PROPUESTA DE AUTOMATIZACIÓN EN BODEGA DE PRODUCTO TERMINADO EN INDUSTRIA MANUFACTURERA DE PRODUCTOS DE HIGIENE PERSONAL EN COSTA RICA
Bibliographic record
Abstract
El presente artículo presenta la propuesta de automatización para la sección de bodega de producto terminado y área de entarimado de la empresa Kimberly Clark, donde se hace la selección de producto, inventariado, paletizado y entarimado del producto final. Se propuso automatizar parte de dicho proceso por medio de la lectura del código de barras de sus productos y la distribución de los mismos por canales específicos donde el operador humano intervenga hasta la etapa final de acomodo en tarimas para el paletizado, de manera que el personal no tenga que estar realizando trabajos repetitivos y desgastantes; y así se pueda llevar un control de inventario minucioso de forma automática. La propuesta se plantea a la planta de de la compañía en San Antonio de Belén de Heredia, Costa Rica.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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".