Bibliographic record
Abstract
The focus of this thesis is on civil procedure and the manner of dispensing summary justice in an Indian context (with a particular reference to the Bombay High Court). Given the length of a civil trial and the formality attached to the process, courts increasingly grant interim relief to keep the interests of the parties protected. This has resulted in a change in litigants' attitude towards interim relief as they look to satisfy themselves on the basis of such interim relief alone. However, interim relief cannot replace final decrees in civil actions, since they are granted on a summary basis. Limited judicial resources have also caused courts to embrace case-management and settlement techniques that makes the prospects of achieving final conclusion of civil actions more removed. I therefore delve into the question of whether in their pursuit to achieve justice, whether courts are losing sight of determining the truth.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.035 | 0.121 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.030 |
| Scholarly communication | 0.014 | 0.021 |
| Open science | 0.004 | 0.005 |
| Research integrity | 0.014 | 0.012 |
| Insufficient payload (model declined to judge) | 0.017 | 0.004 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".