Bibliographic record
Abstract
A famous rock anthem of the 1980s by the group U2, entitled I Still Haven't Found What I'm Looking For , had been released the year before I was born. However, contrary to the song's title, I did manage to find a job. As a fresh PhD graduate, I lived the challenges and struggles that graduate students face on a daily basis. Graduate school could be one of the most stressful (but also one of the most rewarding) periods of a young adult's life. Speaking to my peers, I realize that all of them are worried about their long-term employment projections. Without a concrete plan, most of us resort to the traditional route, including 1 or 2 postdocs, in hopes for a miracle, which is usually a tenure-track academic position. But, we know that these positions are scarce and very difficult to obtain. Many of us enter graduate school as naive and ambitious students who seem ready to tackle the world's most pressing problems. Unfortunately, we usually end up with a turbulent landing. The reality is …
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How this classification was reachedexpand
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 | 0.133 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".