Addiction in Maternity: Prevalence of Mental Illness, Substance Use, and Trauma
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.
Bibliographic record
Abstract
Women living in vulnerable neighborhoods experience higher rates of poverty, homelessness, psychiatric issues, illicit substance use, rates of HIV, and a lowered life expectancy. The aim of the study was to further explore the history of mental illness and trauma in a sample of women (N = 31) who had recently given birth and had a substance use problem while pregnant. We investigated sociodemographic characteristics, history of trauma and post-traumatic stress disorder (PTSD), rates of substance use and dependence, and psychiatric symptoms. Childhood and adult traumatic experiences were found in the majority of the sample, and one-third presented with suspected PTSD diagnosis at the time of the interview. Women-centered services are in great demand, as well as trauma informed care, and further research on appropriate treatment for substance using, traumatized, women with a mental illness.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it