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Record W3155080798

Stimulus preference assessment with immediate versus delayed item access

2020· dissertation· en· W3155080798 on OpenAlexfundno aff
Brennan Foidart

Bibliographic record

VenueMspace (University of Manitoba) · 2020
Typedissertation
Languageen
FieldComputer Science
TopicIntelligent Tutoring Systems and Adaptive Learning
Canadian institutionsnot available
FundersResearch Manitoba
KeywordsStimulus (psychology)PsychologyCognitive psychologyNeuroscienceAudiologyMedicine
DOInot available

Abstract

fetched live from OpenAlex

For individuals with severe intellectual or developmental disabilities, communicating preferences can be a monumental task. In order to help identify what a person likes or prefers, a formal stimulus preference assessment can be conducted with the individual. Typically, when examining preference in people with developmental disabilities, the individual being tested is given access to their chosen item immediately after a response is made. However, there are many items and activities in everyday situations that cannot be accessed immediately. The present study evaluated whether immediate or delayed access to items during a paired-stimulus preference assessment impacted preference hierarchy concordance for three people with developmental disabilities. The preference hierarchies between immediate and delayed access conditions were positively correlated for all three participants, with Tau coefficients ranging from .35 to .91, although they were not statistically significant. The most preferred item identified in the delayed condition was also the most preferred item in the immediate access condition for two of the three participants.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.686
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0020.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.045
GPT teacher head0.258
Teacher spread0.214 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2020
Admission routes1
Has abstractyes

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