《TheoreticalandAppliedGenefics）杂志：汇集杰出遗传育种家智慧的宝库《Theoretical and AppliedGenetics》Journal：Uniting Great Intemgences of Outstanding Genetics and Breeding Scientists
Bibliographic record
Abstract
《Theoretical and Applied Genetics》（TAG）是植物遗传育种领域国际知名的SCI期刊，2004年影响因子2．981。主要刊登理论遗传学、应用遗传学、植物基因组学、植物染色体组学和植物生物技术等方面的原始论文。TAG汇集了全世界植物遗传育种家最重要和最有影响力的研究成果，成为“分子农业时代”先进遗传学的见证与领头刊。该杂志已被SCI、水产科学与渔业文摘、化学文摘、生命科学及PubMed等诸多数据库收录，成为国际植物遗传育种学家研究成果共享与交流的重要学术平台之一。
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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.014 |
| Scholarly communication | 0.007 | 0.008 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.020 | 0.002 |
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".