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
This hand-held, self-retaining retractor (Fig. 1) can be found in operating theatres around the world; however, its creator has been somewhat forgotten to history. This is particularly noticeable in English-speaking centres, as it is often referred to as the Wheatlander, Weetlaner, or even just ‘Wheatie’, and not by its proper name, the Weitlaner (pronounced VIGHT-lahn-er). Franz Weitlaner (Fig. 2) was born on 17 September 1872, in the town of Welsberg, a German-speaking municipality in the South Tyrol province of northern Italy, in the foothills of the Dolomite mountains, a range that is part of the Alps, and, as of 2009, a UNESCO World Heritage site. Initially studying theology at the Diocesan Seminary, Franz switched from theology to medicine, beginning his studies at the age of 20 years at Innsbruck Medical University. This historic university was inaugurated by the Holy Roman Emperor Leopold I on 15 October 1669. Weitlaner obtained his doctorate of medicine from the university in 1898, and, after completing his clinical training in 1902, served as a ship’s surgeon with the Austrian Lloyd Shipping Company, sailing to countries in Asia, and writing on various topics including sea-sickness, syphilis, and plague. Following his nautical adventures, Weitlaner returned to terra firma, marrying a classical pianist named Leopoldine Kraubmann in 1903, and settling in the remote village of Ottenthal, in the northeast of Austria. It was here, where he ran a general practice with no assistants available, where necessity led to the birth of his invention.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 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