MétaCan
Menu
Back to cohort

The Essence of Hope in Domestic Violence Support Work: A Hermeneutic-Phenomenological Inquiry

2012· article· en· W19732168 on OpenAlexaff
Maggie Crain, Corinne V. Koehn

Bibliographic record

VenueJournal of Mental Health Counseling · 2012
Typearticle
Languageen
FieldPsychology
TopicOptimism, Hope, and Well-being
Canadian institutionsUniversity of Northern British Columbia
Fundersnot available
KeywordsPhenomenology (philosophy)Hermeneutic phenomenologyLived experienceInterpretative phenomenological analysisHermeneuticsPsychologySocial workPsychotherapistPedagogySociologyQualitative researchEpistemologySocial science

Abstract

fetched live from OpenAlex

This study explored the lived experience of hope for domestic violence support workers. A hermeneutic-phenomenological approach was used to collect and analyze the experiences of six professional women, aged 37 through 69. Four themes, each with subthemes, emerged from the findings: Hope is visceral reveals the phenomenology of hope as experienced through bodily sensations, reactions, and emotions. Hope is contextual describes how experiences of hope are enhanced by personal perspectives and social environments. Hope is mutual reveals how interactions with other people inspire hope. Hope is a journey illustrates how hope evolves over the years to reveal new understandings of what it means to live hopefully. The article discusses implications for counseling, counselor education, and service provider organizations and presents suggestions for future research.

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 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)0.004
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 score0.456
Threshold uncertainty score0.460

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.034
GPT teacher head0.372
Teacher spread0.339 · 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 teacher head, 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

Citations14
Published2012
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Mental Health CounselingSame topicOptimism, Hope, and Well-beingFrench-language works237,207