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 governor general of the East India Company, Lord Cornwallis introduced the permanent settlement act in 1793 in Eastern India. This law expanded to South India later on after the 1800s. The law gave superior landholding rights to a group called Zamindars, a diverse group that can be broadly categorized as rural elites. These land holding rights included a plot with tangible boundaries and tax collection power on behalf of the government. This deed operated on the basis of heritable ownership and would be saleable and mortgageable. However, if a Zamindar failed to pay the revenue before sunset of the due date, the government seized the land and sold it to the highest bidder. This act had both short- and long-term socio-political impacts on its operations. This research looks into the origins of the Permanent Settlement Act of 1793 in a more holistic manner. Most research focuses on either intellectual or political motivations behind the introduction of the Act. This research will try to synthesize the factors and consider the ways they both influenced each other. It will also look into its initial operations and reactions towards it. This will also further explain the Act’s origins by understanding what changed in the first place, why and how so.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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