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
The physical geography of Earth is explained through the systems that shape the planet's lands, waters, and atmosphere. Written in an easy narrative style, each chapter combines text with more than 40 single-concept illustrations. The result is a distinctive design that weaves words and illustrations together into an integrated whole. The presentation is uncluttered to keep students focused on the main themes. An entire chapter is dedicated to climate change, its geographic origins, likely outcomes, and influence on other Earth systems. A distinctive illustration program includes summary diagrams at the end of chapters that recap concepts and reinforce the systems approach. Section summaries within chapters, along with end-of-chapter review points and questions, are provided to highlight key concepts and encourage thoughtful review of the material. The instructor's guidebook highlights the core concepts in each chapter and suggests strategies to advance a systems approach in teaching physical geography.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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