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
The thalaikoothal is a practice that has risen in Indian society, especially in the southern rural villages of the region of Tamil Nadu. The practice is a form of senicide, that is, a suicide or killing of the elderly, performed as a solution to many problems arising in the Indian society due to rapid social change. This issue of senicide is not talked about as much as other types of suicide or murder, and researchers have largely ignored the practice of thalaikoothal. An exception is the work of Pyali Chatterjee (2017), who tackles the issue from a legal and ethical standpoint. In this paper, I will contribute to the study of senicide in rural India by examining the issue from a sociological perspective developing a Durkheimian analysis. The article’s approach will be functionalist, mobilizing relevant concepts such as anomie, disintegration and social pathology to make sense of the circumstances that are making some Indian families use this practice.
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 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 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