Guddling about: Experiments in vital materialism with particular regard to water
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
A series of performances and actions exploring human-water interrelations in Alberta, Canada, around the Bow River and its catchment area. The project was undertaken during a residency in Calgary with the City’s Public Art and Utilities and Environmental Protection Departments, in April and August-September 2013. See http://guddling.tumblr.com http://guddlingaboutexperiments.tumblr.com The Guddling About project in Alberta culminated in a public event at Glenmore Dam and Water Treatment Plant on 28 September 2013. Since 2013, Guddling About has evolved as an ongoing practice-based research project which has been re-configured to explore the specific human-water relations in Glasgow, Scotland; Dumfries and Galloway, Scotland; Madrid, Spain; Berlin, Germany, Melbourne, Australia, Hamburg, Germany and Kuopio, Finland
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 | 0.002 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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