MétaCan
Menu
Back to cohort
Record W2954690399 · doi:10.1556/2054.2019.015

The psychedelic renaissance and the limitations of a White-dominant medical framework: A call for indigenous and ethnic minority inclusion

2019· article· en· W2954690399 on OpenAlexaff
Jamilah R. George, Timothy I. Michaels, Jae Sevelius, Monnica T. Williams

Bibliographic record

VenueJournal of Psychedelic Studies · 2019
Typearticle
Languageen
FieldPsychology
TopicPsychedelics and Drug Studies
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsIndigenousMainstreamEthnic groupInclusion (mineral)NarrativeWhite (mutation)Sociocultural evolutionThe RenaissanceHistorical traumaSociologyGender studiesPsychologyPsychotherapistMedicineHistoryPolitical scienceAnthropologyArt

Abstract

fetched live from OpenAlex

In recent years, the study of psychedelic science has resurfaced as scientists and therapists are again exploring its potential to treat an array of psychiatric conditions, such as depression, post-traumatic stress disorder, and addiction. The scientific progress and clinical promise of this movement owes much of its success to the history of indigenous healing practices; yet the work of indigenous people, ethnic and racial minorities, women, and other disenfranchised groups is often not supported or highlighted in the mainstream narrative of psychedelic medicine. This review addresses this issue directly: first, by highlighting the traditional role of psychedelic plants and briefly summarizing the history of psychedelic medicine; second, through exploring the historical and sociocultural factors that have contributed to unequal research participation and treatment, thereby limiting the opportunities for minorities who ought to be acknowledged for their contributions. Finally, this review provides recommendations for broadening the Western medical framework of healing to include a cultural focus and additional considerations for an inclusive approach to treatment development and dissemination for future studies.

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)0.036
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.992
Threshold uncertainty score0.189

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0360.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.001
Science and technology studies0.0080.034
Scholarly communication0.0080.012
Open science0.0020.007
Research integrity0.0030.011
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 head0.110
GPT teacher head0.419
Teacher spread0.309 · 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.

Study designTheoretical or conceptual
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

Citations221
Published2019
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Psychedelic StudiesSame topicPsychedelics and Drug StudiesFrench-language works237,207