A Scholar’s Guide to Research, Collaboration, and Publication in NINES
Bibliographic record
Abstract
This essay offers a rationale for the design of Collex, the social software and faceted browsing system that powers NINES , a “networked infrastructure for nineteenth-century electronic scholarship.” It describes how Collex serves as a clearinghouse and collaborative hub for NINES, allowing scholars to search, browse, collect, and annotate digital objects relevant to nineteenth-century studies from a variety of peer-reviewed sources. It also looks forward to the next version of Collex, which will include a sophisticated exhibits builder, through which scholars can “remix” or re-purpose collected objects into annotated bibliographies, course syllabi, illustrated essays, and chronologies – and contribute these resources back into the NINES collective. A detailed guide to using Collex, complete with screenshots, is included. This article frequently links directly into the NINES system (in which, by virtue of its publication in Romanticism and Victorianism on the Net , it is already included ), thereby gesturing at the future of networked, “born-digital” scholarship.
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 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 | 0.002 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".