Bibliographic record
Abstract
Apple. Ambrosia (October to February). Braeburn (October to August). Crimson Gold (October to February). Fuji (October to August). Gala (Year-Round). Golden Delicious (September to April). Granny Smith (Year-Round). Pink Lady (September to January). Red Delicious (Year-Round). Apricot (April to June). Artichoke (Year-Round, peaks March to July). Asian Pear (Year-Round). Asparagus (Year-Round). Avocado (Year-Round). Banana (Year-Round). Bean. Fava (March to June). Green (Year-Round). Soy Bean Edamame (Year-Round). Beet (Year-Round). Red (common). Gold. Bell Pepper (Year-Round). Green. Red. Yellow. Berry. Blackberries (June to April, peak season June and July). Blueberries (Year-Round, peak season June and July). Cranberries (October to December). Raspberries (April to December). Strawberries (February to August). Broccoli (Year-Round). Brussels Sprout (November to May, peak season November to February). Cabbage (Year-Round). Green. Red. Carrot (Year-Round). Cauliflower (Year-Round). Celery (Year-Round). Cherry (May to August). Corn (June to August). Bicolor. White. Yellow. Cucumber (Year-Round). Common. English (Hothouse). Eggplant (May to Aug). Globe. Fennel (Year-Round). Fig. Black Mission (June to October). Brown Turkey (June to October). Kadota: (August to October). Garlic (Year-Round). Ginger (Year-Round). Grape. Green (March to October). Red (March to October). Grapefruit (Year-Round). Greens (Year-Round, peaks late spring to early summer). Chard (green, rainbow, Swiss red). Collard. Dandelion. Kale. Mustard. Spinach (mature, baby). Herbs (Year-Round). Arugula. Basil. Chives. Cilantro. Dill. Mint. Oregano. Parsley (curly, Italian). Rosemary. Sage. Thyme. Jicama (Year-Round). Kiwi (Year-Round). Kumquat (December to May). Leek (Year-Round, peak season spring). Lemon (September to July, peak season December to February). Lettuce (Year-Round, peaks late spring and early summer). Butter. Green Leaf. Iceberg. Red Leaf. Romaine. Lime (Year-Round, peaks May to July). Mango. Ataulfo (February to March). Haden (Year-Round). Kent (Year-Round). Tommy Atkins (Year-Round). Melon. Cantaloupe (Year-Round). Honeydew (Year-Round). Watermelon, Mini Watermelon (June to September). Mushroom (Year-Round). Crimini (cremini). Common White. Portobello. Shiitake. Nectarine (May to September). White Flesh. Yellow Flesh. Onion. Cipolline (September to November). Green (Scallion) (Year-Round). Red, White (Year-Round). Sweet (March to August). Yellow (Year-Round). Orange. Blood (December to February). Cara Cara (December to January). Navel (November to March). Valencia (February to December). Peach. Saturn (June to August). White Flesh (June to September). Yellow Flesh (May to September). Pear. Bartlett (August to April). Bosc (September to June). D?Anjou (October to July). Red Bartlett (August to April). Starcrimson: August to January. Pea. Sno peas (December to March, June to July). Sugar snap peas (February to December). Persimmon (October to December). Fuyu. Hachiya. Pineapple (Year-Round). Plum/Plumcot. Plum (May to October). Plumcot (May to August). Pomegranate (August to mid December). Potato. Baby, Creamer (September to May). Fingerling (September to March). Red, Russet, Yukon Gold (Year-Round). Radish (Year-Round). Shallot (August to April). Squash (Year-Round). Acorn. Butternut. Crookneck. Kabocha. Spaghetti. Zucchini. Sweet Potato (Year-Round, peak season September to February). Tangerine, Mandarin. Clementine (November to January). Honey (February). Lee (January to February). Minneola Tangelo (February to April). Orlando Tangelo (November to January). Page (December to January). Satsuma (November to January). Tomato. Baby Heirloom (July to August). Cherry (Year-Round). Common Red (Beefsteak) (Year-Round). Grape (Year-Round). Heirloom (Year-Round). Red (Cluster, On-the-Vine (Year-Round). Roma (Plum) (Year-Round). Teardrop (red or yellow) (Year-Round). Turnip (Year-Round).
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.489 | 0.199 |
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".