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Record W4408378266 · doi:10.2196/64477

The Healing Through Ongoing Psychological Empowerment Telehealth Intervention With Two Spirit, Transgender, and Nonbinary Clients of Color in the United States: Open Clinical Trial Feasibility and Implementation Analysis

2025· article· en· W4408378266 on OpenAlexvenueno aff
Stephanie L. Budge, Elliot A. Tebbe, Joonwoo Lee, Sergio Domínguez, Em Matsuno, Louis Lindley

Bibliographic record

VenueJMIR Formative Research · 2025
Typearticle
Languageen
FieldPsychology
TopicDigital Mental Health Interventions
Canadian institutionsnot available
Fundersnot available
KeywordsTransgenderTelehealthEmpowermentPreprintIntervention (counseling)Psychological interventionPsychotherapistAlternative medicinePsychologyMedicineNursingClinical psychologyTelemedicinePolitical scienceHealth carePsychoanalysisLawComputer science

Abstract

fetched live from OpenAlex

Background: There is a notable lack of psychotherapeutic services tailored to the needs of Two Spirit, transgender, and nonbinary (2STNB) people of color; research indicates that 2STNB clients who are people of color report a lack of competence and cultural humility on the part of their therapists. Objective: The purpose of this study was to report the feasibility and acceptability of the Healing Through Ongoing Psychological Empowerment (HOPE) teletherapy intervention using deductive content analysis. Methods: We used an open clinical trial design (testing one intervention without a comparison group) to test the feasibility and acceptability of the HOPE intervention. At baseline, 51 clients were enrolled in the open clinical trial, with 49 2STNB clients who are people of color starting and completing the HOPE intervention. Clients were recruited primarily from social media and therapist waitlists. Clients completed up to 15 free face-to-face telehealth psychotherapy sessions that were provided by nine 2STNB therapists who are people of color. Feasibility and acceptability interviews were conducted prior to the intervention, immediately following the intervention, and at 6 months after completing the intervention. Results: The HOPE intervention demonstrated high feasibility and acceptability, specifically regarding data collection, psychometric adequacy, interventionist recruitment or training or retention, delivery of the intervention, acceptability of the intervention to clients, and client engagement with the intervention. Conclusions: These findings propose HOPE as a potentially feasible, culturally specific therapeutic approach for the 2STNB community who are people of color. Future randomized controlled trials comparing HOPE to existing evidence-based treatments are needed.

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)0.008
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.040

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.347
GPT teacher head0.667
Teacher spread0.320 · 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 designNon-randomized trial
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

Citations3
Published2025
Admission routes1
Has abstractyes

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