Bibliographic record
Abstract
Key to Bromus of México and Central America 1 Spikelets strongly flattened laterally; lemmas strongly keeled (sect. Ceratochloa) ........................................................... 2 – Spikelets not strongly flattened laterally; lemmas rounded over the mid-rib, not strongly keeled ..................................... 4 2 Awns 0–3.5(–4) mm long; upper glumes 9(–11)-nerved, lemma nerves usually raised ............................. 6. B. catharticus – Awns 4–15 mm long; upper glumes 5–7-nerved, lemma nerves not raised ......................................................................... 3 3 Upper glumes ca. equal in length to the lowermost lemma; lemmas generally hairy along the margins, backs hairy or glabrous, marginal hairs generally longer than those on lemma backs; panicles with 1–2 spikelets per branch; spikelets 1.5–2.5(–2.7) cm long; plants annual ............................................................................................................ 2. B. arizonicus – Upper glumes shorter than the lowermost lemmas; lemmas scabrous or variously hairy, marginal hairs if present similar in length to those on lemma backs; panicles with 1–3(–9) spikelets per branch; spikelets 2–4 cm long; plants perennial ........ .......................................................................................................................................................................... 5. B. carinatus 4 Lemma apices conspicuously bidentate, teeth hyaline, awn-liketoacuminate; largestlemmasgenerally <2 mm wide ... 5 – Lemma apices entire or inconspicuously bidentate, teeth usually not hyaline; largest lemmas generally> 2 mm wide .. 10 5 Awns geniculate and/or twisted; spikelets elliptic to lanceolate (sect. Neobromus) .................................. 4. B. berteroanus – Awns straight, not twisted; spikelets linear-elliptic to cuneate (sect. Genea) ...................................................................... 6 6 Lemmas mostly> 20 mm long; awns 30–65 mm long; upper glumes 18–35 mm long .................................. 8. B. diandrus – Lemmas mostly <20 mm long; awns 8–30 mm long; upper glumes 7–21 mm long .......................................................... 7 7 Inflorescences open, branches spreading to nodding, usually one-sided, often sinuous, usually longer than the spikelets; spikelets 1.5–2(–2.5) cm long (2.5–3.5 cm including awns) ......................................................................... 22. B. tectorum – Inflorescences dense, branches ascending to spreading, not one-sided or sinuous, usually shorter than the spikelets; spikelets 2–4.5 cm long (3–6.5 cm including awns) ..................................................................................................................... 8 8 Inflorescence internodes gradually reduced distally, some branches usually longer than spikelets, shortest branch on lowest inflorescence node 6–24 mm long, longest branch on lowest node 0–1 times branched; culms glabrous below the inflorescences; florets not overlapping at maturity .............................................................................................. 16. B. madritensis – Inflorescence internodes abruptly reduced distally, branches shorter than spikelets, shortest branch on lowest inflorescence node ≤ 6 mm long, longest branch on lowest node 2–5 times branched; culms pubescent below the inflorescences; florets overlapping at maturity ..................................................................................................................................... 20. B. rubens 10 Plants annual; lower glumes 3(5)-nerved; upper glumes 5–9-nerved (sect. Bromus) ......................................................... 11 – Plants perennial; lower glumes 1(3)-nerved; upper glumes 3(5)-nerved ........................................................................... 13 11 Awns inserted 1.5–5 mm below lemma apex, straight to strongly divergent .............................................. 14. B. japonicus – Awns inserted <1.5 mm below lemma apex, straight ........................................................................................................ 12 12 Lemmas densely pubescent, nerves raised; glumes sparsely to densely pubescent; lower glumes 5.2–7 mm long; upper glumes 6–8.5 mm long; lemmas 7.5–9 mm long; spikelets not widening substantially by divergence of the florets as the fruit forms, lemmas continuing to obscure most rachillas; caryopses flat or crescent shaped in cross section; panicles usually dense .................................................................................................................................................... 12. B. hordeaceus – Lemmas glabrous, occassionally scabrous distally, nerves smooth, not distinctly raised; glumes glabrous or scabrous; lower glumes 3.6–4.9 mm long; upper glumes 4.2–6.1 mm long; lemmas 6–7.7 mm long; spikelets widening substantially by divergence of the florets as the fruit forms, many rachillas becoming visible as the lemma wraps around the caryopses; caryopses U- and V-shaped in cross section; panicles ± open ...................................................................... 21. B. secalinus 13 Lemmas 3(–5)-nerved (sect. Mexibromus) ........................................................................................................................ 14 – Lemmas 5–7-nerved (sect. Bromopsis) .............................................................................................................................. 16 14 Awns 7–13 mm long; lemmas 14–20 mm long; anthers 1.1–2(–3) mm long ......................................... 9. B. dolichocarpus – Awns <5 mm long; lemmas <14 mm long; anthers> 3 mm long .................................................................................... 15 15 Anthers 6–6.5 mm long; widest leaf blades 2–3 mm wide, blades not narrowing towards their base; awns (1–) 2–3.5 mm long; auricles usually absent (sometimes present in plants from Cerro Potosí, NL); plants densely tufted, often with a conspicuous, corm-like rootstock .............................................................................................................................. 7. B. densus – Anthers 3.5–5.5 mm long; widest leaf blades 6–16 mm, blades narrowing towards their base; awns 2.5–4.5(–5) mm long; auricles present; plants tufted, conspicuous corm-like rootstock absent ....................................................... 3. B. attenuatus 16 Plants with rhizomes; awns absent or up to 3 mm long; longest anthers> 4 mm long ................................... 13. B. inermis – Plants caespitose, rhizomes absent; awns 1.5–11 mm long; all anthers <4 mm long ....................................................... 17 17 Most lower glumes on a plant 1-nerved ............................................................................................................................. 18 – Most lower glumes on a plant 3-nerved ............................................................................................................................. 22 18 Lower leaf sheaths densely lanate, the hairs matted at the tips .................................................................... 15. B. lanatipes – Lower leaf sheaths pubescent, pilose, or glabrous, never lanate ....................................................................................... 19 19 Lower glumes (7–) 9–11 mm long, linear-lanceolate; lemmas 12–16 mm long, linear-lanceolate, gradually narrowed to apices; spikelets moderately laterally compressed .............................................................................................. 10. B. exaltatus – Lower glumes 4.9–9.5(–12) mm long, lanceolate; lemmas 7–13.5(–15) mm long, elliptic to lanceolate; spikelets terete to moderately laterally compressed ........................................................................................................................................ 20 20 Auricles usually present; awns 1–3 mm long; leaf blades 2–4 mm wide; lemmas 7–10 mm long; ligules 0.2–1.6 mm long ......................................................................................................................................................................... 1. B. anomalus – Auricles absent; awns 3.1–8 mm long; leaf blades (3–)4–10.5(–13) mm wide; lemmas (9–)10–13.5(–15) mm long; ligules 1.5–4 mm long ................................................................................................................................................................... 21 21 Anthers 1–2.6(–3.4) mm long; awns 3.1–6.5 mm; panicle branches lax, ascending to nodding; plants widespread in México ................................................................................................................................................................... 19. B. richardsonii – Anthers (3–) 3.5–4 mm long; awns (6–) 6.5–8 mm long; panicle branches stiff, erect to ascending; plants endemic to Coahuila, México ............................................................................................................................................... 17. B. pinetorum 22 Upper glumes 5-nerved; anthers 3.5–5.5 mm long .............................................................................. 18. B. pseudolaevipes – Upper glumes 3-nerved; anthers 1.5–3.5 mm long ............................................................................................................ 23 23 Lower glumes (7–) 9–11 mm long; upper glumes (9–) 11–14 mm long; lemmas 12–16 mm long, linear-lanceolate, gradually narrowed to apices; spikelets moderately laterally compressed .............................................................. 10. B. exaltatus – Lower glumes 4.9–8.5 mm long; upper glumes 6–10.5 mm long; lemmas 7–12(–13) mm long, elliptic to lanceolate, apices acute, obtuse or truncate; spikelets terete to moderately laterally compressed .............
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) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.023 | 0.011 |
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".