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Record W4248763063 · doi:10.7176/dcs/9-4-06

Agendas for future Training Transfer Research: Pakistan’s Perspective

2019· article· en· W4248763063 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

VenueDeveloping Country Studies · 2019
Typearticle
Languageen
FieldPsychology
TopicHuman Resource Development and Performance Evaluation
Canadian institutionsUniversity of Regina
Fundersnot available
KeywordsTraining (meteorology)Perspective (graphical)Transfer of trainingWork (physics)Political scienceTraining and developmentHuman resourcesResource (disambiguation)Graduate educationState (computer science)Medical educationEconomic growthSociologyManagementPedagogyPsychologyGeographyEngineeringMedicineEconomics

Abstract

fetched live from OpenAlex

This work was financed by Regina Public Interest Research Group and the Faculty of Graduate Study and Research of the University of Regina, Canada. Abstract Research on training transfer has been mostly conducted in developed countries. This paper is unique because it attempts to research training transfer from a developing country’s perspective. This paper is about the origins, evolution, current state and trends in training transfer research and practice in Pakistani organizations. The paper begins with a discussion on education and training. It discusses the evolution of education and training in Pakistan and explains the four systems of education in Pakistan at the primary, high school, and college levels. Then, this paper explores the origins of training in Pakistan. While exploring the origins of training in Pakistan, this section gives a detailed account on the training and consulting industry of Pakistan. The paper concludes with suggestions for further research that would contribute in the fields of training transfer and human resource development. Keywords: Training transfer, human resource development, education, Pakistan, management. DOI : 10.7176/DCS/9-4-06 Publication date: April 30th 2019

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)0.002
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.506
Threshold uncertainty score0.783

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
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 head0.346
GPT teacher head0.518
Teacher spread0.172 · 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