The L-system-based plant-modeling environment L-studio 4.0
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
L-studio and the Virtual Laboratory (Vlab) are two related plant modeling packages developed at the University of Calgary, Canada. They have been distributed by this University since 1999. The packages run on Windows and Linux machines, respectively, have similar functionality, and support the exchange of models between both systems. The main difference between these systems is the user interface, which is designed to meet the different expectations of Windows or Linux users. Below we outline the most recent version of L-studio (4.0) (Fig. 1). The package consists of: (a) two L-system-based simulation programs, cpfg and lpfg; (b) a modeling environment that provides auxiliary modeling tools; (c) a library of programs for simulating environmental processes that affect plant development; (d) a set of sample models; and (e) a graphical browser for organizing and accessing models on both local and remote machines.
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 | 0.001 | 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