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Record W2744536122 · doi:10.4102/hsag.v22i0.1015

A conceptual framework to facilitate clinical judgement in nursing: A methodological perspective

2017· article· en· W2744536122 on OpenAlex
Anneke Catherina van Graan, Martha J.S. Williams

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

VenueHealth SA Gesondheid · 2017
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsScience North
FundersNorth-West University
KeywordsJudgementMeaning (existential)Health carePsychologyOutcome (game theory)Quality (philosophy)Learning environmentDiversity (politics)Conceptual frameworkConstructivist teaching methodsNursingPerspective (graphical)Nurse educationCritical thinkingPedagogyMedical educationMedicineTeaching methodSociologyComputer scienceEpistemologyPolitical science

Abstract

fetched live from OpenAlex

The South African health care and education systems are challenged to provide independent, critical thinking nurses who can cope with diversity in a creative way and define their role in a complex, uncertain, rapidly changing health care environment. Quality clinical judgement is an imperative characteristic that newly qualified professional nurses should possess. To accommodate these needs, SANC in line with the SAQA Act, advocated the development of teaching and learning strategies to balance theory and practice opportunities together with an outcome-based, student centred approach and appropriate clinical supervision. This resulted in a positive outcome to facilitate the integration/fusion of theory and practice. The purpose of this study was to synthesise a teaching–learning strategy for creating an enabling learning environment to facilitate clinical judgement in South African undergraduate nursing students. The proposed teaching–learning strategyis grounded in modern-day constructivist approach of learning. The conceptual or theoretical framework of this study aimed to link the central concepts that were identified from the conclusions of four (4) strategic objectives of the two preceding phases of the study into a new structure of meaning that served as a basis for the proposed strategy. The implementation of the proposed action plan to achieve the stated strategic objectives should empower the relevant role players to facilitate clinical judgement in undergraduate nursing students and thereby promote autonomous and accountable nursing care.

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)0.005
metaresearch head score (Gemma)0.021
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.785
Threshold uncertainty score0.987

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.021
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.479
GPT teacher head0.604
Teacher spread0.125 · 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