The future of production systems in a globalized world
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Human life is ultimately dependent on ecosystem services supplied by the biosphere. These include food, disease regulation, and recreational opportunities. Over the past 50 years, humans have changed ecosystems more rapidly and extensively than at any other time in human history, primarily to meet our growing demands for provisioning ecosystem services (eg food, freshwater, and timber). These changes have impacted other ecosystem services (eg climate regulation and erosion control). Current demand for ecosystem services is growing rapidly. How these demands are met will play a major role in determining the ecological, economic, and cultural future of the planet. While much is known about improving management of production systems to be more sustainable, research gaps remain. Challenges for ecologists include understanding the connection between management regimes, ecosystem structures and provision of multiple types of ecosystem services, understanding interactions among ecosystem services, and exploring the role of thresholds and resilience in production systems. Understanding these systems and how to manage them to ensure resilient provision of multiple ecosystem services is a key challenge for ecology. La vida humana depende en última instancia de los servicios ecosistémicos que proporciona la biosfera. Éstos incluyen alimento, control de enfermedades y oportunidades recreativas. En los últimos 50 anños los humanos han alterado los ecosistemas mas rápida y extensamente que durante cualquier otro periodo de la historia, principalmente para satisfacer la creciente demanda de servicios de aprovisionamiento (e.g., alimento, agua potable y madera). Estos cambios han alterado a otros servicios de los ecosistemas (e.g., regulación del clima y control de erosión). La demanda de servicios de los ecosistemas está creciendo rápidamente. La manera como esta demanda sea cubierta determinará el futuro ecológico, económico y cultural del planeta. Aunque se conocen maneras de mejorar los sistemas de producción para hacerlos sostenibles, aún existen muchos vacíos en la investigación. Los retos para los ecólogos incluyen el poder entender la conexión entre diferentes regímenes de manejo, las estructuras de los ecosistemas y la dotación de diversos tipos de servicios del ecosistema, la exploración de los umbrales y la resiliencia de los sistemas de producción. La comprensión de estos sistemas y su manejo para asegurar la resiliencia en la dotación de múltiples servicios ecosistémicos es un reto clave para la ecología.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it