord produced by peripheral input. Operant conditioningterm·mth of spinal cord reflexes falls into the first category.

The first effort to demonstrate such conditioningterm·mth was based on Anna Di Giorgio’s demonstration that abnormal descending activity caused by a supraspinal lesion could produce change in the spinal cord that persisted after the activity ended (Di Giorgio, 1929, 1942), and on evidence of task-dependent changes in spinal reflexes (reviewed in WolpawpersName et al., 1983b). Taken together, these studies suggested that, if an operant conditioningterm·mth protocol induced the brain to produce a constant descending influence on a spinal reflex pathway, and if that influence continued long Frontiers in Integrative Neuroscience www.frontiersin.org March 2014 | Volume 8 | Article 25 | 1 INTEGRATIVE NEUROSCIENCE ThompsonpersName and WolpawpersName Evolution of reflex operant conditioningterm·mth enough, the spinal reflex pathway would change. The protocol would thereby create a unique model for studying the substrates of a memory (i.e., a persistent change in behavior) in the mammalian CNS (WolpawpersName, 1982; WolpawpersName et al., 1983b). The experimental accessibility and relative simplicity of the spinal cord, its connection to the brain by well-defined and accessible pathways, and its direct connection to behavior would make it possible to describe the spinal cord plasticity underlying the memory, understand exactly how it changes behavior, and define the brainspinal cord interactions that create and maintain it.

Since its beginning in 1978, this work has progressed through model development to mechanistic studies to clinical application. Figure 1 shows the major landmarks. As early mechanistic studies began to elucidate the mechanisms of conditioningterm·mth, they encouraged pre-clinical and clinical studies, which in turn are now guiding further mechanistic investigations.

MODEL DEVELOPMENT: ESTABLISHING THE PHENOMENON In the late 1950’s, motor physiologists became very interested in the sequence of electromyographic (EMG) responses to sudden muscle stretch in monkeys and humans performing simisometric tasks, such as maintaining elbow angle against a constant opposing torque (e.g., Hammond, 1956; Lee and Tatton, 1975; Bawa et al., 1979; Lee et al., 1983). They identified a succession of responses that began with the earliest purely spinal and largely monosynaptic M1 response (i.e., the spinal stretch reflex (SSR)), proceeded through multisynaptic spinal or transcortical M2 and M3 components, and ended with late clearly intentional responses (Hammond, 1956; Lee and Tatton, 1975; Bawa et al., 1979; Lee et al., 1983; Christensen et al., 2000, 2001; Grey et al., 2001). The dependence of these components on prior instruction (i.e., “oppose the sudden stretch” or “do not oppose”) grew with their latency: the latest purely intentional responses were absent for the “do not oppose” instruction; middle-latency components were much reduced; and the earliest M1 component showed little or no effect.

In these studies, the instruction typically changed from trial to trial; and the investigators focused on the later components and their relationships to and dependence on neuronal activity in sensorimotor cortex (e.g., Evarts and Tanji, 1974). Nevertheless, some studies noted that the instruction had some effect on the earliest purely spinal M1 component (reviewed in WolpawpersName et al., 1983b). This observation, combined with the Di Giorgio studies (Di Giorgio, 1929, 1942), prompted the initial effort to determine whether an operant conditioningterm·mth protocol could change the SSR in the monkey biceps muscle (WolpawpersName et al., 1983a). The protocol had three key features: (1) it required maintenance of both a certain elbow angle and a certain level of biceps EMG activity as the animal opposed a constant extension torque; (2) it based reward on the size of the SSR (measured by EMG) evoked by a brief pulse of additional extension torque; and (3) the reward criterionterm·mth (i.e., equivalent to the instruction) remained constant over days and weeks (i.e., reward occurred when the SSR was above (up-conditioning) or below (downconditioning) a criterion). In sum, the protocol was designed to induce and maintain a long-term changeterm·def in descending influence over the spinal arc of the reflex, and to thereby change the spinal cord.

FIGURE 1 | Operant conditioningterm·mth of spinal reflexes from 1978 to 2013. The work began with model development and progressed to mechanistic studies and then to clinical applications. These three phases have overlapped to a considerable degree and continue to do so. (SCI: spinal cord injury) (WolpawpersName et al., 1983b; WolpawpersName, 1987; Chen and WolpawpersName, 1995; Carp et al., 2006a; Chen et al., 2006d; ThompsonpersName et al., 2009, 2013b).

Frontiers in Integrative Neuroscience www.frontiersin.org March 2014 | Volume 8 | Article 25 | 2 ThompsonpersName and WolpawpersName Evolution of reflex operant conditioningterm·mth This protocol was successful: in 10 of 11 monkeys, biceps SSR size changed substantially in the correct direction, and lesser SSR changes occurred in the biceps synergists, brachialis and brachioradialis (WolpawpersName et al., 1983a,c). Reflex change developed over days and weeks, so that a standard 50-day conditioningterm·mth period (preceded by a 10-day control period) was adopted. The initial results led to the second version of the model, operant conditioningterm·mth of the monkey triceps surae H-reflexterm·dom (WolpawpersName, 1987), which had two advantages. It eliminated change in muscle spindle sensitivityterm·dom as the mechanism of the reflex change; and it enabled conditioningterm·mth in freely moving monkeys (WolpawpersName and Herchenroder, 1990). However, the prolonged course of conditioningterm·mth and the difficulties of primate research constrained mechanistic studies.

These constraints drove development of the next version, operant conditioningterm·mth of the soleus H-reflexterm·dom in the rat (Figure 2A; Chen and WolpawpersName, 1995). The rat model reduced the practical difficulties of the work and increased the numbers of animals that could be studied, and thus the questions that could be asked. It remains the primary laboratory tool. More recently, a comparable mouse model has been validated, primarily for its potential application to genomic studies of the conditioningterm·mth phenomenon (Carp et al., 2006a).

Growing interest in potential clinical applications of reflex conditioningterm·mth, and demonstration of biceps SSR conditioningterm·mth in humans (Evatt et al., 1989; Segal and Wolf, 1994; Wolf and Segal, 1996), prompted development of soleus H-reflexterm·dom conditioningterm·mth in humans (Figure 2B). While this new version of the model had the three key features of the animal versions (i.e., defined level of pre-stimulus EMG, reward based on reflex size as measured by EMG, and an unchanging reward contingency), it differed in several ways. First, the protocol was not available continuously; conditioningterm·mth occurred in three one-hour sessions per week, each containing 225 conditioningterm·mth trials. Thus, over the 8–10 weeks of conditioningterm·mth, the subjects completed only about 3–5% as many trials as rats did over their 50 days of conditioningterm·mth. Second, the human H-reflexterm·dom was elicited and EMG activity was recorded by superficial rather than implanted electrodes. Third, the reward was visual feedback (i.e., a green bar (H-reflex sizeterm·var criterion satisfied) or red bar (H-reflex sizeterm·var criterion not satisfied) on a computer screen) rather than a food pellet. Fourth, a small number of trials at the beginning of each session were control trials, in which the subject was not asked to change the reflex and received no feedback as to reflex size.

The results obtained with these five versions of the model (i.e., monkey biceps SSR, monkey triceps surae H-reflexterm·dom, rat soleus Hreflexterm·dom, mouse soleus H-reflexterm·dom, and human soleus H-reflexterm·dom) were similar in the proportion of subjects in which conditioningterm·mth was successful and in the course and final magnitude of reflex change (WolpawpersName et al., 1983a; WolpawpersName, 1987; Chen and WolpawpersName, 1995; Carp et al., 2006b; ThompsonpersName et al., 2009). For all versions, conditioningterm·mth succeeded in 75–80% of the subjects; in the other 20–25%, the reflex remained close to its initial size. Reflex change typically began with a rapid small change in the correct direction, progressed gradually over days and weeks, and appeared to asymptote by 50–60 days (WolpawpersName and O’Keefe, 1984; WolpawpersName et al., 1994; Chen et al., 2001; ThompsonpersName et al., 2009). In rats and monkeys, final reflex size was about 175% of its initial value for up-conditioning and 55% for down-conditioning. In humans, who performed only 3–5% as many trials as the animals, final reflex size averaged 140% for up-conditioning and 69% for downconditioning. The inter-version and inter-species similarities in course and magnitude of reflex change suggest that mechanistic studies in one version are relevant to understanding the mechanisms in others. Furthermore, the differences in plasticity between successful and unsuccessful animals can provide insight into the substrates of reflex change.

MECHANISTIC STUDIES: PHYSIOLOGICAL AND ANATOMICAL SUBSTRATES OF CONDITIONINGterm·mth In accord with the original goal, to use reflex operant conditioningterm·mth to investigate learning and memory, mechanistic studies began in the mid-1980’s and continue at present. They are delineating the spinal cord plasticity associated with conditioningterm·mth and revealing the role of the brain in producing and maintaining this plasticity.

These studies began with the demonstration that H-reflexterm·dom conditioningterm·mth changed the spinal cord: the reflex asymmetry produced by conditioningterm·mth persisted for at least several days after all supraspinal input was removed (WolpawpersName and Lee, 1989). Intracellular studies in primates and rats revealed that successful down-conditioning affected motoneuron firing threshold and reduced axonal conduction velocity (Carp and WolpawpersName, 1994; Carp et al., 2001a,b). The positive shift in threshold, plus a small decrease in the primary afferent excitatory postsynaptic potential (EPSP), largely explained the smaller H-reflexterm·dom (Halter et al., 1995). A change in motoneuron sodium channels was the likely origin of the threshold shift and the reduced conduction velocity (Halter et al., 1995; Wang et al., 2013). In addition, electromicroscopic and immunohistochemical studies found changes in several different synaptic populations on the motoneuron (Carp and WolpawpersName, 1994; Halter et al., 1995; Feng-Chen and WolpawpersName, 1996; Carp et al., 2001b; Wang et al., 2006; Pillai et al., 2008). Particularly prominent was a marked increase in the number of identifiable GABAergic terminals with successful down-conditioning (Wang et al., 2006); this was accompanied by a corresponding increase in the number of identifiable GABAergic interneurons in the ventral horn (Wang et al., 2009). Furthermore, physiological analyses found change in di- or tri-synaptic pathways contributing to the H-reflexterm·dom, particularly in up-conditioning (WolpawpersName and Chen, 2001), and detected effects on motor unit type (Carp et al., 2001b). Reflex conditioningterm·mth even affected the contralateral side of the spinal cord (Carp and WolpawpersName, 1995).

In summary, H-reflexterm·dom conditioningterm·mth produces complex multisite plasticity in the spinal cord (Figure 2C). While some of these changes appear to underlie the H-reflexterm·dom change (i.e., primary plasticity (WolpawpersName and O’Keefe, 1984; WolpawpersName, 2010)), others seem to be unrelated (e.g., the change in the contralateral spinal cord (WolpawpersName and Lee, 1989; Carp and WolpawpersName, 1995; Pillai et al., 2008)). These latter changes are likely to represent compensatory plasticityterm·def that preserves other behaviors affected by the change in the H-reflexterm·dom pathway, or reactive (i.e., downstream) plasticity due to the changes in ongoing CNS activity produced by primary and Frontiers in Integrative Neuroscience www.frontiersin.org March 2014 | Volume 8 | Article 25 | 3 ThompsonpersName and WolpawpersName Evolution of reflex operant conditioningterm·mth FIGURE 2 | H-reflexterm·dom operant conditioningterm·mth results in rats (A) and humans (B), and the hierarchy of brain and spinal cord plasticity that underlies H-reflexterm·dom conditioningterm·mth (C). (A) As illustrated in Figure 1 (“Rat H-reflexterm·dom”), in a rat with chronically implanted EMG electrodes and a tibial nerve cuff, the implant wires travel subcutaneously to a head-mounted connector and then through a flexible cable and a commutator to amplifiers and stimulator. The rat moves freely about the cage as soleus muscle activity is monitored 24 h per day. Whenever the absolute (i.e., rectified) value of soleus EMG stays in a specified range for a randomly varying 2.3- to 2.7-s period, a nerve cuff stimulus elicits an M-waveterm·var just above threshold and an H-reflexterm·dom. Top: For the first 10 days (from day –10 to day 0), the rat is exposed to the control mode, in which no reward occurs and the H-reflexterm·dom is simply measured to determine its initial size. For the next 50 days, it is exposed to the up-conditioning (HRup) or down-conditioning (HRdown) mode, in which a food-pellet reward occurs whenever the H-reflexterm·dom is above (HRup) or below (HRdown) a criterion value. A rat averages 2000–6000 trials per day, and the criterion is set to provide 500–1000 rewards per day to satisfy the daily requirement (based on body weight). The background EMGterm·var and the M-waveterm·var stay constant throughout. Successful conditioningterm·def (defined as a change of at least 20% in the correct direction) occurs in 75–80% of the rats (the others remain within 20% of their control value). The graphs show average (± SEM)term·stat daily H-reflex sizesterm·var for 59 successful HRup rats (red upward triangles) and 81 successful HRdown rats (blue downward triangles). In both groups, mode-appropriate change in H-reflex sizeterm·var develops steadily over the 50 days. Bottom: Average absolute post-stimulus EMG for representative days from an HRup rat (left) and an HRdown rat (right) under the control mode (solid) and near the end of HRup or HRdown conditioningterm·mth (dashed). After conditioningterm·mth, the H-reflexterm·dom is larger in the HRup rat and smaller in the HRdown rat, while the background EMGterm·var activity and the M-waveterm·var have not changed (Updated from WolpawpersName, 1997). (B) As illustrated in Figure 1 (“Human H-reflexterm·dom”), EMG activity is monitored in a person with EMG electrodes over the soleus muscle and tibial nerve-stimulating electrodes in the popliteal fossa. The person maintains a natural standing posture facing a screen that displays the current absolute level of soleus EMG in relation to a specified range. Whenever the absolute value of soleus EMG stays in this range for several sec, tibial nerve stimulation elicits an M-waveterm·var just above threshold and an H-reflexterm·dom. Top: For the first six sessions (i.e., baseline sessions, from day −14 to day 0), the person is exposed to the control mode, in which the H-reflexterm·dom is simply measured to determine its initial size. For the next 24 sessions (i.e., conditioningterm·mth sessions, days 0–56, three sessions per week), the person is exposed to the HRup or HRdown conditioningterm·mth mode, in which, after each conditioningterm·mth trial, the screen provides immediate feedback indicating whether the H-reflexterm·dom was above (HRup) or below (HRdown) a criterion value. The person completes 225 conditioningterm·mth trials per session. The background EMGterm·var and the M-waveterm·var stay constant throughout the sessions. Successful conditioningterm·def occurs in about 80% of the people. The graphs show average (± SEM)term·stat daily H-reflex sizesterm·var for six successful HRup people (red upward triangles) and eight successful HRdown people (blue downward triangles). In both groups, mode-appropriate change in H-reflex sizeterm·var develops steadily over the 24 conditioningterm·mth sessions. Bottom: Average peri-stimulus EMG from an HRup subject (left) and an HRdown subject (right) for a baseline session (i.e., control mode) (solid) and for the last HRup or HRdown conditioningterm·mth session (dashed) (A stimulus artifact occurs at 0 ms) (From ThompsonpersName et al., 2009). (C) A hierarchy of brain and spinal cord plasticity underlies H-reflexterm·dom conditioningterm·mth. The shaded ovals indicate the spinal and supraspinal sites of definite or probable plasticity associated with operant conditioningterm·mth of the H-reflexterm·dom. “MN” is the motoneuron, “CST” is the main corticospinal tract, “IN” is a spinal interneuron, and “GABA IN” is a GABAergic spinal interneuron. Dashed pathways imply the possibility of intervening spinal interneurons. The monosynaptic and probably oligosynaptic H-reflexterm·dom pathway from groups Ia, II, and Ib afferents to the motoneuron is shown. Definite (dark gray) or probable (light gray) sites of plasticity include: the motoneuron membrane (i.e., firing threshold and axonal conduction velocity); motor unit properties; GABAergic interneurons; GABAergic terminals and C terminals on the motoneuron; the Ia afferent synaptic connection; terminals conveying oligosynaptic groups I and II inhibition or excitation to the motoneuron; sensorimotor cortex; and cerebellum. As described in the text, the data suggest that the reward contingency acts through the inferior olive to guide and maintain plasticity in the cerebellum that guides and maintains plasticity in sensorimotor cortex that (via the CST) guides and maintains plasticity in the spinal cord that is directly responsible for H-reflexterm·dom change (Modified from WolpawpersName, 2010).

compensatory plasticityterm·def (WolpawpersName and O’Keefe, 1984; WolpawpersName, 2010).

Lesion studies of the dependence of H-reflexterm·dom change on brain-spinal cord connections showed that H-reflexterm·dom conditioningterm·mth requires the corticospinal tract and sensorimotor cortex, but does not require other major descending or ascending spinal cord pathways (Chen et al., 2002, 2006a,c; Chen and WolpawpersName, 2002). The cerebellum and the inferior olive are essential, at Frontiers in Integrative Neuroscience www.frontiersin.org March 2014 | Volume 8 | Article 25 | 4 ThompsonpersName and WolpawpersName Evolution of reflex operant conditioningterm·mth least for down-conditioning (Chen and WolpawpersName, 2005; WolpawpersName and Chen, 2006; Chen et al., 2012). Since the rubrospinal tract is not needed, cerebellar output to cortex appears to be the cerebellum’s crucial contribution (Chen and WolpawpersName, 2005; WolpawpersName and Chen, 2006). The effects of specific lesions after down-conditioning has occurred indicates that plasticity in sensorimotor cortex (or closely related areas) is essential for the survival (beyond 5–10 days) of the spinal cord plasticity directly responsible for H-reflexterm·dom change (Chen et al., 2006a,c), that the cerebellum is essential for the long-term maintenance (beyond 40 days) of this cortical plasticity (Chen and WolpawpersName, 2005; WolpawpersName and Chen, 2006), and that the cerebellum’s role may depend on cerebellar plasticity that is induced and maintained by climbing fiber input from the inferior olive (Chen et al., 2012). Taken together, these studies showed that H-reflexterm·dom conditioningterm·mth depends on a hierarchy of plasticity (i.e., Figure 2C), in which the reward contingency produces plasticity in the brain that guides and maintains the plasticity in the spinal cord that is directly responsible for the H-reflexterm·dom change (WolpawpersName, 2010).

THERAPEUTIC APPLICATIONS The work summarized above also explored the impact of H-reflexterm·dom conditioningterm·mth on the functioning of the reflex pathway during locomotion and on locomotion itself. In normal rats, the conditioned reflex increases or decreases were evident during locomotion; and the altered H-reflexterm·dom pathway affected locomotor EMG activity and kinematics. However, conditioningterm·mth did not disturb important locomotor featuresterm, such as right/left symmetry and step-length (Chen et al., 2005). It appeared that compensatory changes in the behavior of other muscles prevented soleus Hreflexterm·dom conditioningterm·mth from disturbing normal locomotion (Chen et al., 2011). Nevertheless, this work suggested that H-reflexterm·dom conditioningterm·mth might improve locomotion impaired by trauma or disease.

The first exploration of possible therapeutic effects asked whether right soleus H-reflexterm·dom up-conditioning could improve locomotion in rats in which a lesion of the right lateral column of the spinal cord had weakened right stance and produced an asymmetrical step-cycle (i.e., the rats limped). The step-cycle asymmetry disappeared in up-conditioned rats and did not change in rats in which the H-reflexterm·dom was simply measured (Chen et al., 2006d). This finding that up-conditioning modified locomotion in spinal cord-injured rats differed from the results in normal rats, in which compensatory plasticityterm·def prevented H-reflexterm·dom conditioningterm·mth from modifying (i.e., impairing) locomotion (Chen et al., 2011). In rats in which locomotion was already abnormal, Hreflexterm·dom conditioningterm·mth aimed at counteracting the deficit improved locomotion.

These results spurred development of the human soleus Hreflexterm·dom conditioningterm·mth protocol (ThompsonpersName et al., 2009). As noted above, this human protocol had a new feature that was absent in the animal versions. In each conditioningterm·mth session, it measured 20 control H-reflexesterm·dom (i.e., elicited without the reward contingency), as well as 225 conditioned H-reflexesterm·dom. Thus, in addition to demonstrating H-reflexterm·dom conditioningterm·mth in humans, it was able to show that this conditioningterm·mth is the sum of two phenomena: within-session change (i.e., task-dependent adaptationterm·def) that appears after 4–6 conditioningterm·mth sessions and probably reflects immediate change in cortical influence (e.g., on presynaptic inhibition); and gradual across-session change (i.e., long-term changeterm·def) that begins after 10–12 sessions and probably reflects spinal cord plasticity (ThompsonpersName et al., 2009). Task-dependent adaptationterm·def affects the H-reflexterm·dom only during the conditioningterm·mth protocol. In contrast, long-term changeterm·def affects the H-reflexterm·dom continuously and across a wide range of stimulus levels (ThompsonpersName et al., 2013a). Thus, it affects other behaviors (e.g., locomotion). The major theoretical and practical significance of this impact on other behaviors is discussed further below.

The development of this human protocol, the evidence that it induces long-term plasticity in the spinal cord pathway, and the evidence of therapeutic efficacy in rats enabled and encouraged an effort to determine whether H-reflexterm·dom conditioningterm·mth could improve locomotion in people with chronic incomplete spinal cord injury (SCI; ThompsonpersName et al., 2013b). The subjects were people in whom spasticity impaired locomotion; thus downconditioning of the soleus H-reflexterm·dom was the logical therapeutic intervention. Over 30 conditioningterm·mth sessions, the soleus H-reflexterm·dom decreased in two-thirds of the subjects and remained smaller several months later; in these subjects walking speed increased and right-left symmetry improved, with better EMG modulation across the step-cycle in both legs. In contrast, these improvements did not occur in subjects in whom down-conditioning was not successful or in subjects in whom the H-reflexterm·dom was simply measured for 30 sessions. Furthermore, beginning about 5 weeks into the conditioningterm·mth sessions, all of the subjects in whom the H-reflexterm·dom decreased commented spontaneously that they were walking faster and farther in their daily lives, and several noted less clonus, easier stepping, less arm weight-bearing, and/or other improvements.

These animal and human results indicate that reflex conditioningterm·mth protocols can improve recovery after chronic incomplete SCI, and possibly in other disorders. Indeed, studies in rats in which the sciatic nerve has been transected and has regenerated suggest that appropriate H-reflexterm·dom conditioningterm·mth can improve recovery when the normal Ia afferent connections to motoneurons have been disrupted (Chen et al., 2010).

Operant conditioningterm·mth protocols designed to change other pathways might also have therapeutic value. Reciprocal inhibition in the spinal cord can be conditioned (Chen et al., 2006b). The motor evoked potential (MEP) in response to transcranial magnetic stimulation can be conditioned; this protocol might be used to improve corticospinal connectivity (Abel et al., 2011; ThompsonpersName et al., 2011). The essential attribute of these protocols is that they base reward on the activity in a specific CNS pathway (e.g., the soleus H-reflexterm·dom pathway, a corticospinal pathway). Thus, they produce “targeted neuroplasticityterm·def.” They are both flexible and specific; they can either increase or decrease activity in a specific pathway. Thus, a protocol can be designed to address an individual’s specific deficit. For example, in rats with weak right stance, H-reflexterm·dom up-conditioning that enhanced the stance-phase soleus burst improved locomotion, while in people with spasticity, down-conditioning that reduced excessive soleus activation through the reflex pathway produced improvement Frontiers in Integrative Neuroscience www.frontiersin.org March 2014 | Volume 8 | Article 25 | 5 ThompsonpersName and WolpawpersName Evolution of reflex operant conditioningterm·mth (Chen et al., 2006d; ThompsonpersName et al., 2013b). This flexibility and specificity contrast with drug interventions (e.g., botulinum toxin and baclofen), which simply weaken muscles or reflexes and may have undesirable side effects (Dario et al., 2004; Dario and Tomei, 2004; Sheean, 2006; Ward, 2008; Thomas and Simpson, 2012).

Furthermore, the targeted plasticity produced by an appropriate operant conditioningterm·mth protocol can trigger plasticity elsewhere that has widespread beneficial effects. In people with SCI, the benefits of down-conditioning extended far beyond those attributable to weakening the soleus H-reflexterm·dom pathway in one leg: locomotor EMG activity improved in proximal and distal muscles of both legs; and people noted improvements in other aspects of motor function (e.g., balance; ThompsonpersName et al., 2013b). These widespread benefits are explicable in terms of the “negotiated equilibriumterm·dom” hypothesis of spinal cord function (WolpawpersName, 2010). According to this hypothesis, the brain maintains spinal neurons and synapses in an equilibrium that serves all the behaviors in the current repertoire. When the acquisition of a new behavior (e.g., a larger or smaller H-reflexterm·dom) changes the spinal cord and disturbs older behaviors, it triggers widespread adaptive changes that arrive at a new equilibrium that serves the expanded repertoire. When an older behavior has been impaired by trauma or disease, the new equilibrium may actually improve it (Chen et al., 2013; ThompsonpersName et al., 2013b).

CONCLUSION The importance of basic science as a driver and enabler of clinical progress, and the role of clinical needs in encouraging and justifying basic science, are illustrated by the work reviewed here. When the development of reflex operant conditioningterm·mth began 35 years ago, the prevailing view of the spinal cord was that it was simply a hard-wired reflex center. The demonstration of reflex operant conditioningterm·mth helped to overturn this traditional view, and provided a unique model for studying learning and memory in the mammalian CNS. The possibility that the model could have clinical applications did not draw attention for some years. As it has turned out, operant conditioningterm·mth of spinal cord reflexes is both a valuable laboratory model and a potentially powerful therapeutic method. The experimental accessibility and relative simplicity of the spinal cord, its connection to the brain by well-defined and accessible pathways, its closeness to behavior, and its role (along with the analogous brainstem nuclei) as the final common pathway for all neuromuscular behaviors, make reflex conditioningterm·mth extremely useful for defining the plasticity underlying a memory, determining how this plasticity affects behavior, and exploring the brain-spinal cord interactions that create and maintain this plasticity. These same attributes underlie its clinical promise. Its ability to target spinal pathways that participate in many important behaviors make reflex operant conditioningterm·mth a flexible and specific method for addressing functional deficits. Furthermore, its broad beneficial effects are guiding basic studies and generating new thinking about the role of the spinal cord in behavior and about how the many behaviors in an individual’s repertoire are acquired and maintained.

Interpretive notes.
• Highlighted spans are tagged entities: persName (author), title (venue), placeName (place), date (year), and term (a key concept: domain / ai / method).
• Eponymous or retrospective terms (e.g. “Nash equilibrium”, “segregation”) do not appear in the original source and so are not highlighted — a deliberate choice (see Report 4).
• Some entries begin with a word in capitals. EVIDENCE CORRECTED means the finding still stands and it was our quotation that was wrong — it has been replaced. RETRACTED means the entry itself was wrong; it stays on the page, marked, with its reason, rather than being deleted. WITHDRAWN AND REPLACED means a corrected version of it appears in the entries below. Each mark carries its own reason, 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 shown on the same row, so the borrowing can be checked against the thing borrowed from without leaving this page. 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.
• Counts: 1 work · 1 date.
Meta-Tagging Project · record thompson2014-operant-conditioning-of-spinal-ref.
© 2026 Shir Sivroni