Introduction: the tomato crop and industry.
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
<title>Abstract</title> This chapter briefly covers the classification and taxonomy of the tomato, genetic variation within the <italic>Lycopersicon</italic> genus, and the origin, history and uses of the tomato. The general characteristics of fresh and processed tomatoes are mentioned and the types available (classic round; cherry and cocktail; plum and baby plum; beefsteak; and vine or truss) are briefly described. A worldwide overview of today's tomato industry is presented, followed by short descriptions of tomato production in different countries grouped under the following geographical regions: Europe and Turkey (Italy, Spain, Greece and Portugal, Netherlands and Belgium, France, Germany and the UK, and Turkey), South Asia (China, India, Japan and South Korea), North America (USA and Canada), Central and South America (Chile and Mexico, and Brazil), Oceania (Australia and New Zealand) and Africa and the Middle East. Finally, future perspectives for the tomato industry are considered.
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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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