Cognitive Neuroscience Tools in Economic Experiments Investigating the Decision Making Process — TEI-tagged view

Anna Borawska · 2017 · neuroeconomics · doi:10.1515/foli-2017-0013 · 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 because the article's payoff is prescriptive — a mapping of tools to decision-process stages intended to improve experimental design — rather than a new empirical finding. method is 'review' not 'systematic-review': a five-stage procedure and keyword list are described, but the article never claims systematic-review status and reports no inclusion counts. The limitations recorded are the two explicit scope restrictions the author places on her own review; the drawbacks discussed in the conclusion (cost of fMRI, interdisciplinary expertise, data volume) are limits of the TOOLS, not of this paper, and the sentence stating the expertise drawback is broken across a running page header in the extraction, so it could not be quoted verbatim anyway. The single claim_relation records the paper's adoption of Simon's framework, which structures its whole analysis; the paper also departs from Niu, Lu and Zhang (2009) on a fourth phase, but that is a scoping decision rather than a contradiction of their claim, so it was not recorded as a relation. 2026-08-14 and 2026-08-28 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.
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
EEG 4 fields · Selection 3 fields · Intelligence 3 fields · fMRI 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
decision making process Intelligence4 Identification5 Cognitive neuroscience techniques of cognitive neuroscience Neuroimaging4 EEG10 fMRI24 functional near-infrared spectroscopy Neurophysiological techniques GSR measurement Eye-tracking3 decision process Design2 Development5 Choice7 Selection7 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
phenomenondecision making process in economic experiments— “Investigating the neurophysiological signals of experiment participants can give researchers a deeper insight into a decision making process.”
claim-typemethod— “The proposed analysis could allow for the better design of economic experiments conducted with the use of the most up-to date technology available.”
method — evidence— “The research was conducted with the use of literature review method, according to a procedure consisting of five main stages:”
transferfrom cognitive neuroscience / neuroimaging: brain and body measurement techniques (fMRI, EEG, fNIRS, galvanic skin response, heart rate, eye-tracking) are taken over into the design of economic experiments on decision making— “The aim of the article is to show how neuroscience techniques can contribute to economic experiments, especially those concerning decision making. The overview and presentation of the possibilities of such tools is shown regarding different stages of the decision making process and related experimental studies.”transfers[0]
mechanismmeasuring neurophysiological activity bypasses the self-report distortions (demand characteristics, participants' limited insight) that mask the true mechanisms of choice— “By measuring the neurophysiological activity of the subjects, researchers hope to bypass such problems as a lack of insight into the true mechanisms of choice (Ariely, Berns, 2010).”mechanisms[0]
builds-on Simon's (1960, 1977) three-phase model of the decision-making process— “A general decision-making process proposed by Simon (1960, 1977) involves three main phases: Intelligence, Design, and Choice.”claim_relations[0]
sensedecision-making phases - Simon's naming: Intelligence, Design and Choice— “A general decision-making process proposed by Simon (1960, 1977) involves three main phases: Intelligence, Design, and Choice.”senses[0]
sensedecision-making phases - the same three stages under a different naming convention: Identification, Development and Selection— “propose slightly different terms to name these stages: Identification, Development and Selection. Despite the differences in naming convention, these three following stages of the decision making process consist of very similar activities.”senses[1]
senseCognitive neuroscience - multidisciplinary study of mind combining psychology and neurobiology with philosophy, linguistics, and other fields— “Cognitive neuroscience is a new and rapidly developing field of multidisciplinary research. It brings together many different scientific domains, chiefly psychology and neurobiology, but also philosophy, linguistics and many other sciences that incorporate the study of the mind in their programs”senses[2]
senseCognitive-neuroscience techniques - brain neuroimaging, neurophysiology, nerve-cell examination, and neuropsychologysenses[3]
senseNeuroimaging - methods for studying brain structure and function through electrical, magnetic, or indirect tomographic measures
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]
senseEEG - scalp-electrode measurement of brain electrical activity with high temporal resolution
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]
sensefMRI - inference of regional brain activity from oxygen delivery
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]
sensefNIRS - non-invasive optical estimation of cortical activity
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[7]
senseNeurophysiological techniques - correlating brain functions with physiological sensations
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[8]
senseGSR measurement - detecting electrical skin changes, usually on the hand or fingers
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[9]
senseEye-tracking - detecting eye position, gaze direction, movement sequence, and visual adaptation during cognition
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[10]
senseDecision process - the path from awareness of a decision problem to a final solution among alternatives
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[11]
senseIntelligence / Identification - gathering and processing information to diagnose decision needs and formulate alternatives
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[12]
senseDesign / Development - identifying courses of action and testing likely outcomes against decision needs or goals
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[13]
senseChoice / Selection - judging and choosing among alternatives identified earlier
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[14]
edgeIntelligence —renamed-across-fields→ Identification
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concept_edges[0]
for which uselimitation — the topic distribution of neuroeconomic experiments as reflecting what matters most: the paper attributes the restriction to individual humans to the recording method and the equipment needed, and lists the resulting dominant trends immediately after
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]
replicationuntested
limitationThe review deliberately covers only recent contributions, restricting the literature searched to the previous ten years.
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]
limitationOnly three of the decision-process phases are considered; the implementation phase is excluded as not a mental 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.
limitations[1]
limitationThe equipment's recording requirements confine the research mostly to individual humans.
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]
Content tags
content-observations: finding · quantity · variable · definition · key-term — grounded in the full text
findingBecause of how the data are recorded and the equipment needed, this research is limited mostly to questions about individual human beings.
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content_tags.findings[0]
findingEEG's very good temporal resolution makes it the tool of choice for tracking how brain activity changes over time and for analysing reactions to external stimuli.
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content_tags.findings[1]
findingfMRI shows how much oxygen is delivered to specific parts of the brain, from which their activity is deduced.
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]
findingfMRI buys very good spatial resolution at the price of an examination procedure that is cumbersome for the participant.
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content_tags.findings[3]
findingNeurophysiological measurement can be more faithful to what participants actually do than self-report measures are.
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content_tags.findings[4]
findingSubstantial brain information processes that determine economic decisions are not easily observed through behavioural research methods.
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content_tags.findings[5]
findingThese studies confirm that brain activity causally affects economic choice beyond environmental factors.
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content_tags.findings[6]
findingNeuroscience techniques may reveal fundamental principles of decision making not considered relevant in traditional economic research.
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content_tags.findings[7]
findingEvery later model of the decision process still contains Simon's three phases of intelligence, design and choice, differing only in naming and in how finely the phases are split.
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content_tags.findings[8]
findingBehavioural evidence shows some deviations from expected utility theory, but only cognitive neuroscience could offer explanations of why people are less rational than assumed.
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]
findingThe decision-making and cognitive neuroscience literatures have focused especially on the final phase, evaluation and choice, the most intensively studied to date.
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content_tags.findings[10]
findingThe cost of the specialised equipment, fMRI above all, is one of the practical obstacles to using neuroscience in economic experiments.
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content_tags.findings[11]
findingA single cognitive neuroscience experiment yields an enormous amount of neurophysiological data, which forces the use of very sophisticated analysis methods.
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content_tags.findings[12]
quantity650–1000 nm — the infrared wavelength window whose low absorption by biological tissue fNIRS exploits to estimate cortical activity
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content_tags.quantities[0]
definitiondecision-making process
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content_tags.definitions[0]
definitionneuroimaging
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content_tags.definitions[1]
definitionelectroencephalography (EEG)
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content_tags.definitions[2]
definitionfNIRS
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]
definitionneurophysiological 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.
content_tags.definitions[4]
definitionGSR measurement
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]
definitioneye-tracking (ET)
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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.
conceptdecision making process
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.
concepts[0]
conceptIntelligence
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.
concepts[1]
conceptIdentification
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.
concepts[2]
conceptCognitive neuroscience — not defined in this paper's own words; a multidisciplinary field combining psychology, neurobiology, philosophy, linguistics, and other sciences of mind
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.
concepts[3]
concepttechniques of cognitive neuroscience — not defined in this paper's own words; a four-group family comprising brain neuroimaging, neurophysiology, individual-nerve-cell examination, and neuropsychology
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.
concepts[4]
conceptNeuroimaging — not defined in this paper's own words; methods for studying brain structure and function through electrophysiological, magnetophysiological, or tomographic measurements
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.
concepts[5]
conceptEEG — not defined in this paper's own words; measurement of scalp-recorded electrical brain activity with strong temporal resolution
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.
concepts[6]
conceptfMRI — not defined in this paper's own words; inferring regional brain activity from delivered oxygen
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.
concepts[7]
conceptfunctional near-infrared spectroscopy — not defined in this paper's own words; non-invasive optical estimation of cortical activity
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.
concepts[8]
conceptNeurophysiological techniques — not defined in this paper's own words; methods correlating brain functions with physiological sensations
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.
concepts[9]
conceptGSR measurement — not defined in this paper's own words; detection of electrical skin changes, usually on the hand or fingers
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.
concepts[10]
conceptEye-tracking — not defined in this paper's own words; measurement of eye position, gaze direction, movement sequence, and visual adaptation
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.
concepts[11]
conceptdecision process — not defined in this paper's own words; the process from awareness of a decision problem to a final solution among alternatives
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.
concepts[12]
conceptDesign — not defined in this paper's own words; decision phase that identifies courses of action and evaluates likely outcomes against goals
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.
concepts[13]
conceptDevelopment — not defined in this paper's own words; Mintzberg, Raisinghani, and Theoret's name corresponding to Simon's Design phase
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.
concepts[14]
conceptChoice — not defined in this paper's own words; decision phase in which decision-makers judge and choose among identified alternatives
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.
concepts[15]
conceptSelection — not defined in this paper's own words; Mintzberg, Raisinghani, and Theoret's name corresponding to Simon's Choice phase
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.
concepts[16]

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.

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