Dynamique des entreprises : l'entrée et la sortie d'entreprises au Canada, 2000 à 2008
Bibliographic record
Abstract
Le présent document offre un examen des tendances de l'entrée et de la sortie des entreprises dans le secteur canadien des entreprises effectué à partir de la base de données du Programme d'analyse longitudinale de l'emploi (PALE) créé par Statistique Canada. Notre objectif principal est de présenter des faits stylisés et de fournir une analyse descriptive des tendances de l'entrée et de la sortie d'entreprises dans l'économie canadienne afin d'établir un fondement solide pour de futures études théoriques et empiriques approfondies de la dynamique des entreprises. En particulier, le document met l'accent sur l'importance relative des entreprises entrantes et sortantes pour ce qui est de leur nombre et de leur effectif, sur la persistance des tendances de l'entrée et de la sortie d'entreprises au cours du temps, et sur la corrélation entre les taux d'entrée et de sortie au niveau de l'industrie.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.005 | 0.012 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 source (direct Gemma or distilled Codex), 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".