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Record W3017162615 · doi:10.5539/ies.v13n5p72

Transfer of Learning for Evidence-Based Practice in Psychology

2020· article· en· W3017162615 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.

venuePublished in a venue whose home country is Canada.
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

VenueInternational Education Studies · 2020
Typearticle
Languageen
FieldPsychology
TopicPsychology Research and Bibliometrics
Canadian institutionsnot available
FundersUniversidad Autónoma de Baja CaliforniaUniversidad Nacional Autónoma de MéxicoUniversidad Autónoma de Aguascalientes
KeywordsPsychologyIntervention (counseling)Observational studyTransfer of trainingMedical educationEvidence-based practiceMathematics educationPedagogyApplied psychologyMedicineCognitive psychology

Abstract

fetched live from OpenAlex

The aim of this paper is to assess the transfer of learning of students from a master’s degree in psychology through observation of their skills in information assessment and intervention. The participants were 10 incoming students of a professional-aimed master’s program in psychology offered in a Mexican public university. They carried out two types of tasks: a) review of a scientific text and b) interaction in intervention with clients, where the participants were evaluated by observational strategies. The results reflect zero relation between the level of skill displayed by most students in their information assessment skills and their intervention skills, which could suggest a low probability to conduct evidence-based practice. The data presented provide information for the design of graduate programs in order to foster the transfer of learning of these skills, which is essential for evidence-based practice.

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)0.001
metaresearch head score (Gemma)0.012
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.607
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.402
GPT teacher head0.603
Teacher spread0.201 · 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