MétaCan
Menu
Back to cohort
Record W2124850404 · doi:10.7202/1008492ar

Les nouveaux défis de la TPE dans les pays du Sud

2012· article· fr· W2124850404 on OpenAlexvenueno aff
Marie-Thérèse Um-Ngouem

Bibliographic record

VenueRevue internationale P M E Économie et gestion de la petite et moyenne entreprise · 2012
Typearticle
Languagefr
FieldSocial Sciences
TopicMigration, Ethnicity, and Economy
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesPhilosophyPolitical science

Abstract

fetched live from OpenAlex

La TPE du Sud serait-elle devenue un objet d’étude en sciences de gestion ? Depuis quelques années, la TPE en Occident est un champ d’étude constamment exploré. Pendant ce temps, perçue comme un lieu de débrouillardise et de survie, son homologue du Sud n’a pas su susciter le même intérêt. Pourtant, le développement de la TPE concerne aujourd’hui au moins autant de personnes dans les pays du Sud que la grande entreprise. Cet article ouvre une réflexion sur la caractérisation des micro-comportements dans les TPE du Sud, en tant qu’objet spécifique d’étude. Il en souligne l’évolution, les défis actuels et la capacité à les relever. Il met l’accent, dans un souci de validité, sur la nécessaire contextualisation des outils et modèles d’analyse traditionnelle pour saisir la complexité de ces unités de production sans dénaturation. La problématique abordée devrait ainsi déboucher sur des pistes d’une véritable recherche sur ces entreprises d’un type particulier.

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 imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.633
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.001

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.

Opus teacher head0.023
GPT teacher head0.281
Teacher spread0.258 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations6
Published2012
Admission routes1
Has abstractyes

Explore more

Same venueRevue internationale P M E Économie et gestion de la petite et moyenne entrepriseSame topicMigration, Ethnicity, and EconomyFrench-language works237,207