CAQD Conference 2013. Marburg, Germany, 6-9 March 2013, Marburg Research Group for Methodology and Evaluation (MAGMA), Phillips University, Marburg
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
Nestled on the banks of the river Lahn in central Germany, the 15th CAQD conference was held at Marburg. A beautiful provincial town, it is one of very few that was spared the bombings of WWII; now providing the perfect backdrop for meeting to discuss developments in qualitative technology. This was the second international conference in the series with more than 140 delegates from 14 countries, including: Canada, Brazil, Portugal, the UK, as well as Germany. Hosted by MAGMA, the Marburg Research Group for Methodology and Evaluation, in partnership with Philipps-University Marburg, CAQD prioritizes a user-focus which balances practical and methodological workshops with conference presentations. © 2013 FQS.
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 | 0.012 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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