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Record W3175988846 · doi:10.1080/09297049.2021.1945567

Examining parent and clinician views of a hospital-based pediatric neuropsychological service: a Canadian perspective

2021· article· en· W3175988846 on OpenAlexaffabout
Dragana Ostojic‐Aitkens, Meghan K. Ford, Todd Cunningham, Anna Gold, Laura Janzen, Katia J. Sinopoli, Robyn Westmacott, Tricia S. Williams

Bibliographic record

VenueChild Neuropsychology · 2021
Typearticle
Languageen
FieldMedicine
TopicChildhood Cancer Survivors' Quality of Life
Canadian institutionsUniversity of TorontoHospital for Sick Children
Fundersnot available
KeywordsNeuropsychologyPsychologyReferralContext (archaeology)Neuropsychological assessmentClinical psychologyCognitionPsychiatryMedicineFamily medicine

Abstract

fetched live from OpenAlex

Understanding how pediatric neuropsychological evaluations support families and the child’s medical team is an important component of ensuring evidence-based care. For the first time within a Canadian context, we investigated the impact of neuropsychological assessments on parent knowledge, advocacy, and stress and the role of socioeconomic factors in parents’ perceptions of the assessment. Responses from referring clinicians were also examined. As part of a hospital quality improvement project, 91 parents of children between the ages of 3 and 17 years (M = 8y7m; SD = 4y1m) and 45 clinician consumers (clinical staff who use neuropsychological services) completed one of two online questionnaires in English: Parent Overall Assessment of Supports and Testing, or Clinician Overall Assessment of Supports and Testing. Most parents indicated the neuropsychological evaluation promoted understanding of their child’s cognitive profile and improved their ability to support their child at home and at school or in the community. Families characterized as being at higher social risk indicated that the evaluation led to more changes in how they approached their child at home than families with lower social risk status. Referring clinicians indicated neuropsychological reports were effective in communicating findings to them and patients/families. The most valuable sections of the report according to referring clinicians included the diagnosis/impression and recommendations sections. Parents and referral providers reported many benefits from the neuropsychological evaluation but also identified areas for service delivery improvement. Parent perceptions varied based on family and socio environmental factors, offering important targets for future research and clinical consideration.

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)0.001
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.016
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.077
GPT teacher head0.362
Teacher spread0.285 · 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

Citations6
Published2021
Admission routes2
Has abstractyes

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