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
Abstract I offer a novel conception of the nature of wanting. According to it, wanting is lacking something one needs. Lacking is not a normative notion but needing is, and that is how goodness figures in to wanting. What a thing needs derives from what it is to be a good thing of its kind. In people, wanting is connected to both knowledge and the will. A person can know that she wants something and can act on that knowledge. When she does, she is acting in light of that want and her want is a reason why she acted. There is a close connection between wanting and our wills, not just because we can sometimes choose how to get what we need, but because our choices can determine what we want. We can't simply choose to want something, but in deciding how to live our lives, who to be, and what to pursue, we are free to settle what we want, at least within limits. These connections to knowledge and the will make human wanting rich and morally relevant, but they don't transform human wanting into something special. Wanting is everywhere just a matter of lacking something one needs.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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