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Record W2893515028 · doi:10.53841/bpsecp.2018.35.4.51

The training imperative

2018· article· en· W2893515028 on OpenAlexaff
David M. Thompson

Bibliographic record

VenueEducational and Child Psychology · 2018
Typearticle
Languageen
FieldPsychology
TopicEducational and Psychological Assessments
Canadian institutionsCanadian Water and Wastewater Association
Fundersnot available
KeywordsTraining (meteorology)Computer scienceGeography

Abstract

fetched live from OpenAlex

The changes taking place within the Sheffield service from 1970 onwards, away from child guidance towards a broadly based application of psychology within the whole education department, not just schools, raised questions about training psychologists to take up this new role. Since the publication of the Summerfield report in 1968 (DES, 1968), there was pressure to increase initial training places by opening up new courses rather than simply expand places on existing courses. Sheffield University had an excellent Department of Psychology as well as a strong School of Education. David Loxley was a graduate from the Psychology department in Sheffield University, and was keen to support the development of such a course. The first course tutor to be appointed to the course was David Thompson, already working as a Senior EP in Sheffield. Later associate tutors working part-time in the Sheffield Service and part-time on the Sheffield University training course cemented the close relationship, and had a profound influence on the course structure and content. By the 1990s pressures for structured continuing professional development (CPD) for serving psychologists was growing, both through the requirements of the British Psychological Society (BPS) for chartered psychologists and through the rapid changes in education (national curriculum and its associated assessment procedures, introduction of the Code of Practice for SEN). The tutors on the Sheffield MSc course saw opportunities to develop a taught doctorate to meet these needs, with the first students accepted onto this new doctorate programme in 1996 The experience of developing and teaching this new programme was valuable when initial training for EPs moved to a three-year doctoral course. David Thompson remained as course tutor from 1974 until his retirement in 2007. He reflects on his long experience in the field of initial training and continuing professional development in the field of EP training in the following chapter.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.009
metaresearch head score (Gemma)0.021
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.097
Threshold uncertainty score0.323

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.021
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0090.012
Scholarly communication0.0100.011
Open science0.0020.012
Research integrity0.0100.015
Insufficient payload (model declined to judge)0.0970.026

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 head0.062
GPT teacher head0.441
Teacher spread0.379 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreCommentary

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2018
Admission routes1
Has abstractyes

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