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Record W2028115422 · doi:10.3928/0098-9134-20020701-08

Staff Development and Long-term Care OF PATIENTS WITH DEMENTIA

2002· article· en· W2028115422 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.

Bibliographic record

VenueJournal of Gerontological Nursing · 2002
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicOrganizational Learning and Leadership
Canadian institutionsMcMaster University
Fundersnot available
KeywordsDementiaProfessional developmentNursingPsychologyJob satisfactionLong-term careVisionStaff managementMedical educationMedicineNursing staff

Abstract

fetched live from OpenAlex

Staff development and training programs focusing on the care of patients with dementia is important in providing staff with the specialized knowledge and skills essential in the management of these patients. In this article, the nature of staff development is explored with an analysis of conceptual visions or definitions of staff development. Secondly, the Cervero (1985) framework for continuing professional education and behavioral change is used as a guide to describe the factors that influence the effectiveness of staff development (i.e., social system, individual learner characteristics, type or design of program). Next, the literature related to the outcomes of staff development programs is analyzed. In particular, do staff development programs lead to increased staff morale and job satisfaction and improved client care? An analysis of orientation and educational programs developed for staff working with patients with dementia in long-term care settings is conducted. Using aspects of the RSA evaluation model (Abruzzese, 1996), each program is examined in terms of its process, content, outcome, and impact, along with its feasibility in clinical settings. This critical analysis provides some direction for the development and evaluation of staff development programs in long-term care settings for those staff who work with patients with dementia.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.053
Threshold uncertainty score0.244

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.027
GPT teacher head0.224
Teacher spread0.198 · 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