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Record W3142358223 · doi:10.1111/nuf.12571

Strategy to stay ahead of the curve: A concept analysis of talent management

2021· article· en· W3142358223 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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueNursing Forum · 2021
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicHuman Resource and Talent Management
Canadian institutionsUniversity of Manitoba
Fundersnot available
KeywordsCLARITYSuccession planningNursingNursing managementNursing shortageHealth careNurse AdministratorTalent managementPsychologyNurse educationMedicineMEDLINEBusinessPublic relationsPolitical scienceMarketing

Abstract

fetched live from OpenAlex

AIM: The development of nurse leaders is critical to the future of the nursing profession. Strategies to address the current loss of nurse leaders are urgently needed. The aim of this analysis is to clarify the concept of talent management as an approach by which organizations can identify, strengthen, and support emerging and current nurse leaders. BACKGROUND: The nursing profession worldwide is experiencing a shortage of nurse leaders. As nursing leaders are retiring, too few nurses are prepared to replace them. Nursing leadership is vital to effectively navigate healthcare system challenges and improve patient outcomes. Talent management moves beyond succession planning to attract, develop, and retain nursing leaders. DESIGN: Walker and Avant's model is used for concept analysis. DATA SOURCE: A literature search was accomplished using Cumulative Index to Nursing and Allied Health, MEDLINE, PubMed, Business Source Premier, Canadian Major Dailies, and Management and Organization Studies. REVIEW METHODS: Keywords: talent management, succession planning, succession management, nursing, nursing leader, leadership, administration, and executive. RESULTS: Definitions for the concept of talent management are elusive in both the business and nursing literature. There is a lack of clarity with regard to the definition of talent management. CONCLUSION: The critical attributes for talent management of nursing leadership are the identification of emerging nurse leaders and engaging them in the development of their leadership competencies. The use of this concept analysis for talent management will enhance and facilitate the stability of nursing leadership positions in today's healthcare organizations.

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.615
Threshold uncertainty score0.592

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.018
GPT teacher head0.261
Teacher spread0.244 · 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