MétaCan
Menu
Back to cohort
Record W2953210512 · doi:10.22329/csw.v6i2.5664

Connecting to Inner Guidance: Mindfulness Meditation and Transformation of Professional Self-Concept in Social Work Students

2019· article· en· W2953210512 on OpenAlexvenueno aff
Liora Birnbaum

Bibliographic record

VenueCritical Social Work · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsnot available
Fundersnot available
KeywordsMeditationMindfulnessPsychologySession (web analytics)Mindfulness meditationPsychotherapistInternal monologueApplied psychologyMedical educationPedagogyComputer scienceMedicine

Abstract

fetched live from OpenAlex

This paper describes a unique technique of training social work students: self observation via guided meditation. A workshop was conducted with two groups of students: one participated in a single-session mindfulness meditation; the other participated in this as well as three additional sessions. The workshop trained students in creative focusing while facilitating connection to inner guidance (inner voice). Tuning in to inner guidance is presented as a developmental process and an important source of knowledge about the "self." Students' experiences included various bodily sensations, interactions with a guiding figure, verbal messages or advice, and significant insights. Messages and insights were content analyzed; examples presented illustrate transitions in students' personal and professional self-concept.

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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.002
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
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 head0.027
GPT teacher head0.410
Teacher spread0.383 · 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 designQualitative
Domainnot available
GenreEmpirical

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

Citations30
Published2019
Admission routes1
Has abstractyes

Explore more

Same venueCritical Social WorkSame topicSocial Work Education and PracticeFrench-language works237,207