From Susceptibility to Immunity: The Pandemic of Homicide Grief
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
Grief from homicide is a global phenomenon. A pattern of structural racism and systemic inequities have shaped Black homicide deaths and have increased the prevalence, susceptibility, spread, and impact of homicide grief for Black communities throughout the global diaspora. A complex interplay of structural vulnerabilities has constituted a worldwide pandemic of homicide grief for Black communities. In this paper, homicide grief is conceptualized as a pandemic. Historical and structural factors that create vulnerability to homicide loss, enhance susceptibility, and facilitate the spread of homicide grief for Black communities is described. A public health framework incorporating prevention, protection, and mitigation strategies is critical to addressing pandemics. A public health framework that incorporates anti-Black racism and other sociopolitical factors that render Black communities disproportionately vulnerable to homicide grief is proposed. Recommendations for reducing the prevalence and interrupting the inequitable spread of homicide grief within Black communities is discussed, including improved access to culturally responsive grief and bereavement services, influencing policy structures, and increasing culturally attuned research efforts.
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 | 0.001 | 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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