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Record W7094951231 · doi:10.25316/ir-20506

A clinical protocol for group-based ketamine-assisted therapy in a community of practice: The Roots To Thrive model

2025· article· en· W7094951231 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueVIUspace · 2025
Typearticle
Languageen
FieldMedicine
TopicPrenatal Screening and Diagnostics
Canadian institutionsnot available
Fundersnot available
KeywordsGeneral partnershipIndigenousProtocol (science)Clinical PracticeWeavingGrounded theoryHealth careCulturally appropriateQuality (philosophy)

Abstract

fetched live from OpenAlex

Ketamine-assisted therapy (KaT) has demonstrated therapeutic potential in treating depression, anxiety, and PTSD, driving interest in group-based models of care. Yet, few published protocols offer the comprehensive structure required for safe, scalable application in real-world clinical settings. The RTT-KaT model offers a resilience-informed, community-anchored framework that integrates trauma-aware care with a respectful and intentional weaving of Western and Indigenous knowledge systems. Initially launched as a quality improvement initiative through a partnership between a Canadian university and a regional health authority, RTT-KaT has since evolved into a non-profit clinical program. To date, it has supported over 750 participants through more than 2,000 KaT sessions and 700 Community of Practice groups. RTT-KaT is a culturally informed, resilience-focused model of group-based psychedelic-assisted therapy developed and refined since 2018. The model is rooted in the intentional weaving of Western clinical frameworks and Indigenous knowledge systems, grounded in principles of relational accountability, cultural humility, and trauma-informed care.

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)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.583
Threshold uncertainty score0.710

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.006
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 integrity0.0000.000
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 head0.089
GPT teacher head0.456
Teacher spread0.367 · 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