MétaCan
Menu
← Back to cohort
Record W6987540030

“The system is not set up for individuals with FASD”: Lived and Caregiver Perspectives Regarding Current and Ideal Housing Supports for Canadian Adults with Fetal Alcohol Spectrum Disorder

2022· article· en· W6987540030 on OpenAlexaboutno aff

Bibliographic record

VenueScholars Commons (Wilfrid Laurier University) · 2022
Typearticle
Languageen
FieldMedicine
TopicPrenatal Substance Exposure Effects
Canadian institutionsnot available
Fundersnot available
KeywordsFetal Alcohol Spectrum DisorderSet (abstract data type)Activities of daily livingPopulationVariety (cybernetics)Ideal (ethics)Intervention (counseling)Young adult
DOInot available

Abstract

fetched live from OpenAlex

Past work has demonstrated adults with fetal alcohol spectrum disorder (FASD) often require lifelong support with daily life activities. However, very little is understood regarding daily living supports for adults with FASD, and current research has heavily relied on proxy-reports rather than lived experiences. To promote self-determination in the provision of support for adults with FASD, the current study highlights both the perspectives of Canadian adults with FASD living in a variety of arrangements as well as caregivers who support adults with FASD to examine: 1) current ways adults with FASD are supported with daily life activities, and 2) ideal future living arrangements and supports for adults with FASD.\nAdults with FASD who live in housing with supportive services (n = 4) or at home with caregivers (n = 7), and caregivers of adults with FASD who live at home (n = 11) participated in semi-structured interviews using Zoom video call software. The framework method was used to thematically analyze the responses of adults with FASD and caregivers, separately.\nA combination of deductive and inductive analyses revealed a collection of themes organized by: 1) current ways adults with FASD are supported in their daily life activities, 2) perspectives of adults with FASD regarding positive and negative aspects of their current living arrangement, and 3) ideal living arrangements and daily living supports discussed by adults with FASD and caregivers, including caregiver concerns regarding future living arrangements for the adults with FASD they support.\nThis study offers insight into the perspectives of adults with FASD regarding their daily living support, which is critical to inform future supported housing and support self-determination. Findings highlight a pressing need for policy change directed towards developing FASD-informed, affordable, available, and appropriate housing supports for adults with FASD.

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)0.003
metaresearch head score (Gemma)0.005
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.039
Threshold uncertainty score0.284

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0180.005
Scholarly communication0.0030.001
Open science0.0010.003
Research integrity0.0010.002
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 head0.012
GPT teacher head0.224
Teacher spread0.213 · 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
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueScholars Commons (Wilfrid Laurier University)→Same topicPrenatal Substance Exposure Effects→French-language works237,207→