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Record W4298087027 · doi:10.1177/17455057221126807

Complementary therapies in substance use recovery with pregnant women and girls

2022· article· en· W4298087027 on OpenAlexaffabout
Katherine Flannigan, Bryce Odell, Imad Rizvi, Lisa Murphy, Jacqueline Pei

Bibliographic record

VenueWomen s Health · 2022
Typearticle
Languageen
FieldMedicine
TopicPrenatal Substance Exposure Effects
Canadian institutionsUniversity of AlbertaLakeland College
Fundersnot available
KeywordsMedicineUrogynecologySubstance useMaternal healthPregnancyObstetricsGynecologyPsychiatryPopulationHealth servicesSurgeryEnvironmental health

Abstract

fetched live from OpenAlex

Objectives: Supporting women and girls who are pregnant and experiencing substance use challenges is a high priority for researchers, clinicians, and policymakers. Complementary therapies (CTs) can be effective forms of treatment in some contexts and populations; however, research on the use of CTs in substance use recovery with pregnant women and girls is scarce. To fill this gap, we conducted a mixed methods study using survey data collected at a women’s recovery center in Canada. Our objectives were to describe CTs provided at the program; identify what CTs are perceived by participants as most/least positive; and explore factors that may impact participant experiences with CTs. Methods: We analyzed feedback responses from 255 women and girls ( M age = 27.5 years, range 15–64) using Pearson chi-square tests, logistic regression, and inductive content analysis. Results: The most frequently provided CTs were yoga, energy-related activities (e.g. reiki, reflexology), and meditation. Among the most common CTs, participants provided the highest endorsements for massage and physical activity, and the lowest endorsements for yoga and drumming. Across CTs, whether participants looked forward to an activity contributed significantly to whether they found it helpful, would like to do it again, and planned to continue engaging in the activity after leaving the program. Four broad contextual factors were identified that may impact experiences and perspectives about CTs: (1) goodness of fit, (2) self-awareness, (3) growth, and (4) healing and holistic wellbeing. Conclusions: This study provides novel evidence on the potential impacts of CTs in substance use treatment for pregnant women and girls, and important contextual factors to consider when implementing these approaches.

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)0.001
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.131
Threshold uncertainty score0.570

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 integrity0.0000.000
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 head0.020
GPT teacher head0.262
Teacher spread0.241 · 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 designObservational
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

Citations5
Published2022
Admission routes2
Has abstractyes

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