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 popular approach to study living neurons involves the preparation of dissociated cultures. If isolated from neonatal or embryonic animals, neurons survive their removal and subsequent dissociation procedures. They grow processes on appropriate substrates, acquire mature neuronal morphology and polarity, and form functional synapses that resemble those of neurons developing in vivo. On the other hand, dissociated neurons produce neural circuits which differ from native circuits. While many protocols have been developed to grow multiple types of neurons, this chapter focuses on one major protocol: the preparation of neonatal rat hippocampal neurons. It involves several steps including the meticulous preparation of coverslips and stock solutions, dissection of the hippocampi, cell seeding, and the long-term maintenance of the cultures. While dissociated neuronal cultures are used by many and can be routinely maintained for several weeks, they deserve particular attention through daily observations and rigorous laboratory 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 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 0.003 |
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