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Record W39362760 · doi:10.2967/jnumed.124.268825

A case study of the Learning Disabilities Association of Saskatchewan (LDAS) Arrowsmith program

2013· article· en· W39362760 on OpenAlexaboutno aff
Debra Kemp-Koo

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsnot available
Fundersnot available
KeywordsAssociation (psychology)PsychologyPsychotherapist

Abstract

fetched live from OpenAlex

Case Study research was conducted to investigate how participation in the Learning Disabilities Association of Saskatchewan (LDAS) Arrowsmith program affected the cognitive, academic, emotional, and interpersonal functioning of five students who attended this program for two to three years. Learning disabilities involve consistent cognitive processing and academic difficulties that are present in individuals who have average or higher functioning in other cognitive processing areas. The average adult with a learning disability has less education, lower employment success, and higher rates of emotional and interpersonal difficulties. The Arrowsmith program is a cognitive training program based on neuroplasticity that claims to reduce or remove cognitive functioning deficits in persons with learning disabilities. Semi-structured interviews were conducted with five students and one or both of their parents. Standardized test results and information from the school cumulative folders of the students were also reviewed. Four of the five students experienced large and significant increases in cognitive, academic, emotional, and/or interpersonal functioning following their participation in the LDAS Arrowsmith program. One of the five students had much smaller gains in cognitive and academic functioning and experienced difficulties with emotional and interpersonal functioning following participation in the program. Several themes related to participation in the LDAS Arrowsmith program are identified for the student, parent, school record perspectives and themes common to these perspectives are also identified. Possible reasons why the students had different outcomes following their participation in the LDAS Arrowsmith program are discussed. Recommendations for parents, school psychologists, teachers, schools/school divisions, the Arrowsmith program, and future research are given.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.320
Threshold uncertainty score0.635

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.002
Science and technology studies0.0190.003
Scholarly communication0.0020.001
Open science0.0030.005
Research integrity0.0040.004
Insufficient payload (model declined to judge)0.0070.001

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 head0.036
GPT teacher head0.343
Teacher spread0.307 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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
Published2013
Admission routes1
Has abstractno

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