La veille stratégique chez les PME de haute technologie: une étude de cas par comparaisons intersites
Bibliographic record
Abstract
L’objectif de cette étude était de relever des caractéristiques de veille stratégique susceptibles d’être associées à la performance des PME œuvrant en haute technologie. La stratégie de recherche favorisée pour atteindre cet objectif a été l’étude de cas par comparaisons intersites. Les résultats ont permis d’ébaucher un profil des activités de veille caractérisant les PME de haute technologie connaissant du succès. La propension à l’innovation des membres de l’équipe dirigeante semble être le catalyseur des activités de veille, stimulant et orientant les efforts de veille. Ainsi, la veille est motivée par la recherche d’occasions d’affaires et elle vise principalement l’horizon à long terme. Par ailleurs, les dirigeants gèrent de façon stratégique leurs réseaux d’information, afin d’y puiser les informations nécessaires à l’innovation.
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 | 0.004 | 0.020 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".