Bibliographic record
Abstract
Abstract In this issue we present seven articles originally from Canada, Chile, Colombia and Spain. The articles are of diverse subjects: first, some herd behaviour of the institutional investors in Chile; second, the impact of growth strategies and the company's resources on the business growth method; third, the effectiveness of the norms on the directives of the remuneration committee of the board of directors on the appropriate remuneration of the directors; fourth, the incidence of the behaviour of the stakeholders in the failure of the companies; fifth, barriers and options to increase the female workforce in mining companies; sixth, the factors that impulse the exporting behaviour of companies; and seventh, the impact of the design of a product in the buying intention of the consumers. All the articles, including those written in Spanish or Portuguese, are available in English. Resumen En este número presentamos siete artículos provenientes de Canadá, Chile, Colombia y España. Los artículos tienen temáticas muy diversas: 1) algunos comportamientos en manada de los inversores institucionales en Chile; 2) El impacto de la estrategia de crecimiento y de los recursos de la empresa en el método de crecimiento empresarial; 3) La efectividad de las normas sobre la Comisión de Remuneraciones de los Consejos directivos sobre la remuneración apropiada de los consejeros; 4) La incidencia del comportamiento de los grupos involucrados (stakeholders) en el fracaso de las empresas; 5) Barreras y opciones para incrementar la fuerza laboral femenina en las empresas mineras; 6) Los factores que impulsan el comportamiento exportador de las empresas; y 7) El impacto del diseño de un producto en la intención de compra de los consumidores. Todos los artículos, aún los escritos en español o portugués, están disponibles en inglés.
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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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.279 | 0.142 |
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".