Main content

Contributors:

Date created: | Last Updated:

: DOI | ARK

Creating DOI. Please wait...

Create DOI

Category: Project

Description: Passive suicidal ideation (SI) afflicts 10.6% of the population in pooled epidemiological samples. In contrast to traditional suicidology, critical suicide studies interrogate structural/systemic drivers of disparities in SI, implicating policy-level determinants and stigmatizing political rhetorics. The subdiscipline examines how “language, discourse, power relations, and social histories….ways of being ‘selves’ and ideas about life, death and suicide are not settled but are always being (re)produced and co-constituted…within specific, social historical, cultural and political contexts.”[1(p473)] This study models contemporary American bodily autonomy reversal (BAR) policymaking, unwinding access to abortion and gender-affirming healthcare, as a time-variant driver of SI. Leveraging I.) Transformer-based pretrained language models; II.) time series and event study estimation, and III.) reflexive thematic analysis, with 1.2M Reddit submissions by BAR-targeted post authors, the collective suicidogenic toll of BAR anticipation and enactment will be modeled among cisgender women, transgender, gender-diverse, and all pregnancy-capable people.

License: CC-By Attribution 4.0 International

Wiki

Early results are summarized in the README at https://github.com/sskeen/bar_policy_suicidality

[1.] White J. What can critical suicidology do? Death Stud. 2017;41(8):472-480. doi: 10.1080/07481187.2017.1332901

Files

Files can now be accessed and managed under the Files tab.

Citation

Components

Annotation spec

Annotation spec: passive suicidality in a repressive U.S. political context. Includes deliberative memos and evolved tag definitions. Precursor to GPT...

Recent Activity

Loading logs...

Pre-analysis plan


Recent Activity

Loading logs...

Training and validation loss

Training and validation loss for RoBERTa regularization, plotted and tabulated over 20 epochs. Tables provide all hyperparam configs, including learni...

Recent Activity

Loading logs...

Training and validation accuracy

Training and validation accuracy for RoBERTa regularization, plotted and tabulated over 20 epochs. Tables provide all hyperparam configs, including le...

Recent Activity

Loading logs...

Hyperparameter configuration

A complete tabulation of F_1 (macro) scores obtained per target over hyperparameter grid space.

Recent Activity

Loading logs...

Tags

abortionBERTcausal inferencegender affirmationLLMpolitical determinantsreflexivitystructural determinantssuicide

Recent Activity

Unable to retrieve logs at this time. Please refresh the page or contact support@osf.io if the problem persists.

OSF does not support the use of Internet Explorer. For optimal performance, please switch to another browser.
Accept
This website relies on cookies to help provide a better user experience. By clicking Accept or continuing to use the site, you agree. For more information, see our Privacy Policy and information on cookie use.
Accept
×

Start managing your projects on the OSF today.

Free and easy to use, the Open Science Framework supports the entire research lifecycle: planning, execution, reporting, archiving, and discovery.