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Record W7014933797

Research Patterns in the Treatment of Adults with Problem Behaviour and Intellectual and Developmental Disabilities: A Quantitative Systematic Review

2023· other· en· W7014933797 on OpenAlexaff

Bibliographic record

VenueBrock University Digital Repository (Brock University) · 2023
Typeother
Languageen
Field
Topic
Canadian institutionsBrock University
Fundersnot available
KeywordsPunishment (psychology)AggressionResearch designMultiple baseline designSystematic reviewExperimental researchBaseline (sea)
DOInot available

Abstract

fetched live from OpenAlex

The purpose of this study was to conduct a quantitative systematic literature review to examine research trends and patterns in the treatment of adults diagnosed with intellectual and developmental disabilities who engage in problem behaviour. The aim of the study was three-fold. First, to comment on adult participant and study characteristic trends in the problem behaviour literature. Second, to report on treatment effectiveness outcomes across various applied behaviour analytic treatments in single-case experimental design research using the Tau Baseline Corrected (Tau-BC) effect size estimate. Finally, to report effect size estimates associated with published and unpublished literature. In this review, descriptive findings of 76 single-case experimental design articles were summarized and Tau-BC effect size estimates were calculated for cases across 65 articles (N=125). Overall, adults were featured in approximately 13% of the sample, and aggression and self-injurious behaviour were the most frequently reported problem behaviours. Functional communication training was the most frequently used treatment. An array of 42 unique multi-protocol treatments were observed across studies. Regarding treatment gains as communicated by effect size, multi-protocol treatments were associated with larger effect sizes (i.e., more effective) compared to single-protocol treatments. Multi-protocol treatments featuring reinforcement elements were more commonly observed in the literature; however, multi-protocol treatments that featured a punishment component coincided with the largest effect size. Implications and directions for future research are discussed.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.109
metaresearch head score (Gemma)0.391
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: Methods · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.891
Threshold uncertainty score0.578

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1090.391
Meta-epidemiology (narrow)0.0010.002
Meta-epidemiology (broad)0.0050.004
Bibliometrics0.0400.042
Science and technology studies0.0010.002
Scholarly communication0.0050.006
Open science0.0020.003
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.031
GPT teacher head0.249
Teacher spread0.218 · 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 source (direct Gemma or distilled Codex), not a consensus.

Study designSystematic review
DomainMethods
GenreReview

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
Published2023
Admission routes1
Has abstractyes

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