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Record W7132092285

„Motivation and problems in nursing continuing education“ (study in Pleven region)

2019· dissertation· W7132092285 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueBulgarian Portal for Open Science · 2019
Typedissertation
Language
FieldNursing
TopicNursing education and management
Canadian institutionsnot available
Fundersnot available
KeywordsContinuing educationQuarter (Canadian coin)PaymentFace (sociological concept)Nurse educationIBMContinuing careDescriptive research
DOInot available

Abstract

fetched live from OpenAlex

The current research was aimed to study the motivation and problems of nurses in hospitals and public health institutions concerning the continuing education. From November 2015 to April 2019 a descriptive study was conducted among 723 nurses in different settings (university and private clinics, nurseries, kindergartens, local hospitals) and 174 nursing graduates. By anonymous self-administered questionnaires information about the motivation, expectations, results and the problems related to continuing education was collected and processed by IBM SPSS v. 24. Nurses in all settings highly evaluate the continuing education and are motivated to participate. Most of them ranked a better payment as the first motivator, followed by career development. The predominant form they have been involved is on-site continuing education (over 70%) and only a quarter have had an opportunity to participate in other forms. The most serious obstacles for out-site forms were “lack of personal financial resources” and “lack of financial stimuli” after improved qualification. Most of the graduates prefer high-technology clinics with only 13.2% for outpatient care and community centres. The motives of graduates to participate in different forms of continuing education, as well as the problems they expect to face highly correlate to those of practicing nurses. The results of the study underlined that the nurses in Pleven region and graduates in nursing highly appreciate the role of continuing educat

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.600
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0010.000
Scholarly communication0.0020.002
Open science0.0020.000
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 head0.031
GPT teacher head0.368
Teacher spread0.337 · 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