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Enhancing primary care for persons with spinal cord injury: More than improving physical accessibility

2015· article· en· W1554618814 on OpenAlexafffundabout
James Milligan, Joseph Lee

Bibliographic record

VenueJournal of Spinal Cord Medicine · 2015
Typearticle
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsMcMaster UniversityHamilton Health SciencesCentre for Family MedicineResearch Institute for Aging
FundersOntario Neurotrauma Foundation
KeywordsPrimary careMedicineSpinal cord injuryNursingPerspective (graphical)Participatory action researchLegislationFamily medicineSpinal cordPolitical sciencePsychiatryComputer scienceSociology

Abstract

fetched live from OpenAlex

In Ontario, Canada, legislation exists that mandates that all medical practices be fully accessible by 2025, in an effort to improve access to primary care for persons with physical disabilities. The simple removal of physical barriers may not guarantee improved access to appropriate care. In this clinical note, members of an interprofessional primary care-based Mobility Clinic reflect on opportunities to improve primary care beyond just better physical accessibility for persons with spinal cord injury (SCI). The importance of collaborations between funders, researchers, and clinicians are examined. Using a participatory action research model, the unique perspective of consumers and consumer networks are incorporated into the Mobility Clinic's clinical and research efforts to improve primary care for persons with SCI.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.564
Threshold uncertainty score0.827

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
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 head0.041
GPT teacher head0.366
Teacher spread0.325 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNon-randomized trial
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

Citations19
Published2015
Admission routes3
Has abstractyes

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