Bibliographic record
Abstract
Indian middle-man (to Author): Sir, if we do not identify your composition a novel, how then do we itemise it? Sir, the rank and file is entitled to know. Author (to Indian middle-man): Sir, I identify it as a gesture . Sir, the rank and file is entitled to know. Indian middle-man (to Author): Sir, there is no immediate demand for gestures . There is immediate demand for novels. Sir, we are literary agents not free agents. Author (to Indian middle-man): Sir, I identify it a novel. Sir, itemise it accordingly. The above exchange, which constitutes one of several frontispieces that frame G. V. Desani’s maverick and freewheeling novel of 1949, offers a provocative opening for this essay. Writing two years after the independence of India, Desani makes his ‘author’ and his initially blustering stance define the very essence of postcolonial necessity. Now is the time of immense social and cultural change, a moment pregnant with opportunity, which demands transformation of the mere fact of the novel into something far more meaningful: the ‘gesture’. And yet this grandiloquence is rapidly brought down to earth by the brute realities of the market, which relentlessly declares its own chain of demand and supply. The author’s quick turnaround, while ridiculous, is touchingly redeemed by the pragmatism that propels it. Moreover, it is an ‘ Indian middle-man’ who, in the name of the ordinary ‘rank and file’, imposes on the author these mundane yet unavoidable pressures.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.008 | 0.009 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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".