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Passive suicidality in a repressive U.S. political context
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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.
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
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Components
Annotation spec
Annotation spec: passive suicidality in a repressive U.S. political context. Includes deliberative memos and evolved tag definitions. Precursor to GPT...
Training and validation loss
Training and validation loss for RoBERTa regularization, plotted and tabulated over 20 epochs. Tables provide all hyperparam configs, including learni...
Training and validation accuracy
Training and validation accuracy for RoBERTa regularization, plotted and tabulated over 20 epochs. Tables provide all hyperparam configs, including le...
Hyperparameter configuration
A complete tabulation of F_1 (macro) scores obtained per target over hyperparameter grid space.
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