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Record W4400076991 · doi:10.3138/jmvfh-2023-0017

The return home: Disability experiences of Second World War Veterans with amputations

2024· article· en· W4400076991 on OpenAlexaffvenueabout
Mikaela Lowe, Lori Letts

Bibliographic record

VenueJournal of Military Veteran and Family Health · 2024
Typearticle
Languageen
FieldMedicine
TopicMusculoskeletal Disorders and Rehabilitation
Canadian institutionsMcMaster University
Fundersnot available
KeywordsPsychologyGerontologyPhysical medicine and rehabilitationMedicine

Abstract

fetched live from OpenAlex

Introduction: After the Second World War, efforts to support Veterans who experienced traumatic injuries, including amputations, involved rehabilitation, devices, and employment supports. Oral histories can support an understanding of how these Veterans experienced disabilities and community reintegration. The purpose of this project was to address the research question, "How did Canadian Second World War Veterans with amputations experience disability from the time of amputation to 1995?" Methods: A conventional inductive approach was used to analyze 11 transcripts from archival materials of interviews conducted in 1995. Participants were nine male Second World War Veterans with an amputation (four spouses also participated) and two widows of deceased Veterans with amputations. Results: Four main themes emerged: 1) support from Veterans' organizations as affecting reintegration, 2) challenges to and facilitators of community reintegration, 3) the impact of amputation on disability self-perception, and 4) the impact of amputation on aging processes. Discussion: Previous research suggests that the Second World War served as the impetus for rehabilitation therapy. Data from these interviews suggest that Canadian Veterans benefited from supports from Veterans' organizations, as well as government, but were also affected by stigma associated with their disabilities and shouldered much of the responsibility for successful reintegration.

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)0.005
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 score0.225
Threshold uncertainty score0.447

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0100.005
Scholarly communication0.0040.002
Open science0.0010.004
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0040.000

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 head0.014
GPT teacher head0.301
Teacher spread0.287 · 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

Citations1
Published2024
Admission routes3
Has abstractyes

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