Bibliographic record
Abstract
Potential competing interests: No potential competing interests to declare.Tirozzi, Lecian, and Politi find that a published conductance-based model of hippocampal interneurons exhibits depolarization block for sufficiently large constant injected current.This loss of repetitive firing occurs through a supercritical Hopf bifurcation.Additionally, an arbitrarily small firing frequency can occur at the onset of repetitive firing showing that this neuron model is in Hodgkin's excitability class 1.There is considerable room for improvement in the exposition, grammar, and the methodology of the manuscript.Most significantly, the bifurcation analysis of the model is incomplete and the importance of the results is not clear.The manuscript needs to be improved before publication.Here are some specific comments: 1) Tirozzi should list an institutional email.2) Abstract: "of an hippocampal" "of a hippocampal", "deterministic the" "deterministic and the", "our results proved" "our results show", "are a in" "are in a", "such mechanism" "such a mechanism", "activity of the neurons" "activity of neurons".
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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".