MétaCan
Menu
← Back to cohort
Record W4411367704 · doi:10.70925/caribea1.51-75

Distribution and conservation status of Cuban palms (Arecaceae)

2025· article· en· W4411367704 on OpenAlexaff
Ernesto Testé, Raúl Marcelino Verdecia Pérez, Luis Roberto González-Torres

Bibliographic record

VenueCaribea – Caribbean Journal of Plant Conservation · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicBotany and Geology in Latin America and Caribbean
Canadian institutionsDouglas College
FundersFauna and Flora InternationalWhitley Fund for Nature
KeywordsArecaceaePalmDistribution (mathematics)GeographyMathematicsPhysics

Abstract

fetched live from OpenAlex

Palms are vital to tropical and subtropical ecosystems, with around 2,600 recognized species. In Cuba, their exceptional diversity and endemism, with 80% of species endemic, underline their ecological importance. However, more than 50% of the 71 species assessed are threatened, with 11 Critically Endangered and one Extinct (Roystonea stellata). Genera such as Coccothrinax and Copernicia are particularly notable but face serious threats from invasive species, intensive agriculture, unregulated logging, and climate change. These challenges are especially acute for microendemic species, many of which fall outside the National System of Protected Areas, which only covers 58.4% of critical palm habitats. Taxonomic uncertainties and a paucity of genetic data further hamper conservation efforts. Although updates to IUCN criteria have refined conservation assessments, progress has been insufficient to reverse the decline. Effective conservation requires an integrated strategy that combines in situ and ex situ measures, specific plans for vulnerable species, and priority protection of underrepresented areas. Engaging local communities, government agencies, and stakeholders in implementing sustainable practices is equally essential. Molecular studies to resolve taxonomic ambiguities and accurately delimit species are critical to ensuring the long-term survival of these iconic species and their ecosystems. To safeguard the future of Cuban palms, which remain a cornerstone of Caribbean biodiversity, a holistic approach addressing both ecological and socioeconomic factors is needed.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.271
Threshold uncertainty score0.539

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0050.000

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.

Opus teacher head0.011
GPT teacher head0.215
Teacher spread0.205 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueCaribea – Caribbean Journal of Plant Conservation→Same topicBotany and Geology in Latin America and Caribbean→French-language works237,207→