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Record W2095790135 · doi:10.1016/j.alter.2014.03.006

Creating a rehabilitation living lab to optimize participation and inclusion for persons with physical disabilities

2014· article· en· W2095790135 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueAlter · 2014
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInnovative Approaches in Technology and Social Development
Canadian institutionsMcGill UniversityUniversité de MontréalCentre for Interdisciplinary Research in Rehabilitation
FundersCentre for Interdisciplinary Research in Rehabilitation
KeywordsInclusion (mineral)RehabilitationAssistive technologyIndependent livingPsychologyGerontologyPhysical medicine and rehabilitationPhysical therapyMedicineComputer scienceHuman–computer interactionSocial psychology

Abstract

fetched live from OpenAlex

We present an on-going multidisciplinary and multisectorial strategic development project put forth by the Centre for Interdisciplinary Research in Rehabilitation of greater Montréal (CRIR) in Quebec, Canada and its members, in collaboration with a Montréal “renovation-ready” shopping mall, local community organizations, and local, national and international research and industrial partners. Beginning in 2011, within the context of the Mall as Living Lab (MALL), more than 45 projects were initiated to: (1) identify the environmental, physical and social obstacles and facilitators to participation; (2) develop technology and interventions to optimize physical and cognitive function participation and inclusion; (3) implement and evaluate the impact of technology and interventions in vivo. Two years later and working within a participatory action research (PAR) approach, and the overarching WHO framework of the International Classification of Functioning, Disability and Health (ICF), we discuss challenges and future endeavors. Challenges include creating and maintaining partnerships, ensuring a PAR approach to engage multiple stakeholders (e.g. people with disabilities, rehabilitation and design researchers, health professionals, community members and shopping mall stakeholders) and assessing the overall impact of the living lab. Future endeavors, including the linking between research results and recommendations for renovations to the mall, are also presented.

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.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.412
Threshold uncertainty score0.526

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.001
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 head0.016
GPT teacher head0.265
Teacher spread0.249 · 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