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Record W4247227839 · doi:10.1186/1472-6882-12-s1-p415

P05.55. Qualitative findings from piloting the LEAP Project – an online spirituality-based depression intervention for young adults

2012· article· en· W4247227839 on OpenAlexaff
Ania Kania, Sabine Moritz, S Malhotra, R Maser, Badri Rickhi, John Toews

Bibliographic record

VenueBMC Complementary and Alternative Medicine · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicReligion, Spirituality, and Psychology
Canadian institutionsCanadian Institute of Natural and Integrative MedicineUniversity of Calgary
Fundersnot available
KeywordsMedicineDepression (economics)Intervention (counseling)SpiritualityQualitative researchAlternative medicinePsychiatryClinical psychologyFamily medicine

Abstract

fetched live from OpenAlex

Participants were recruited using a convenience sampling strategy and invited to partake in an in-depth, semi-structured interview upon completion of the intervention. The LEAP Project intervention consists of eight modules (1) Consciousness and Self Acceptance, (2) Appreciation of Beauty & Creativity, (3). Mystery and Meaning, (4) Gratitude, (5) Compassion, (6) Acceptance, (7) Forgiveness, and (8) Celebration. Each is presented using video clips, music, visualizations, true stories and life practices. All interviews were digitally recorded and transcribed verbatim. Data were analyzed using a descriptive qualitative content analysis approach. Transcripts were read and re-read, and coded to preliminary categories and emerging themes of substantive meanings through an iterative process. The impact of the intervention on participants was multi-faceted. Participants reflected that the intervention was grounding and led to changed perspectives of others, themselves, and their surroundings. Participants experienced a greater sense of control over emotions and resulting behaviors, as well as a sense of connection and realization that they are not alone. The latter was identified as a key element in their ability to cope with depression. Participants described an improvement in well-being characterized by: higher energy levels, increased motivation, reduced negative feelings such as fear, anger, frustration, and reduced feelings of depression. Our findings suggest that the LEAP Project impacts young adults with depression by shifting perspectives of life situations and others, providing a sense of control and connection, improving coping abilities and enhancing well-being. Such a program may be a useful and valuable resource in the treatment of depression.

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)0.011
metaresearch head score (Gemma)0.025
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 score0.011
Threshold uncertainty score0.060

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.025
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0040.004
Scholarly communication0.0030.002
Open science0.0010.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0100.001

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 head0.242
GPT teacher head0.492
Teacher spread0.249 · 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

Citations0
Published2012
Admission routes1
Has abstractyes

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