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 found poem created from a selection of poems published in indexed peer-reviewed social science journals between 2007 and 2012 is presented. The excerpts from poems were drawn from a 595-page annotated bibliographic update of a bibliography on this poetic inquiry in the social sciences that was completed in 2007. Excerpts from poems were gathered from this updated compilation via Kurt H. Wolff’s phenomenological surrender and catch method. Surrendering to the process of engaging with the bibliography allowed me to catch phrases, lines, and verses. Excerpts were chosen based on aesthetic criteria such as imagery, metaphor, truthfulness, affective impact, and so on. These excerpts were then grouped according to various voice forms and topics covered. A found poem created from excerpts from 30 poems focuses on Vox Poetica, one of five new voices discovered that are employed in recent poetic inquiry practice.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 0.005 |
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