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Record W1775501693 · doi:10.3109/13668250.2015.1048430

What motivates direct support providers to do the work they do?

2015· article· en· W1775501693 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

VenueJournal of Intellectual & Developmental Disability · 2015
Typearticle
Languageen
FieldHealth Professions
TopicGeriatric Care and Nursing Homes
Canadian institutionsCentre for Addiction and Mental HealthWomen's College HospitalUniversity of Toronto
FundersCanadian Institutes of Health ResearchInstitut pour la Recherche en Santé Publique
KeywordsWork (physics)Service providerQualitative researchQualitative propertyExploratory researchField (mathematics)Public relationsService (business)PsychologyKnowledge managementBusinessMarketingComputer scienceSociologyEngineeringPolitical science

Abstract

fetched live from OpenAlex

Background Direct support providers (DSPs) in community residential services are often central figures in the lives of service recipients. There is little research to date focusing on what motivates these employees to remain in the field despite stressful work conditions.Methods An exploratory descriptive analysis of qualitative data obtained from semistructured interviews with 19 community residential DSPs in Ontario, Canada, was conducted. Data were analysed for modes of entry into the field and reasons for remaining.Results DSPs are motivated to remain in the sector because of the people supported, the nature of the work and the work environment, practical reasons like job security, and personal ambitions and reward. Most staff are motivated in multiple domains.Conclusion Future research can use these findings to further explore DSP work motivations and relationships to job performance and turnover. For researchers and human resource practitioners, adapting existing models and measures of organisational commitment may be a useful strategy for studying and utilising knowledge of DSP motivations.

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)0.003
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.321
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.069
GPT teacher head0.374
Teacher spread0.306 · 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