The tarnished plant-bug (Lygus pratensis) (Linn.) (Hemiptera-Miridae) in its relation to alfalfa
Bibliographic record
Abstract
Litarature Citad 90 PUtaa baglnnlne with iiaea 99 J 9h0 temlshed plant-bug has b»en mppmpttmttX^called "tho sparrow of the insdet trorld*'* It has alaost a vorld viAt distribution* eec\n>rin6 In ^arope, in praotloall?all parts of tbs l&iitsd states » and Canada.It has been re- ported froa AlaslGa and Siberia* It has a rer; wide range of food plants y beizig a pest of norsery stoek^4wwsntel plants, and mtaxf field and vegetable crops.It has a wide distrlbutioQ in IsauHUi «Bd« taking the sbesle ssason through* is ttm aest iaBMr«nis insest on alfalfa.It was first re- ported on alfalfa by Cooacersll in 1894 but the present ctHfl^ is the first with special referenee to alfalfa.This iga^mt oontsins a msmmrj of the llteratiivsi dealing with the tarnished plant-bug with the results of a study <^ this iniMct in its relati<»i to alfalfa whieh was nslto by t&s writer during the past year* 1
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.001 | 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 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".