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Record W4389574105 · doi:10.1038/s41591-023-02629-5

Health effects associated with exposure to intimate partner violence against women and childhood sexual abuse: a Burden of Proof study

2023· article· en· W4389574105 on OpenAlexaff
Cory N Spencer, Mariam Khalil, Molly E Herbert, Aleksandr Y. Aravkin, Alejandra Arrieta, María José Baeza, Flavia Bustreo, Jack Cagney, Renzo Calderón-Anyosa, Sinclair Carr, Jaidev Kaur Chandan, Carolina V. N. Coll, Fabiana Martins Dias de Andrade, Gisele Nepomuceno de Andrade, Alexandra N Debure, Luísa Sório Flor, Ben Hammond, Simon I Hay, Felícia Marie Knaul, Rachel Qian Hui Lim, Susan A. McLaughlin, Sonica Minhas, Jasleen K Mohr, Erin C Mullany, Christopher J L Murray, Erin M O’Connell, Vedavati Patwardhan, Sofia Reinach, Dalton Scott, Reed J. D. Sorenson, Caroline Stein, Heidi Stöckl, Aisha Twalibu, Nádia Vasconcelos, Peng Zheng, Nicholas Metheny, Joht Singh Chandan, Emmanuela Gakidou

Bibliographic record

VenueNature Medicine · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicIntimate Partner and Family Violence
Canadian institutionsMcGill University
FundersKennedy Trust for Rheumatology ResearchBill and Melinda Gates Foundation
KeywordsDomestic violenceMedicinePsychiatrySexual abusePoison controlClinical psychologySuicide preventionEnvironmental health

Abstract

fetched live from OpenAlex

The health impacts of intimate partner violence against women and childhood sexual abuse are not fully understood. Here we conducted a systematic review by comprehensively searching seven electronic databases for literature on intimate partner violence-associated and childhood sexual abuse-associated health effects. Following the burden of proof methodology, we evaluated the evidence strength linking intimate partner violence and/or childhood sexual abuse to health outcomes supported by at least three studies. Results indicated a moderate association of intimate partner violence with major depressive disorder and with maternal abortion and miscarriage (63% and 35% increased risk, respectively). HIV/AIDS, anxiety disorders and self-harm exhibited weak associations with intimate partner violence. Fifteen outcomes were evaluated for their relationship to childhood sexual abuse, which was shown to be moderately associated with alcohol use disorders and with self-harm (45% and 35% increased risk, respectively). Associations between childhood sexual abuse and 11 additional health outcomes, such as asthma and type 2 diabetes mellitus, were found to be weak. Although our understanding remains limited by data scarcity, these health impacts are larger in magnitude and more extensive than previously reported. Renewed efforts on violence prevention and evidence-based approaches that promote healing and ensure access to care are necessary.

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)0.040
metaresearch head score (Gemma)0.164
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.040
Threshold uncertainty score0.211

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0400.164
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0060.010
Bibliometrics0.0140.012
Science and technology studies0.0010.002
Scholarly communication0.0040.003
Open science0.0010.003
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.010
GPT teacher head0.321
Teacher spread0.311 · 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 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

Citations92
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueNature MedicineSame topicIntimate Partner and Family ViolenceFrench-language works237,207