Chemical Painting, Street Lights & Brew Year's Eve
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
Chemical Painting\nThe black and white images are 35mm film prints I developed using “chemical painting.” I created the effect by dripping the developer onto the tray in order to only expose parts of the images. I like this process because you only have so much control over the outcome and no two prints will ever process exactly the same.\nStreet Lights\nI shot these portraits in winter quarter when it felt like every day I was waking up to rain. I decided to bring in some of those elements into the studio, and I experimented with gel lighting to create a happier mood than what is usually associated with rain.\nBrew Year’s Eve\nMy friend Eric Weinhardt organized a surf contest amongst our friends on New Year’s Eve 2018. It was an epic day celebrating the year with a good group of guys and some fun waves. Shoutout to my boy E.W. for setting it up!
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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